Round 2 | ****EPOCH 0****
Step 00000050 L_out=0.349 Acc=0.19 ---25824.28 ms/batch
Step 00000100 L_out=0.586 Acc=0.51 ---50247.47 ms/batch
Step 00000150 L_out=0.168 Acc=0.21 ---74625.89 ms/batch
Step 00000200 L_out=0.284 Acc=0.22 ---98757.78 ms/batch
Step 00000250 L_out=0.455 Acc=0.36 ---123295.52 ms/batch
Step 00000300 L_out=0.341 Acc=0.53 ---147472.70 ms/batch
Step 00000350 L_out=0.073 Acc=0.52 ---171526.55 ms/batch
Step 00000400 L_out=0.646 Acc=0.55 ---195532.66 ms/batch
Step 00000450 L_out=0.296 Acc=0.38 ---219144.85 ms/batch
Step 00000500 L_out=0.248 Acc=0.51 ---243096.18 ms/batch
Step 00000550 L_out=0.545 Acc=0.52 ---267894.52 ms/batch
Step 00000600 L_out=0.185 Acc=0.51 ---291798.87 ms/batch
Step 00000650 L_out=0.047 Acc=0.61 ---315461.92 ms/batch
Round 2 | epoch=0, train costTime=323.55689549446106, | total_activation_sum=6454652
Round 2 | epoch=1, current m_iou=0.18735059512074748
Round 2 | Best m_IoU is: 0.187, OA is: 0.526 | val costTime=134.88552618026733
Round 2 | ****EPOCH 1****
Step 00000700 L_out=0.777 Acc=0.44 ---15864.37 ms/batch
Step 00000750 L_out=0.928 Acc=0.08 ---40206.22 ms/batch
Step 00000800 L_out=0.413 Acc=0.58 ---64161.25 ms/batch
Step 00000850 L_out=0.574 Acc=0.61 ---87970.54 ms/batch
Step 00000900 L_out=0.122 Acc=0.28 ---112001.86 ms/batch
Step 00000950 L_out=0.174 Acc=0.55 ---135993.59 ms/batch
Step 00001000 L_out=0.323 Acc=0.65 ---160185.19 ms/batch
Step 00001050 L_out=0.406 Acc=0.69 ---184016.71 ms/batch
Step 00001100 L_out=0.769 Acc=0.56 ---208116.37 ms/batch
Step 00001150 L_out=0.283 Acc=0.71 ---232850.52 ms/batch
Step 00001200 L_out=0.130 Acc=0.54 ---257104.84 ms/batch
Step 00001250 L_out=0.061 Acc=0.68 ---280900.84 ms/batch
Step 00001300 L_out=0.151 Acc=0.43 ---305110.38 ms/batch
Round 2 | epoch=1, train costTime=321.86824584007263, | total_activation_sum=5550665
Round 2 | epoch=2, current m_iou=0.21793552610491224
Round 2 | Best m_IoU is: 0.218, OA is: 0.600 | val costTime=139.49728727340698
Round 2 | ****EPOCH 2****
Step 00001350 L_out=0.348 Acc=0.58 --- 7761.25 ms/batch
Step 00001400 L_out=0.112 Acc=0.57 ---32008.48 ms/batch
Step 00001450 L_out=0.464 Acc=0.65 ---56148.71 ms/batch
Step 00001500 L_out=0.165 Acc=0.58 ---80007.67 ms/batch
Step 00001550 L_out=0.065 Acc=0.62 ---103883.90 ms/batch
Step 00001600 L_out=0.397 Acc=0.64 ---127449.85 ms/batch
Step 00001650 L_out=0.227 Acc=0.56 ---151162.80 ms/batch
Step 00001700 L_out=0.070 Acc=0.75 ---174972.30 ms/batch
Step 00001750 L_out=0.077 Acc=0.56 ---198956.21 ms/batch
Step 00001800 L_out=0.281 Acc=0.72 ---222782.23 ms/batch
Step 00001850 L_out=0.092 Acc=0.81 ---246503.29 ms/batch
Step 00001900 L_out=0.074 Acc=0.71 ---270366.06 ms/batch
Step 00001950 L_out=0.082 Acc=0.78 ---294657.67 ms/batch
Step 00002000 L_out=0.260 Acc=0.68 ---318711.15 ms/batch
Round 2 | epoch=2, train costTime=319.1808648109436, | total_activation_sum=5502804
Round 2 | epoch=3, current m_iou=0.30104231095523576
Round 2 | Best m_IoU is: 0.301, OA is: 0.653 | val costTime=142.7770071029663
Round 2 | ****EPOCH 3****
Step 00002050 L_out=0.705 Acc=0.18 ---23139.49 ms/batch
Step 00002100 L_out=0.080 Acc=0.69 ---46899.96 ms/batch
Step 00002150 L_out=0.289 Acc=0.21 ---70180.88 ms/batch
Step 00002200 L_out=0.192 Acc=0.49 ---94080.49 ms/batch
Step 00002250 L_out=0.107 Acc=0.60 ---117777.27 ms/batch
Step 00002300 L_out=0.053 Acc=0.59 ---141363.47 ms/batch
Step 00002350 L_out=0.230 Acc=0.43 ---165784.47 ms/batch
Step 00002400 L_out=0.142 Acc=0.74 ---191083.03 ms/batch
Step 00002450 L_out=0.323 Acc=0.53 ---217515.63 ms/batch
Step 00002500 L_out=0.071 Acc=0.49 ---243469.15 ms/batch
Step 00002550 L_out=0.128 Acc=0.58 ---268401.40 ms/batch
Step 00002600 L_out=0.136 Acc=0.65 ---292231.34 ms/batch
Step 00002650 L_out=0.182 Acc=0.66 ---316613.71 ms/batch
Round 2 | epoch=3, train costTime=325.47903203964233, | total_activation_sum=5523457
Round 2 | epoch=4, current m_iou=0.2678386754655664
Round 2 | Best m_IoU is: 0.301, OA is: 0.653 | val costTime=144.3650450706482
Round 2 | ****EPOCH 4****
Step 00002700 L_out=0.074 Acc=0.76 ---15743.59 ms/batch
Step 00002750 L_out=0.060 Acc=0.76 ---39570.30 ms/batch
Step 00002800 L_out=0.188 Acc=0.52 ---63256.07 ms/batch
Step 00002850 L_out=0.270 Acc=0.38 ---87659.06 ms/batch
Step 00002900 L_out=0.114 Acc=0.89 ---110971.63 ms/batch
Step 00002950 L_out=0.035 Acc=0.68 ---134733.98 ms/batch
Step 00003000 L_out=0.399 Acc=0.73 ---158540.48 ms/batch
Step 00003050 L_out=0.374 Acc=0.56 ---181908.96 ms/batch
Step 00003100 L_out=0.257 Acc=0.32 ---206159.10 ms/batch
Step 00003150 L_out=0.282 Acc=0.69 ---230176.17 ms/batch
Step 00003200 L_out=0.074 Acc=0.63 ---253905.47 ms/batch
Step 00003250 L_out=0.030 Acc=0.72 ---277570.09 ms/batch
Step 00003300 L_out=0.208 Acc=0.58 ---301159.03 ms/batch
Round 2 | epoch=4, train costTime=318.3334791660309, | total_activation_sum=5525501
Round 2 | epoch=5, current m_iou=0.2779679910570514
Round 2 | Best m_IoU is: 0.301, OA is: 0.653 | val costTime=135.44744610786438
Round 2 | ****EPOCH 5****
Step 00003350 L_out=0.157 Acc=0.59 --- 7198.88 ms/batch
Step 00003400 L_out=0.074 Acc=0.56 ---31233.91 ms/batch
Step 00003450 L_out=0.258 Acc=0.53 ---54769.73 ms/batch
Step 00003500 L_out=0.079 Acc=0.56 ---78464.60 ms/batch
Step 00003550 L_out=0.149 Acc=0.63 ---102810.31 ms/batch
Step 00003600 L_out=0.090 Acc=0.52 ---127057.09 ms/batch
Step 00003650 L_out=0.217 Acc=0.72 ---151006.40 ms/batch
Step 00003700 L_out=0.095 Acc=0.39 ---174903.67 ms/batch
Step 00003750 L_out=0.087 Acc=0.75 ---198989.20 ms/batch
Step 00003800 L_out=0.069 Acc=0.45 ---222954.91 ms/batch
Step 00003850 L_out=0.268 Acc=0.69 ---247098.52 ms/batch
Step 00003900 L_out=0.063 Acc=0.77 ---271637.60 ms/batch
Step 00003950 L_out=0.364 Acc=0.64 ---295167.61 ms/batch
Step 00004000 L_out=0.129 Acc=0.59 ---319255.76 ms/batch
Round 2 | epoch=5, train costTime=320.2429585456848, | total_activation_sum=5595605
Round 2 | epoch=6, current m_iou=0.3037390303263784
Round 2 | Best m_IoU is: 0.304, OA is: 0.654 | val costTime=139.54902863502502
Round 2 | ****EPOCH 6****
Step 00004050 L_out=0.145 Acc=0.60 ---22265.12 ms/batch
Step 00004100 L_out=0.149 Acc=0.66 ---46081.08 ms/batch
Step 00004150 L_out=0.262 Acc=0.68 ---69657.58 ms/batch
Step 00004200 L_out=0.041 Acc=0.75 ---93670.24 ms/batch
Step 00004250 L_out=0.089 Acc=0.49 ---117393.21 ms/batch
Step 00004300 L_out=0.130 Acc=0.74 ---141209.36 ms/batch
Step 00004350 L_out=0.051 Acc=0.61 ---165095.83 ms/batch
Step 00004400 L_out=0.095 Acc=0.55 ---188580.30 ms/batch
Step 00004450 L_out=0.293 Acc=0.45 ---212181.40 ms/batch
Step 00004500 L_out=0.040 Acc=0.86 ---235717.58 ms/batch
Step 00004550 L_out=0.207 Acc=0.77 ---259895.36 ms/batch
Step 00004600 L_out=0.032 Acc=0.76 ---283861.28 ms/batch
Step 00004650 L_out=0.145 Acc=0.72 ---308058.91 ms/batch
Round 2 | epoch=6, train costTime=317.1089026927948, | total_activation_sum=5602321
Round 2 | epoch=7, current m_iou=0.34146697051921976
Round 2 | Best m_IoU is: 0.341, OA is: 0.687 | val costTime=134.6897783279419
Round 2 | ****EPOCH 7****
Step 00004700 L_out=0.115 Acc=0.79 ---14455.15 ms/batch
Step 00004750 L_out=0.394 Acc=0.52 ---39194.16 ms/batch
Step 00004800 L_out=0.361 Acc=0.69 ---65492.68 ms/batch
Step 00004850 L_out=0.113 Acc=0.62 ---91894.54 ms/batch
Step 00004900 L_out=0.104 Acc=0.71 ---116983.23 ms/batch
Step 00004950 L_out=0.035 Acc=0.68 ---141054.78 ms/batch
Step 00005000 L_out=0.167 Acc=0.78 ---164991.32 ms/batch
Step 00005050 L_out=0.088 Acc=0.50 ---188959.80 ms/batch
Step 00005100 L_out=0.244 Acc=0.63 ---213036.91 ms/batch
Step 00005150 L_out=0.159 Acc=0.81 ---237043.93 ms/batch
Step 00005200 L_out=0.167 Acc=0.74 ---261284.04 ms/batch
Step 00005250 L_out=0.039 Acc=0.74 ---284805.20 ms/batch
Step 00005300 L_out=0.493 Acc=0.46 ---308410.19 ms/batch
Round 2 | epoch=7, train costTime=325.8656508922577, | total_activation_sum=5604324
Round 2 | epoch=8, current m_iou=0.3928284455995493
Round 2 | Best m_IoU is: 0.393, OA is: 0.724 | val costTime=140.70544910430908
Round 2 | ****EPOCH 8****
Step 00005350 L_out=0.021 Acc=0.76 --- 6697.91 ms/batch
Step 00005400 L_out=0.165 Acc=0.79 ---30727.72 ms/batch
Step 00005450 L_out=0.234 Acc=0.68 ---54603.68 ms/batch
Step 00005500 L_out=0.103 Acc=0.82 ---78313.48 ms/batch
Step 00005550 L_out=0.090 Acc=0.64 ---102242.24 ms/batch
Step 00005600 L_out=0.078 Acc=0.81 ---126270.75 ms/batch
Step 00005650 L_out=0.019 Acc=0.72 ---149987.02 ms/batch
Step 00005700 L_out=0.110 Acc=0.55 ---174398.65 ms/batch
Step 00005750 L_out=0.056 Acc=0.75 ---198735.06 ms/batch
Step 00005800 L_out=0.151 Acc=0.66 ---222864.27 ms/batch
Step 00005850 L_out=0.221 Acc=0.66 ---246819.21 ms/batch
Step 00005900 L_out=0.081 Acc=0.72 ---270797.19 ms/batch
Step 00005950 L_out=0.211 Acc=0.68 ---294587.15 ms/batch
Step 00006000 L_out=0.015 Acc=0.76 ---318008.50 ms/batch
Round 2 | epoch=8, train costTime=319.47980403900146, | total_activation_sum=5438425
Round 2 | epoch=9, current m_iou=0.39447502787014077
Round 2 | Best m_IoU is: 0.394, OA is: 0.726 | val costTime=147.57059836387634
Round 2 | ****EPOCH 9****
Step 00006050 L_out=0.278 Acc=0.69 ---22822.03 ms/batch
Step 00006100 L_out=0.089 Acc=0.87 ---47439.71 ms/batch
Step 00006150 L_out=0.131 Acc=0.78 ---71608.97 ms/batch
Step 00006200 L_out=0.125 Acc=0.67 ---96032.52 ms/batch
Step 00006250 L_out=0.090 Acc=0.65 ---120263.17 ms/batch
Step 00006300 L_out=0.167 Acc=0.74 ---144274.51 ms/batch
Step 00006350 L_out=0.032 Acc=0.57 ---168845.92 ms/batch
Step 00006400 L_out=0.072 Acc=0.52 ---192959.49 ms/batch
Step 00006450 L_out=0.157 Acc=0.70 ---217337.88 ms/batch
Step 00006500 L_out=0.126 Acc=0.78 ---241398.47 ms/batch
Step 00006550 L_out=0.103 Acc=0.72 ---265833.82 ms/batch
Step 00006600 L_out=0.125 Acc=0.76 ---289647.09 ms/batch
Step 00006650 L_out=0.183 Acc=0.70 ---313660.61 ms/batch
Round 2 | epoch=9, train costTime=323.3109350204468, | total_activation_sum=5533154
Round 2 | epoch=10, current m_iou=0.3568313143194515
Round 2 | Best m_IoU is: 0.394, OA is: 0.726 | val costTime=144.83267903327942
Round 2 | ****EPOCH 10****
Step 00006700 L_out=0.009 Acc=0.56 ---14389.10 ms/batch
Step 00006750 L_out=0.059 Acc=0.68 ---38071.62 ms/batch
Step 00006800 L_out=0.455 Acc=0.70 ---62377.81 ms/batch
Step 00006850 L_out=0.131 Acc=0.68 ---85763.86 ms/batch
Step 00006900 L_out=0.042 Acc=0.79 ---109809.88 ms/batch
Step 00006950 L_out=0.076 Acc=0.77 ---133655.36 ms/batch
Step 00007000 L_out=0.143 Acc=0.58 ---158038.13 ms/batch
Step 00007050 L_out=0.014 Acc=0.71 ---181971.04 ms/batch
Step 00007100 L_out=0.135 Acc=0.76 ---206038.12 ms/batch
Step 00007150 L_out=0.166 Acc=0.72 ---230650.78 ms/batch
Step 00007200 L_out=0.107 Acc=0.71 ---254844.98 ms/batch
Step 00007250 L_out=0.343 Acc=0.81 ---279061.92 ms/batch
Step 00007300 L_out=0.044 Acc=0.80 ---305053.45 ms/batch
Round 2 | epoch=10, train costTime=324.4527311325073, | total_activation_sum=5548433
Round 2 | epoch=11, current m_iou=0.4332217081215096
Round 2 | Best m_IoU is: 0.433, OA is: 0.759 | val costTime=145.11403441429138
Round 2 | ****EPOCH 11****
Step 00007350 L_out=0.052 Acc=0.76 --- 6150.24 ms/batch
Step 00007400 L_out=0.037 Acc=0.86 ---30364.32 ms/batch
Step 00007450 L_out=0.039 Acc=0.72 ---54627.66 ms/batch
Step 00007500 L_out=0.166 Acc=0.76 ---78868.44 ms/batch
Step 00007550 L_out=0.047 Acc=0.87 ---102809.00 ms/batch
Step 00007600 L_out=0.135 Acc=0.75 ---127278.68 ms/batch
Step 00007650 L_out=0.055 Acc=0.76 ---152083.75 ms/batch
Step 00007700 L_out=0.059 Acc=0.80 ---176481.88 ms/batch
Step 00007750 L_out=0.446 Acc=0.78 ---200687.40 ms/batch
Step 00007800 L_out=0.137 Acc=0.84 ---224674.10 ms/batch
Step 00007850 L_out=0.119 Acc=0.66 ---248680.60 ms/batch
Step 00007900 L_out=0.070 Acc=0.77 ---272717.24 ms/batch
Step 00007950 L_out=0.076 Acc=0.77 ---296876.53 ms/batch
Step 00008000 L_out=0.130 Acc=0.77 ---321389.85 ms/batch
Round 2 | epoch=11, train costTime=323.4461054801941, | total_activation_sum=5626605
Round 2 | epoch=12, current m_iou=0.4201134294054432
Round 2 | Best m_IoU is: 0.433, OA is: 0.759 | val costTime=141.83104181289673
Round 2 | ****EPOCH 12****
Step 00008050 L_out=0.127 Acc=0.46 ---21955.71 ms/batch
Step 00008100 L_out=0.101 Acc=0.80 ---46173.91 ms/batch
Step 00008150 L_out=0.098 Acc=0.65 ---69481.05 ms/batch
Step 00008200 L_out=0.177 Acc=0.64 ---93540.96 ms/batch
Step 00008250 L_out=0.092 Acc=0.80 ---117105.40 ms/batch
Step 00008300 L_out=0.084 Acc=0.77 ---141212.25 ms/batch
Step 00008350 L_out=0.028 Acc=0.65 ---165275.22 ms/batch
Step 00008400 L_out=0.101 Acc=0.53 ---189409.73 ms/batch
Step 00008450 L_out=0.129 Acc=0.60 ---213486.19 ms/batch
Step 00008500 L_out=0.082 Acc=0.72 ---237154.49 ms/batch
Step 00008550 L_out=0.144 Acc=0.81 ---260924.16 ms/batch
Step 00008600 L_out=0.105 Acc=0.78 ---285323.85 ms/batch
Step 00008650 L_out=0.035 Acc=0.77 ---309120.66 ms/batch
Round 2 | epoch=12, train costTime=319.19268822669983, | total_activation_sum=5556828
Round 2 | epoch=13, current m_iou=0.4634126293175086
Round 2 | Best m_IoU is: 0.463, OA is: 0.806 | val costTime=149.83082127571106
Round 2 | ****EPOCH 13****
Step 00008700 L_out=0.062 Acc=0.74 ---13939.20 ms/batch
Step 00008750 L_out=0.035 Acc=0.74 ---38102.28 ms/batch
Step 00008800 L_out=0.042 Acc=0.77 ---61867.34 ms/batch
Step 00008850 L_out=0.156 Acc=0.68 ---86015.03 ms/batch
Step 00008900 L_out=0.039 Acc=0.81 ---110471.97 ms/batch
Step 00008950 L_out=0.291 Acc=0.82 ---134734.20 ms/batch
Step 00009000 L_out=0.088 Acc=0.55 ---158984.33 ms/batch
Step 00009050 L_out=0.066 Acc=0.80 ---183416.83 ms/batch
Step 00009100 L_out=0.113 Acc=0.68 ---207609.07 ms/batch
Step 00009150 L_out=0.103 Acc=0.75 ---231571.40 ms/batch
Step 00009200 L_out=0.023 Acc=0.56 ---255157.67 ms/batch
Step 00009250 L_out=0.137 Acc=0.74 ---279305.07 ms/batch
Step 00009300 L_out=0.137 Acc=0.53 ---303037.15 ms/batch
Round 2 | epoch=13, train costTime=321.25252294540405, | total_activation_sum=5496538
Round 2 | epoch=14, current m_iou=0.4916459060494056
Round 2 | Best m_IoU is: 0.492, OA is: 0.818 | val costTime=139.0430302619934
Round 2 | ****EPOCH 14****
Step 00009350 L_out=0.091 Acc=0.78 --- 5815.35 ms/batch
Step 00009400 L_out=0.610 Acc=0.53 ---30263.71 ms/batch
Step 00009450 L_out=0.032 Acc=0.80 ---54491.30 ms/batch
Step 00009500 L_out=0.094 Acc=0.81 ---79964.72 ms/batch
Step 00009550 L_out=0.172 Acc=0.64 ---106192.95 ms/batch
Step 00009600 L_out=0.069 Acc=0.76 ---132824.49 ms/batch
Step 00009650 L_out=0.017 Acc=0.73 ---157214.18 ms/batch
Step 00009700 L_out=0.191 Acc=0.57 ---180382.06 ms/batch
Step 00009750 L_out=0.087 Acc=0.66 ---204600.86 ms/batch
Step 00009800 L_out=0.089 Acc=0.81 ---228325.00 ms/batch
Step 00009850 L_out=0.041 Acc=0.63 ---251464.46 ms/batch
Step 00009900 L_out=0.091 Acc=0.84 ---275634.82 ms/batch
Step 00009950 L_out=0.090 Acc=0.72 ---299900.52 ms/batch
Step 00010000 L_out=0.041 Acc=0.89 ---323940.10 ms/batch
Round 2 | epoch=14, train costTime=326.4156415462494, | total_activation_sum=5632915
Round 2 | epoch=15, current m_iou=0.48427696328782815
Round 2 | Best m_IoU is: 0.492, OA is: 0.818 | val costTime=153.11179447174072
Round 2 | ****EPOCH 15****
Step 00010050 L_out=0.140 Acc=0.83 ---21710.02 ms/batch
Step 00010100 L_out=0.048 Acc=0.84 ---45825.58 ms/batch
Step 00010150 L_out=0.016 Acc=0.54 ---69828.69 ms/batch
Step 00010200 L_out=0.218 Acc=0.86 ---93802.40 ms/batch
Step 00010250 L_out=0.142 Acc=0.83 ---117859.86 ms/batch
Step 00010300 L_out=0.078 Acc=0.72 ---141473.92 ms/batch
Step 00010350 L_out=0.092 Acc=0.76 ---165605.42 ms/batch
Step 00010400 L_out=0.344 Acc=0.77 ---189377.61 ms/batch
Step 00010450 L_out=0.075 Acc=0.71 ---213577.40 ms/batch
Step 00010500 L_out=0.149 Acc=0.70 ---237910.16 ms/batch
Step 00010550 L_out=0.107 Acc=0.81 ---261860.26 ms/batch
Step 00010600 L_out=0.082 Acc=0.69 ---285532.89 ms/batch
Step 00010650 L_out=0.052 Acc=0.86 ---309143.55 ms/batch
Round 2 | epoch=15, train costTime=319.55148696899414, | total_activation_sum=5654963
Round 2 | epoch=16, current m_iou=0.5064636060101262
Round 2 | Best m_IoU is: 0.506, OA is: 0.830 | val costTime=148.53649044036865
Round 2 | ****EPOCH 16****
Step 00010700 L_out=0.023 Acc=0.89 ---13187.63 ms/batch
Step 00010750 L_out=0.128 Acc=0.78 ---37308.66 ms/batch
Step 00010800 L_out=0.185 Acc=0.75 ---61463.61 ms/batch
Step 00010850 L_out=0.024 Acc=0.77 ---85256.84 ms/batch
Step 00010900 L_out=0.007 Acc=0.52 ---109250.37 ms/batch
Step 00010950 L_out=0.106 Acc=0.81 ---133243.76 ms/batch
Step 00011000 L_out=0.034 Acc=0.84 ---157370.48 ms/batch
Step 00011050 L_out=0.074 Acc=0.90 ---181507.06 ms/batch
Step 00011100 L_out=0.214 Acc=0.54 ---205512.22 ms/batch
Step 00011150 L_out=0.057 Acc=0.77 ---229262.19 ms/batch
Step 00011200 L_out=0.176 Acc=0.82 ---253274.37 ms/batch
Step 00011250 L_out=0.036 Acc=0.88 ---276912.47 ms/batch
Step 00011300 L_out=0.054 Acc=0.43 ---300103.25 ms/batch
Round 2 | epoch=16, train costTime=318.67086935043335, | total_activation_sum=5498363
Round 2 | epoch=17, current m_iou=0.5181157310594224
Round 2 | Best m_IoU is: 0.518, OA is: 0.831 | val costTime=144.6051332950592
Round 2 | ****EPOCH 17****
Step 00011350 L_out=0.055 Acc=0.75 --- 5410.64 ms/batch
Step 00011400 L_out=0.032 Acc=0.73 ---29735.44 ms/batch
Step 00011450 L_out=0.122 Acc=0.88 ---54050.09 ms/batch
Step 00011500 L_out=0.018 Acc=0.85 ---78271.79 ms/batch
Step 00011550 L_out=0.008 Acc=0.79 ---102467.29 ms/batch
Step 00011600 L_out=0.153 Acc=0.82 ---125877.30 ms/batch
Step 00011650 L_out=0.068 Acc=0.80 ---149926.12 ms/batch
Step 00011700 L_out=0.079 Acc=0.81 ---174386.76 ms/batch
Step 00011750 L_out=0.028 Acc=0.78 ---198499.07 ms/batch
Step 00011800 L_out=0.116 Acc=0.75 ---222236.78 ms/batch
Step 00011850 L_out=0.055 Acc=0.86 ---246159.29 ms/batch
Step 00011900 L_out=0.023 Acc=0.86 ---269909.36 ms/batch
Step 00011950 L_out=0.079 Acc=0.82 ---294109.88 ms/batch
Step 00012000 L_out=0.056 Acc=0.71 ---319026.86 ms/batch
Round 2 | epoch=17, train costTime=322.16051864624023, | total_activation_sum=5638505
Round 2 | epoch=18, current m_iou=0.5364956814535591
Round 2 | Best m_IoU is: 0.536, OA is: 0.851 | val costTime=149.37199544906616
Round 2 | ****EPOCH 18****
Step 00012050 L_out=0.428 Acc=0.72 ---21155.30 ms/batch
Step 00012100 L_out=0.090 Acc=0.88 ---45214.39 ms/batch
Step 00012150 L_out=0.064 Acc=0.88 ---69585.93 ms/batch
Step 00012200 L_out=0.037 Acc=0.82 ---93788.80 ms/batch
Step 00012250 L_out=0.068 Acc=0.73 ---117320.06 ms/batch
Step 00012300 L_out=0.167 Acc=0.70 ---141332.96 ms/batch
Step 00012350 L_out=0.122 Acc=0.90 ---165496.40 ms/batch
Step 00012400 L_out=0.077 Acc=0.82 ---189476.69 ms/batch
Step 00012450 L_out=0.096 Acc=0.72 ---213514.59 ms/batch
Step 00012500 L_out=0.127 Acc=0.70 ---237456.97 ms/batch
Step 00012550 L_out=0.020 Acc=0.82 ---261455.34 ms/batch
Step 00012600 L_out=0.063 Acc=0.79 ---285546.57 ms/batch
Step 00012650 L_out=0.082 Acc=0.80 ---309852.44 ms/batch
Round 2 | epoch=18, train costTime=320.88797640800476, | total_activation_sum=5432676
Round 2 | epoch=19, current m_iou=0.5354348137520754
Round 2 | Best m_IoU is: 0.536, OA is: 0.851 | val costTime=146.86560249328613
Round 2 | ****EPOCH 19****
Step 00012700 L_out=0.138 Acc=0.61 ---12614.07 ms/batch
Step 00012750 L_out=0.115 Acc=0.81 ---36351.93 ms/batch
Step 00012800 L_out=0.398 Acc=0.59 ---60732.54 ms/batch
Step 00012850 L_out=0.075 Acc=0.73 ---85008.35 ms/batch
Step 00012900 L_out=0.032 Acc=0.75 ---109145.88 ms/batch
Step 00012950 L_out=0.152 Acc=0.69 ---132653.75 ms/batch
Step 00013000 L_out=0.071 Acc=0.82 ---156645.89 ms/batch
Step 00013050 L_out=0.060 Acc=0.82 ---180567.78 ms/batch
Step 00013100 L_out=0.242 Acc=0.70 ---204533.17 ms/batch
Step 00013150 L_out=0.057 Acc=0.73 ---228853.80 ms/batch
Step 00013200 L_out=0.167 Acc=0.69 ---252873.43 ms/batch
Step 00013250 L_out=0.042 Acc=0.74 ---276772.04 ms/batch
Step 00013300 L_out=0.148 Acc=0.74 ---300702.75 ms/batch
Round 2 | epoch=19, train costTime=319.7117373943329, | total_activation_sum=5606718
Round 2 | epoch=20, current m_iou=0.5387792766566839
Round 2 | Best m_IoU is: 0.539, OA is: 0.857 | val costTime=148.62323474884033
Round 2 | ****EPOCH 20****
Step 00013350 L_out=0.007 Acc=0.85 --- 4971.00 ms/batch
Step 00013400 L_out=0.352 Acc=0.57 ---29157.30 ms/batch
Step 00013450 L_out=0.016 Acc=0.84 ---53256.87 ms/batch
Step 00013500 L_out=0.088 Acc=0.82 ---77012.93 ms/batch
Step 00013550 L_out=0.031 Acc=0.81 ---100568.80 ms/batch
Step 00013600 L_out=0.047 Acc=0.89 ---124221.09 ms/batch
Step 00013650 L_out=0.075 Acc=0.85 ---148129.22 ms/batch
Step 00013700 L_out=0.044 Acc=0.82 ---171699.71 ms/batch
Step 00013750 L_out=0.067 Acc=0.88 ---195485.12 ms/batch
Step 00013800 L_out=0.044 Acc=0.73 ---219760.52 ms/batch
Step 00013850 L_out=0.060 Acc=0.78 ---243577.78 ms/batch
Step 00013900 L_out=0.106 Acc=0.63 ---267459.17 ms/batch
Step 00013950 L_out=0.008 Acc=0.71 ---291631.57 ms/batch
Step 00014000 L_out=0.126 Acc=0.85 ---315501.38 ms/batch
Round 2 | epoch=20, train costTime=318.9958031177521, | total_activation_sum=5542344
Round 2 | epoch=21, current m_iou=0.5401320546261584
Round 2 | Best m_IoU is: 0.540, OA is: 0.853 | val costTime=147.07675671577454
Round 2 | ****EPOCH 21****
Step 00014050 L_out=0.036 Acc=0.85 ---20701.12 ms/batch
Step 00014100 L_out=0.161 Acc=0.45 ---44594.49 ms/batch
Step 00014150 L_out=0.236 Acc=0.54 ---68189.57 ms/batch
Step 00014200 L_out=0.012 Acc=0.92 ---91750.25 ms/batch
Step 00014250 L_out=0.035 Acc=0.76 ---117826.42 ms/batch
Step 00014300 L_out=0.098 Acc=0.73 ---144440.95 ms/batch
Step 00014350 L_out=0.015 Acc=0.85 ---169868.35 ms/batch
Step 00014400 L_out=0.025 Acc=0.70 ---193784.95 ms/batch
Step 00014450 L_out=0.057 Acc=0.83 ---217883.69 ms/batch
Step 00014500 L_out=0.051 Acc=0.81 ---241840.00 ms/batch
Step 00014550 L_out=0.028 Acc=0.81 ---265012.93 ms/batch
Step 00014600 L_out=0.020 Acc=0.84 ---289310.56 ms/batch
Step 00014650 L_out=0.114 Acc=0.80 ---313363.68 ms/batch
Round 2 | epoch=21, train costTime=325.2253863811493, | total_activation_sum=5619375
Round 2 | epoch=22, current m_iou=0.5522056746098707
Round 2 | Best m_IoU is: 0.552, OA is: 0.861 | val costTime=147.48908591270447
Round 2 | ****EPOCH 22****
Step 00014700 L_out=0.208 Acc=0.70 ---12299.05 ms/batch
Step 00014750 L_out=0.021 Acc=0.88 ---36265.49 ms/batch
Step 00014800 L_out=0.034 Acc=0.86 ---59756.56 ms/batch
Step 00014850 L_out=0.076 Acc=0.89 ---84033.97 ms/batch
Step 00014900 L_out=0.155 Acc=0.89 ---108306.48 ms/batch
Step 00014950 L_out=0.012 Acc=0.72 ---132149.73 ms/batch
Step 00015000 L_out=0.084 Acc=0.82 ---155934.71 ms/batch
Step 00015050 L_out=0.040 Acc=0.75 ---179393.01 ms/batch
Step 00015100 L_out=0.054 Acc=0.78 ---204048.70 ms/batch
Step 00015150 L_out=0.070 Acc=0.79 ---228437.47 ms/batch
Step 00015200 L_out=0.033 Acc=0.86 ---252336.18 ms/batch
Step 00015250 L_out=0.045 Acc=0.87 ---276503.22 ms/batch
Step 00015300 L_out=0.041 Acc=0.78 ---300556.99 ms/batch
Round 2 | epoch=22, train costTime=320.31973481178284, | total_activation_sum=5593950
Round 2 | epoch=23, current m_iou=0.5520385938721055
Round 2 | Best m_IoU is: 0.552, OA is: 0.861 | val costTime=141.6504101753235
Round 2 | ****EPOCH 23****
Step 00015350 L_out=0.060 Acc=0.85 --- 4186.77 ms/batch
Step 00015400 L_out=0.036 Acc=0.83 ---28493.53 ms/batch
Step 00015450 L_out=0.018 Acc=0.86 ---52684.73 ms/batch
Step 00015500 L_out=0.090 Acc=0.80 ---76882.91 ms/batch
Step 00015550 L_out=0.083 Acc=0.73 ---100944.22 ms/batch
Step 00015600 L_out=0.123 Acc=0.81 ---124296.42 ms/batch
Step 00015650 L_out=0.091 Acc=0.80 ---147752.98 ms/batch
Step 00015700 L_out=0.089 Acc=0.80 ---171471.79 ms/batch
Step 00015750 L_out=0.129 Acc=0.84 ---195528.71 ms/batch
Step 00015800 L_out=0.027 Acc=0.75 ---219745.21 ms/batch
Step 00015850 L_out=0.023 Acc=0.83 ---243658.84 ms/batch
Step 00015900 L_out=0.041 Acc=0.91 ---267649.44 ms/batch
Step 00015950 L_out=0.064 Acc=0.81 ---291581.78 ms/batch
Step 00016000 L_out=0.069 Acc=0.75 ---315170.97 ms/batch
Round 2 | epoch=23, train costTime=319.0776298046112, | total_activation_sum=5562730
Round 2 | epoch=24, current m_iou=0.53153472250914
Round 2 | Best m_IoU is: 0.552, OA is: 0.861 | val costTime=146.2084572315216
Round 2 | ****EPOCH 24****
Step 00016050 L_out=0.003 Acc=0.85 ---19901.81 ms/batch
Step 00016100 L_out=0.022 Acc=0.85 ---44103.13 ms/batch
Step 00016150 L_out=0.009 Acc=0.83 ---68044.18 ms/batch
Step 00016200 L_out=0.047 Acc=0.90 ---91732.33 ms/batch
Step 00016250 L_out=0.031 Acc=0.77 ---115155.81 ms/batch
Step 00016300 L_out=0.027 Acc=0.81 ---139526.86 ms/batch
Step 00016350 L_out=0.017 Acc=0.87 ---163653.55 ms/batch
Step 00016400 L_out=0.048 Acc=0.67 ---187730.73 ms/batch
Step 00016450 L_out=0.065 Acc=0.80 ---211638.94 ms/batch
Step 00016500 L_out=0.031 Acc=0.59 ---235815.63 ms/batch
Step 00016550 L_out=0.067 Acc=0.82 ---259337.15 ms/batch
Step 00016600 L_out=0.062 Acc=0.81 ---283160.86 ms/batch
Step 00016650 L_out=0.024 Acc=0.85 ---307089.91 ms/batch
Round 2 | epoch=24, train costTime=318.83203315734863, | total_activation_sum=5577828
Round 2 | epoch=25, current m_iou=0.5480334646854428
Round 2 | Best m_IoU is: 0.552, OA is: 0.861 | val costTime=134.18097305297852
Round 2 | ****EPOCH 25****
Step 00016700 L_out=0.067 Acc=0.81 ---11913.90 ms/batch
Step 00016750 L_out=0.082 Acc=0.83 ---36195.00 ms/batch
Step 00016800 L_out=0.049 Acc=0.88 ---59773.57 ms/batch
Step 00016850 L_out=0.055 Acc=0.62 ---84208.44 ms/batch
Step 00016900 L_out=0.147 Acc=0.77 ---107141.89 ms/batch
Step 00016950 L_out=0.012 Acc=0.85 ---131250.87 ms/batch
Step 00017000 L_out=0.052 Acc=0.80 ---154818.75 ms/batch
Step 00017050 L_out=0.062 Acc=0.82 ---178640.87 ms/batch
Step 00017100 L_out=0.110 Acc=0.85 ---202563.98 ms/batch
Step 00017150 L_out=0.209 Acc=0.79 ---226022.08 ms/batch
Step 00017200 L_out=0.095 Acc=0.67 ---250060.05 ms/batch
Step 00017250 L_out=0.039 Acc=0.88 ---273757.59 ms/batch
Step 00017300 L_out=0.028 Acc=0.83 ---298210.67 ms/batch
Round 2 | epoch=25, train costTime=318.1166126728058, | total_activation_sum=5551665
Round 2 | epoch=26, current m_iou=0.5241692846618481
Round 2 | Best m_IoU is: 0.552, OA is: 0.861 | val costTime=126.40073680877686
Round 2 | ****EPOCH 26****
Step 00017350 L_out=0.047 Acc=0.82 --- 3960.36 ms/batch
Step 00017400 L_out=0.074 Acc=0.65 ---28116.71 ms/batch
Step 00017450 L_out=0.074 Acc=0.84 ---52103.19 ms/batch
Step 00017500 L_out=0.031 Acc=0.83 ---75880.52 ms/batch
Step 00017550 L_out=0.039 Acc=0.82 ---99526.57 ms/batch
Step 00017600 L_out=0.139 Acc=0.67 ---123383.21 ms/batch
Step 00017650 L_out=0.075 Acc=0.82 ---147229.13 ms/batch
Step 00017700 L_out=0.053 Acc=0.80 ---170892.18 ms/batch
Step 00017750 L_out=0.348 Acc=0.76 ---194530.60 ms/batch
Step 00017800 L_out=0.048 Acc=0.84 ---218645.62 ms/batch
Step 00017850 L_out=0.029 Acc=0.80 ---242489.47 ms/batch
Step 00017900 L_out=0.012 Acc=0.88 ---266231.40 ms/batch
Step 00017950 L_out=0.018 Acc=0.84 ---290274.71 ms/batch
Step 00018000 L_out=0.020 Acc=0.73 ---313964.23 ms/batch
Round 2 | epoch=26, train costTime=317.9041922092438, | total_activation_sum=5518955
Round 2 | epoch=27, current m_iou=0.5252104128509044
Round 2 | Best m_IoU is: 0.552, OA is: 0.861 | val costTime=125.85315585136414
Round 2 | ****EPOCH 27****
Step 00018050 L_out=0.066 Acc=0.82 ---19228.62 ms/batch
Step 00018100 L_out=0.023 Acc=0.87 ---42926.38 ms/batch
Step 00018150 L_out=0.025 Acc=0.88 ---66663.31 ms/batch
Step 00018200 L_out=0.012 Acc=0.91 ---90659.22 ms/batch
Step 00018250 L_out=0.177 Acc=0.68 ---114288.87 ms/batch
Step 00018300 L_out=0.040 Acc=0.85 ---137631.63 ms/batch
Step 00018350 L_out=0.065 Acc=0.81 ---161452.70 ms/batch
Step 00018400 L_out=0.123 Acc=0.87 ---185595.98 ms/batch
Step 00018450 L_out=0.023 Acc=0.85 ---209369.50 ms/batch
Step 00018500 L_out=0.092 Acc=0.82 ---233157.95 ms/batch
Step 00018550 L_out=0.094 Acc=0.89 ---257555.20 ms/batch
Step 00018600 L_out=0.057 Acc=0.85 ---281560.95 ms/batch
Step 00018650 L_out=0.221 Acc=0.87 ---305583.27 ms/batch
Round 2 | epoch=27, train costTime=317.59346055984497, | total_activation_sum=5607923
Round 2 | epoch=28, current m_iou=0.5483652953065794
Round 2 | Best m_IoU is: 0.552, OA is: 0.861 | val costTime=126.37436318397522
Round 2 | ****EPOCH 28****
Step 00018700 L_out=0.094 Acc=0.72 ---11898.20 ms/batch
Step 00018750 L_out=0.072 Acc=0.88 ---35244.16 ms/batch
Step 00018800 L_out=0.048 Acc=0.91 ---58537.66 ms/batch
Step 00018850 L_out=0.026 Acc=0.88 ---81797.51 ms/batch
Step 00018900 L_out=0.066 Acc=0.80 ---105142.58 ms/batch
Step 00018950 L_out=0.067 Acc=0.84 ---128771.22 ms/batch
Step 00019000 L_out=0.084 Acc=0.82 ---152245.05 ms/batch
Step 00019050 L_out=0.034 Acc=0.87 ---176677.62 ms/batch
Step 00019100 L_out=0.012 Acc=0.84 ---200197.53 ms/batch
Step 00019150 L_out=0.022 Acc=0.77 ---224742.65 ms/batch
Step 00019200 L_out=0.055 Acc=0.80 ---251253.71 ms/batch
Step 00019250 L_out=0.096 Acc=0.78 ---277748.66 ms/batch
Step 00019300 L_out=0.060 Acc=0.91 ---303145.19 ms/batch
Round 2 | epoch=28, train costTime=323.588415145874, | total_activation_sum=5553225
Round 2 | epoch=29, current m_iou=0.5532826786052287
Round 2 | Best m_IoU is: 0.553, OA is: 0.866 | val costTime=126.33573055267334
Round 2 | ****EPOCH 29****
Step 00019350 L_out=0.021 Acc=0.85 --- 3427.44 ms/batch
Step 00019400 L_out=0.095 Acc=0.87 ---27432.36 ms/batch
Step 00019450 L_out=0.117 Acc=0.89 ---51083.19 ms/batch
Step 00019500 L_out=0.056 Acc=0.77 ---75100.04 ms/batch
Step 00019550 L_out=0.060 Acc=0.83 ---98967.67 ms/batch
Step 00019600 L_out=0.066 Acc=0.75 ---122723.22 ms/batch
Step 00019650 L_out=0.025 Acc=0.82 ---146168.41 ms/batch
Step 00019700 L_out=0.126 Acc=0.75 ---170059.95 ms/batch
Step 00019750 L_out=0.013 Acc=0.82 ---193460.41 ms/batch
Step 00019800 L_out=0.024 Acc=0.67 ---216869.92 ms/batch
Step 00019850 L_out=0.091 Acc=0.78 ---240575.88 ms/batch
Step 00019900 L_out=0.011 Acc=0.80 ---264645.37 ms/batch
Step 00019950 L_out=0.065 Acc=0.80 ---287911.26 ms/batch
Step 00020000 L_out=0.050 Acc=0.85 ---312131.25 ms/batch
Round 2 | epoch=29, train costTime=316.81664061546326, | total_activation_sum=5649628
Round 2 | epoch=30, current m_iou=0.5581757665181307
Round 2 | Best m_IoU is: 0.558, OA is: 0.870 | val costTime=127.01757788658142
Round 2 | ****EPOCH 30****
Round 3 | ****EPOCH 0****
Step 00020050 L_out=1.149 Acc=0.29 ---19153.26 ms/batch
Step 00020100 L_out=0.175 Acc=0.17 ---42304.15 ms/batch
Step 00020150 L_out=0.293 Acc=0.65 ---66004.62 ms/batch
Step 00020200 L_out=0.968 Acc=0.76 ---89966.43 ms/batch
Step 00020250 L_out=0.071 Acc=0.71 ---114057.18 ms/batch
Step 00020300 L_out=0.332 Acc=0.69 ---137721.36 ms/batch
Step 00020350 L_out=0.330 Acc=0.72 ---163463.47 ms/batch
Step 00020400 L_out=0.451 Acc=0.41 ---190040.43 ms/batch
Step 00020450 L_out=0.535 Acc=0.77 ---216138.29 ms/batch
Step 00020500 L_out=0.696 Acc=0.60 ---240414.50 ms/batch
Step 00020550 L_out=0.110 Acc=0.75 ---264400.62 ms/batch
Step 00020600 L_out=0.394 Acc=0.64 ---288043.84 ms/batch
Step 00020650 L_out=0.485 Acc=0.67 ---311348.67 ms/batch
Round 3 | epoch=0, train costTime=324.7134087085724, | total_activation_sum=10465706
Round 3 | epoch=1, current m_iou=0.3243540639721685
Round 3 | Best m_IoU is: 0.324, OA is: 0.463 | val costTime=126.99494528770447
Round 3 | ****EPOCH 1****
Step 00020700 L_out=0.607 Acc=0.65 ---10902.56 ms/batch
Step 00020750 L_out=0.334 Acc=0.58 ---35196.94 ms/batch
Step 00020800 L_out=0.792 Acc=0.82 ---58809.78 ms/batch
Step 00020850 L_out=0.128 Acc=0.84 ---82262.20 ms/batch
Step 00020900 L_out=0.206 Acc=0.67 ---106210.31 ms/batch
Step 00020950 L_out=0.296 Acc=0.79 ---130010.22 ms/batch
Step 00021000 L_out=1.113 Acc=0.66 ---153436.61 ms/batch
Step 00021050 L_out=0.242 Acc=0.61 ---177582.07 ms/batch
Step 00021100 L_out=0.769 Acc=0.63 ---201966.43 ms/batch
Step 00021150 L_out=0.404 Acc=0.76 ---225774.08 ms/batch
Step 00021200 L_out=0.356 Acc=0.81 ---249261.02 ms/batch
Step 00021250 L_out=0.322 Acc=0.74 ---273150.24 ms/batch
Step 00021300 L_out=0.910 Acc=0.67 ---296747.14 ms/batch
Round 3 | epoch=1, train costTime=317.3851807117462, | total_activation_sum=9941141
Round 3 | epoch=2, current m_iou=0.431498823747812
Round 3 | Best m_IoU is: 0.431, OA is: 0.723 | val costTime=126.86926817893982
Round 3 | ****EPOCH 2****
Step 00021350 L_out=0.343 Acc=0.67 --- 2805.10 ms/batch
Step 00021400 L_out=0.512 Acc=0.75 ---26958.52 ms/batch
Step 00021450 L_out=0.215 Acc=0.49 ---51057.26 ms/batch
Step 00021500 L_out=0.578 Acc=0.65 ---75466.76 ms/batch
Step 00021550 L_out=0.239 Acc=0.69 ---99431.60 ms/batch
Step 00021600 L_out=0.195 Acc=0.62 ---122738.13 ms/batch
Step 00021650 L_out=0.350 Acc=0.67 ---147051.78 ms/batch
Step 00021700 L_out=0.249 Acc=0.67 ---170523.59 ms/batch
Step 00021750 L_out=0.332 Acc=0.78 ---194625.48 ms/batch
Step 00021800 L_out=0.412 Acc=0.42 ---218224.66 ms/batch
Step 00021850 L_out=0.103 Acc=0.77 ---241952.34 ms/batch
Step 00021900 L_out=0.131 Acc=0.80 ---265757.71 ms/batch
Step 00021950 L_out=0.390 Acc=0.86 ---290069.32 ms/batch
Step 00022000 L_out=0.092 Acc=0.62 ---313708.67 ms/batch
Round 3 | epoch=2, train costTime=318.69924783706665, | total_activation_sum=9973107
Round 3 | epoch=3, current m_iou=0.45333439981770357
Round 3 | Best m_IoU is: 0.453, OA is: 0.785 | val costTime=127.01577544212341
Round 3 | ****EPOCH 3****
Step 00022050 L_out=0.175 Acc=0.71 ---18699.67 ms/batch
Step 00022100 L_out=0.076 Acc=0.81 ---42549.02 ms/batch
Step 00022150 L_out=0.237 Acc=0.74 ---65993.53 ms/batch
Step 00022200 L_out=0.032 Acc=0.91 ---90038.31 ms/batch
Step 00022250 L_out=0.425 Acc=0.63 ---114181.30 ms/batch
Step 00022300 L_out=0.138 Acc=0.62 ---137920.85 ms/batch
Step 00022350 L_out=0.250 Acc=0.64 ---161882.80 ms/batch
Step 00022400 L_out=0.686 Acc=0.61 ---185843.27 ms/batch
Step 00022450 L_out=0.490 Acc=0.57 ---209196.47 ms/batch
Step 00022500 L_out=0.416 Acc=0.85 ---232429.39 ms/batch
Step 00022550 L_out=0.102 Acc=0.87 ---255649.34 ms/batch
Step 00022600 L_out=0.257 Acc=0.77 ---279098.47 ms/batch
Step 00022650 L_out=0.104 Acc=0.90 ---302925.53 ms/batch
Round 3 | epoch=3, train costTime=316.09433484077454, | total_activation_sum=9856083
Round 3 | epoch=4, current m_iou=0.5158189872798873
Round 3 | Best m_IoU is: 0.516, OA is: 0.818 | val costTime=127.11317372322083
Round 3 | ****EPOCH 4****
Step 00022700 L_out=0.310 Acc=0.76 ---10362.49 ms/batch
Step 00022750 L_out=0.228 Acc=0.74 ---35880.50 ms/batch
Step 00022800 L_out=0.376 Acc=0.82 ---62317.87 ms/batch
Step 00022850 L_out=0.379 Acc=0.55 ---88329.30 ms/batch
Step 00022900 L_out=0.163 Acc=0.83 ---112333.73 ms/batch
Step 00022950 L_out=0.157 Acc=0.89 ---136158.19 ms/batch
Step 00023000 L_out=0.187 Acc=0.60 ---159934.62 ms/batch
Step 00023050 L_out=0.102 Acc=0.80 ---183673.95 ms/batch
Step 00023100 L_out=0.083 Acc=0.72 ---207266.31 ms/batch
Step 00023150 L_out=0.116 Acc=0.86 ---230999.12 ms/batch
Step 00023200 L_out=0.112 Acc=0.81 ---254825.74 ms/batch
Step 00023250 L_out=0.081 Acc=0.72 ---278479.16 ms/batch
Step 00023300 L_out=0.703 Acc=0.69 ---302185.69 ms/batch
Round 3 | epoch=4, train costTime=323.4820456504822, | total_activation_sum=9729518
Round 3 | epoch=5, current m_iou=0.5642857431652426
Round 3 | Best m_IoU is: 0.564, OA is: 0.881 | val costTime=126.79903388023376
Round 3 | ****EPOCH 5****
Step 00023350 L_out=0.147 Acc=0.75 --- 2242.78 ms/batch
Step 00023400 L_out=0.281 Acc=0.76 ---26376.95 ms/batch
Step 00023450 L_out=0.307 Acc=0.81 ---50702.49 ms/batch
Step 00023500 L_out=0.362 Acc=0.72 ---74446.85 ms/batch
Step 00023550 L_out=0.143 Acc=0.88 ---98431.51 ms/batch
Step 00023600 L_out=0.063 Acc=0.88 ---121859.63 ms/batch
Step 00023650 L_out=0.137 Acc=0.87 ---145753.00 ms/batch
Step 00023700 L_out=0.153 Acc=0.85 ---169245.19 ms/batch
Step 00023750 L_out=0.438 Acc=0.65 ---193108.33 ms/batch
Step 00023800 L_out=0.252 Acc=0.76 ---217284.72 ms/batch
Step 00023850 L_out=0.298 Acc=0.77 ---240390.46 ms/batch
Step 00023900 L_out=0.320 Acc=0.71 ---264235.12 ms/batch
Step 00023950 L_out=0.105 Acc=0.80 ---287807.71 ms/batch
Step 00024000 L_out=0.336 Acc=0.70 ---312025.04 ms/batch
Round 3 | epoch=5, train costTime=317.8442716598511, | total_activation_sum=9868772
Round 3 | epoch=6, current m_iou=0.5615612034994231
Round 3 | Best m_IoU is: 0.564, OA is: 0.881 | val costTime=126.3092873096466
Round 3 | ****EPOCH 6****
Step 00024050 L_out=0.391 Acc=0.74 ---18602.64 ms/batch
Step 00024100 L_out=0.198 Acc=0.71 ---42129.91 ms/batch
Step 00024150 L_out=0.249 Acc=0.81 ---66217.98 ms/batch
Step 00024200 L_out=0.464 Acc=0.70 ---90529.41 ms/batch
Step 00024250 L_out=0.089 Acc=0.76 ---114487.96 ms/batch
Step 00024300 L_out=0.365 Acc=0.81 ---138407.11 ms/batch
Step 00024350 L_out=0.232 Acc=0.75 ---161811.07 ms/batch
Step 00024400 L_out=0.278 Acc=0.73 ---186045.84 ms/batch
Step 00024450 L_out=0.972 Acc=0.79 ---210568.01 ms/batch
Step 00024500 L_out=0.055 Acc=0.76 ---234119.18 ms/batch
Step 00024550 L_out=0.691 Acc=0.76 ---257686.52 ms/batch
Step 00024600 L_out=0.262 Acc=0.81 ---281766.36 ms/batch
Step 00024650 L_out=0.303 Acc=0.74 ---305445.53 ms/batch
Round 3 | epoch=6, train costTime=319.328337430954, | total_activation_sum=10105724
Round 3 | epoch=7, current m_iou=0.5623007319453323
Round 3 | Best m_IoU is: 0.564, OA is: 0.881 | val costTime=126.70164084434509
Round 3 | ****EPOCH 7****
Step 00024700 L_out=0.284 Acc=0.83 --- 9886.79 ms/batch
Step 00024750 L_out=0.194 Acc=0.80 ---34067.89 ms/batch
Step 00024800 L_out=0.231 Acc=0.82 ---57881.29 ms/batch
Step 00024850 L_out=0.170 Acc=0.90 ---82084.39 ms/batch
Step 00024900 L_out=0.099 Acc=0.79 ---106074.43 ms/batch
Step 00024950 L_out=0.356 Acc=0.84 ---130459.68 ms/batch
Step 00025000 L_out=0.096 Acc=0.78 ---154243.92 ms/batch
Step 00025050 L_out=0.102 Acc=0.70 ---178463.27 ms/batch
Step 00025100 L_out=0.062 Acc=0.87 ---202222.49 ms/batch
Step 00025150 L_out=0.092 Acc=0.89 ---226009.94 ms/batch
Step 00025200 L_out=0.131 Acc=0.75 ---250056.73 ms/batch
Step 00025250 L_out=0.187 Acc=0.76 ---273842.43 ms/batch
Step 00025300 L_out=0.610 Acc=0.88 ---297820.75 ms/batch
Round 3 | epoch=7, train costTime=319.6674313545227, | total_activation_sum=9840097
Round 3 | epoch=8, current m_iou=0.5791476683118884
Round 3 | Best m_IoU is: 0.579, OA is: 0.864 | val costTime=136.70591044425964
Round 3 | ****EPOCH 8****
Step 00025350 L_out=0.419 Acc=0.70 --- 1898.99 ms/batch
Step 00025400 L_out=0.204 Acc=0.85 ---27521.40 ms/batch
Step 00025450 L_out=0.125 Acc=0.86 ---52648.77 ms/batch
Step 00025500 L_out=0.084 Acc=0.81 ---78151.16 ms/batch
Step 00025550 L_out=0.078 Acc=0.88 ---103569.58 ms/batch
Step 00025600 L_out=0.130 Acc=0.85 ---128996.45 ms/batch
Step 00025650 L_out=0.693 Acc=0.77 ---154806.21 ms/batch
Step 00025700 L_out=0.180 Acc=0.89 ---180665.19 ms/batch
Step 00025750 L_out=0.164 Acc=0.86 ---206565.49 ms/batch
Step 00025800 L_out=0.381 Acc=0.85 ---232086.59 ms/batch
Step 00025850 L_out=0.191 Acc=0.77 ---257153.81 ms/batch
Step 00025900 L_out=0.187 Acc=0.72 ---283023.36 ms/batch
Step 00025950 L_out=0.157 Acc=0.85 ---308527.08 ms/batch
Step 00026000 L_out=0.218 Acc=0.81 ---334132.43 ms/batch
Round 3 | epoch=8, train costTime=340.906938791275, | total_activation_sum=9869063
Round 3 | epoch=9, current m_iou=0.5876331027215618
Round 3 | Best m_IoU is: 0.588, OA is: 0.863 | val costTime=138.82620072364807
Round 3 | ****EPOCH 9****
Step 00026050 L_out=0.044 Acc=0.86 ---19271.00 ms/batch
Step 00026100 L_out=0.789 Acc=0.74 ---45421.48 ms/batch
Step 00026150 L_out=0.114 Acc=0.86 ---70456.80 ms/batch
Step 00026200 L_out=0.114 Acc=0.76 ---95793.86 ms/batch
Step 00026250 L_out=0.249 Acc=0.64 ---121578.99 ms/batch
Step 00026300 L_out=0.428 Acc=0.88 ---146821.75 ms/batch
Step 00026350 L_out=0.119 Acc=0.86 ---172941.21 ms/batch
Step 00026400 L_out=0.546 Acc=0.84 ---198625.00 ms/batch
Step 00026450 L_out=0.137 Acc=0.83 ---224224.78 ms/batch
Step 00026500 L_out=0.039 Acc=0.91 ---249998.67 ms/batch
Step 00026550 L_out=0.132 Acc=0.74 ---276009.77 ms/batch
Step 00026600 L_out=0.176 Acc=0.78 ---301966.68 ms/batch
Step 00026650 L_out=0.251 Acc=0.76 ---327483.71 ms/batch
Round 3 | epoch=9, train costTime=342.9480550289154, | total_activation_sum=9939083
Round 3 | epoch=10, current m_iou=0.589588857139655
Round 3 | Best m_IoU is: 0.590, OA is: 0.876 | val costTime=140.33021092414856
Round 3 | ****EPOCH 10****
Step 00026700 L_out=0.092 Acc=0.87 ---10488.69 ms/batch
Step 00026750 L_out=0.121 Acc=0.86 ---36454.83 ms/batch
Step 00026800 L_out=0.169 Acc=0.83 ---62574.55 ms/batch
Step 00026850 L_out=0.095 Acc=0.92 ---88323.79 ms/batch
Step 00026900 L_out=0.525 Acc=0.79 ---113819.18 ms/batch
Step 00026950 L_out=0.248 Acc=0.80 ---139950.21 ms/batch
Step 00027000 L_out=0.082 Acc=0.76 ---165623.93 ms/batch
Step 00027050 L_out=0.491 Acc=0.80 ---191780.59 ms/batch
Step 00027100 L_out=0.059 Acc=0.79 ---217449.54 ms/batch
Step 00027150 L_out=0.101 Acc=0.90 ---243580.81 ms/batch
Step 00027200 L_out=0.423 Acc=0.72 ---269489.41 ms/batch
Step 00027250 L_out=0.360 Acc=0.64 ---295127.53 ms/batch
Step 00027300 L_out=0.052 Acc=0.91 ---320523.56 ms/batch
Round 3 | epoch=10, train costTime=344.519061088562, | total_activation_sum=9979152
Round 3 | epoch=11, current m_iou=0.6020574625125706
Round 3 | Best m_IoU is: 0.602, OA is: 0.885 | val costTime=141.654611825943
Round 3 | ****EPOCH 11****
Step 00027350 L_out=0.109 Acc=0.91 --- 1558.48 ms/batch
Step 00027400 L_out=0.211 Acc=0.84 ---27044.75 ms/batch
Step 00027450 L_out=0.286 Acc=0.86 ---53218.39 ms/batch
Step 00027500 L_out=0.057 Acc=0.85 ---78638.38 ms/batch
Step 00027550 L_out=0.134 Acc=0.79 ---104270.20 ms/batch
Step 00027600 L_out=0.110 Acc=0.90 ---130450.47 ms/batch
Step 00027650 L_out=0.125 Acc=0.84 ---156450.53 ms/batch
Step 00027700 L_out=0.247 Acc=0.80 ---181999.01 ms/batch
Step 00027750 L_out=0.509 Acc=0.79 ---205875.90 ms/batch
Step 00027800 L_out=0.065 Acc=0.86 ---228170.51 ms/batch
Step 00027850 L_out=0.073 Acc=0.80 ---250300.70 ms/batch
Step 00027900 L_out=0.150 Acc=0.82 ---272470.08 ms/batch
Step 00027950 L_out=0.122 Acc=0.75 ---294598.89 ms/batch
Step 00028000 L_out=0.083 Acc=0.79 ---316709.77 ms/batch
Round 3 | epoch=11, train costTime=322.97435784339905, | total_activation_sum=9852565
Round 3 | epoch=12, current m_iou=0.59417651630739
Round 3 | Best m_IoU is: 0.602, OA is: 0.885 | val costTime=126.32782006263733
Round 3 | ****EPOCH 12****
Step 00028050 L_out=0.253 Acc=0.80 ---16170.43 ms/batch
Step 00028100 L_out=0.095 Acc=0.90 ---38643.83 ms/batch
Step 00028150 L_out=0.112 Acc=0.86 ---62092.37 ms/batch
Step 00028200 L_out=0.335 Acc=0.88 ---85779.79 ms/batch
Step 00028250 L_out=0.463 Acc=0.65 ---109774.33 ms/batch
Step 00028300 L_out=0.086 Acc=0.90 ---133484.87 ms/batch
Step 00028350 L_out=0.193 Acc=0.85 ---157146.53 ms/batch
Step 00028400 L_out=0.508 Acc=0.89 ---180976.32 ms/batch
Step 00028450 L_out=0.233 Acc=0.86 ---204582.37 ms/batch
Step 00028500 L_out=0.102 Acc=0.86 ---228536.77 ms/batch
Step 00028550 L_out=0.102 Acc=0.64 ---252389.71 ms/batch
Step 00028600 L_out=0.089 Acc=0.86 ---276148.15 ms/batch
Step 00028650 L_out=0.022 Acc=0.86 ---299532.00 ms/batch
Round 3 | epoch=12, train costTime=313.98797845840454, | total_activation_sum=9843688
Round 3 | epoch=13, current m_iou=0.6012171351375404
Round 3 | Best m_IoU is: 0.602, OA is: 0.885 | val costTime=124.3695719242096
Round 3 | ****EPOCH 13****
Step 00028700 L_out=0.071 Acc=0.87 --- 8948.92 ms/batch
Step 00028750 L_out=0.197 Acc=0.83 ---32618.09 ms/batch
Step 00028800 L_out=0.343 Acc=0.74 ---56358.55 ms/batch
Step 00028850 L_out=0.072 Acc=0.76 ---80040.80 ms/batch
Step 00028900 L_out=0.022 Acc=0.86 ---103784.23 ms/batch
Step 00028950 L_out=0.063 Acc=0.88 ---127450.58 ms/batch
Step 00029000 L_out=0.136 Acc=0.84 ---150939.81 ms/batch
Step 00029050 L_out=0.161 Acc=0.91 ---174645.12 ms/batch
Step 00029100 L_out=0.104 Acc=0.77 ---198314.05 ms/batch
Step 00029150 L_out=0.207 Acc=0.84 ---222013.73 ms/batch
Step 00029200 L_out=0.181 Acc=0.79 ---245723.24 ms/batch
Step 00029250 L_out=0.060 Acc=0.86 ---269326.13 ms/batch
Step 00029300 L_out=0.111 Acc=0.83 ---293189.26 ms/batch
Round 3 | epoch=13, train costTime=316.01729226112366, | total_activation_sum=9782835
Round 3 | epoch=14, current m_iou=0.5974292811919037
Round 3 | Best m_IoU is: 0.602, OA is: 0.885 | val costTime=123.10440921783447
Round 3 | ****EPOCH 14****
Step 00029350 L_out=0.150 Acc=0.78 ---  976.11 ms/batch
Step 00029400 L_out=0.212 Acc=0.87 ---24810.17 ms/batch
Step 00029450 L_out=0.029 Acc=0.89 ---48405.85 ms/batch
Step 00029500 L_out=0.258 Acc=0.78 ---72198.86 ms/batch
Step 00029550 L_out=0.127 Acc=0.87 ---95948.03 ms/batch
Step 00029600 L_out=0.029 Acc=0.90 ---119752.12 ms/batch
Step 00029650 L_out=0.154 Acc=0.88 ---143678.82 ms/batch
Step 00029700 L_out=0.044 Acc=0.89 ---167349.34 ms/batch
Step 00029750 L_out=0.135 Acc=0.83 ---191045.43 ms/batch
Step 00029800 L_out=0.084 Acc=0.86 ---214611.13 ms/batch
Step 00029850 L_out=0.111 Acc=0.84 ---238136.11 ms/batch
Step 00029900 L_out=0.054 Acc=0.93 ---261850.84 ms/batch
Step 00029950 L_out=0.289 Acc=0.84 ---285460.27 ms/batch
Step 00030000 L_out=0.185 Acc=0.86 ---307804.12 ms/batch
Round 3 | epoch=14, train costTime=314.5025751590729, | total_activation_sum=9981923
Round 3 | epoch=15, current m_iou=0.6058268133368614
Round 3 | Best m_IoU is: 0.606, OA is: 0.887 | val costTime=124.84746170043945
Round 3 | ****EPOCH 15****
Step 00030050 L_out=0.082 Acc=0.75 ---16869.95 ms/batch
Step 00030100 L_out=0.139 Acc=0.86 ---40931.26 ms/batch
Step 00030150 L_out=0.106 Acc=0.80 ---64859.35 ms/batch
Step 00030200 L_out=0.152 Acc=0.83 ---88200.85 ms/batch
Step 00030250 L_out=0.074 Acc=0.78 ---112090.62 ms/batch
Step 00030300 L_out=0.257 Acc=0.72 ---135574.76 ms/batch
Step 00030350 L_out=0.113 Acc=0.89 ---158973.54 ms/batch
Step 00030400 L_out=0.153 Acc=0.89 ---182799.07 ms/batch
Step 00030450 L_out=0.213 Acc=0.88 ---206602.17 ms/batch
Step 00030500 L_out=0.080 Acc=0.90 ---230168.86 ms/batch
Step 00030550 L_out=0.205 Acc=0.86 ---253928.71 ms/batch
Step 00030600 L_out=0.031 Acc=0.90 ---277687.73 ms/batch
Step 00030650 L_out=0.153 Acc=0.78 ---301469.09 ms/batch
Round 3 | epoch=15, train costTime=316.51275753974915, | total_activation_sum=9852578
Round 3 | epoch=16, current m_iou=0.605992013150972
Round 3 | Best m_IoU is: 0.606, OA is: 0.890 | val costTime=131.8839647769928
Round 3 | ****EPOCH 16****
Step 00030700 L_out=0.100 Acc=0.93 --- 8688.08 ms/batch
Step 00030750 L_out=0.075 Acc=0.86 ---32090.83 ms/batch
Step 00030800 L_out=0.135 Acc=0.86 ---55907.27 ms/batch
Step 00030850 L_out=0.039 Acc=0.85 ---79408.06 ms/batch
Step 00030900 L_out=0.132 Acc=0.86 ---102928.42 ms/batch
Step 00030950 L_out=0.079 Acc=0.89 ---126759.93 ms/batch
Step 00031000 L_out=0.072 Acc=0.87 ---150486.38 ms/batch
Step 00031050 L_out=0.084 Acc=0.85 ---174521.34 ms/batch
Step 00031100 L_out=0.073 Acc=0.85 ---198409.02 ms/batch
Step 00031150 L_out=0.039 Acc=0.89 ---222290.78 ms/batch
Step 00031200 L_out=0.057 Acc=0.83 ---245963.21 ms/batch
Step 00031250 L_out=0.210 Acc=0.88 ---270049.26 ms/batch
Step 00031300 L_out=0.047 Acc=0.86 ---293978.81 ms/batch
Round 3 | epoch=16, train costTime=317.80718517303467, | total_activation_sum=9950063
Round 3 | epoch=17, current m_iou=0.6165732600812228
Round 3 | Best m_IoU is: 0.617, OA is: 0.893 | val costTime=128.87996888160706
Round 3 | ****EPOCH 17****
Step 00031350 L_out=0.096 Acc=0.72 ---  484.07 ms/batch
Step 00031400 L_out=0.030 Acc=0.86 ---24400.32 ms/batch
Step 00031450 L_out=0.078 Acc=0.57 ---47910.20 ms/batch
Step 00031500 L_out=0.022 Acc=0.92 ---72426.98 ms/batch
Step 00031550 L_out=0.106 Acc=0.79 ---96682.24 ms/batch
Step 00031600 L_out=0.042 Acc=0.91 ---121067.59 ms/batch
Step 00031650 L_out=0.533 Acc=0.53 ---144703.37 ms/batch
Step 00031700 L_out=0.381 Acc=0.74 ---168183.66 ms/batch
Step 00031750 L_out=0.136 Acc=0.83 ---192724.29 ms/batch
Step 00031800 L_out=0.116 Acc=0.85 ---216412.67 ms/batch
Step 00031850 L_out=0.236 Acc=0.87 ---240532.89 ms/batch
Step 00031900 L_out=0.133 Acc=0.83 ---264472.28 ms/batch
Step 00031950 L_out=0.169 Acc=0.83 ---288877.43 ms/batch
Step 00032000 L_out=0.266 Acc=0.84 ---312340.54 ms/batch
Round 3 | epoch=17, train costTime=320.2023651599884, | total_activation_sum=9975326
Round 3 | epoch=18, current m_iou=0.5993744626306242
Round 3 | Best m_IoU is: 0.617, OA is: 0.893 | val costTime=128.48874688148499
Round 3 | ****EPOCH 18****
Step 00032050 L_out=0.034 Acc=0.88 ---16171.43 ms/batch
Step 00032100 L_out=0.126 Acc=0.85 ---40710.98 ms/batch
Step 00032150 L_out=0.045 Acc=0.85 ---64982.88 ms/batch
Step 00032200 L_out=0.599 Acc=0.76 ---88560.43 ms/batch
Step 00032250 L_out=0.108 Acc=0.80 ---112406.04 ms/batch
Step 00032300 L_out=0.071 Acc=0.92 ---136361.51 ms/batch
Step 00032350 L_out=0.188 Acc=0.88 ---162997.38 ms/batch
Step 00032400 L_out=0.103 Acc=0.79 ---188949.81 ms/batch
Step 00032450 L_out=0.193 Acc=0.84 ---215136.93 ms/batch
Step 00032500 L_out=0.128 Acc=0.79 ---239294.14 ms/batch
Step 00032550 L_out=0.047 Acc=0.92 ---263659.20 ms/batch
Step 00032600 L_out=0.026 Acc=0.92 ---287852.98 ms/batch
Step 00032650 L_out=0.086 Acc=0.85 ---311714.11 ms/batch
Round 3 | epoch=18, train costTime=327.69529819488525, | total_activation_sum=9777843
Round 3 | epoch=19, current m_iou=0.6039601710714712
Round 3 | Best m_IoU is: 0.617, OA is: 0.893 | val costTime=127.07901000976562
Round 3 | ****EPOCH 19****
Step 00032700 L_out=0.125 Acc=0.82 --- 7870.13 ms/batch
Step 00032750 L_out=0.048 Acc=0.91 ---31929.63 ms/batch
Step 00032800 L_out=0.848 Acc=0.79 ---55439.21 ms/batch
Step 00032850 L_out=0.061 Acc=0.91 ---78858.45 ms/batch
Step 00032900 L_out=0.134 Acc=0.77 ---102277.80 ms/batch
Step 00032950 L_out=0.109 Acc=0.82 ---126615.22 ms/batch
Step 00033000 L_out=0.383 Acc=0.73 ---150898.49 ms/batch
Step 00033050 L_out=0.127 Acc=0.84 ---174158.87 ms/batch
Step 00033100 L_out=0.027 Acc=0.93 ---198597.05 ms/batch
Step 00033150 L_out=0.116 Acc=0.93 ---222552.61 ms/batch
Step 00033200 L_out=0.056 Acc=0.85 ---246611.82 ms/batch
Step 00033250 L_out=0.112 Acc=0.87 ---270735.82 ms/batch
Step 00033300 L_out=0.132 Acc=0.92 ---295013.45 ms/batch
Step 00033350 L_out=0.130 Acc=0.89 ---318738.89 ms/batch
Round 3 | epoch=19, train costTime=318.7390134334564, | total_activation_sum=9997755
Round 3 | epoch=20, current m_iou=0.6011136757201556
Round 3 | Best m_IoU is: 0.617, OA is: 0.893 | val costTime=127.13416004180908
Round 3 | ****EPOCH 20****
Step 00033400 L_out=0.538 Acc=0.89 ---23995.22 ms/batch
Step 00033450 L_out=0.329 Acc=0.81 ---47395.16 ms/batch
Step 00033500 L_out=0.087 Acc=0.83 ---70893.28 ms/batch
Step 00033550 L_out=0.029 Acc=0.96 ---94667.27 ms/batch
Step 00033600 L_out=0.033 Acc=0.86 ---118361.15 ms/batch
Step 00033650 L_out=0.109 Acc=0.81 ---142476.24 ms/batch
Step 00033700 L_out=0.099 Acc=0.89 ---166442.87 ms/batch
Step 00033750 L_out=0.216 Acc=0.88 ---190192.90 ms/batch
Step 00033800 L_out=0.266 Acc=0.87 ---213666.43 ms/batch
Step 00033850 L_out=0.062 Acc=0.92 ---237571.28 ms/batch
Step 00033900 L_out=0.100 Acc=0.94 ---261199.10 ms/batch
Step 00033950 L_out=0.121 Acc=0.91 ---285290.75 ms/batch
Step 00034000 L_out=0.100 Acc=0.88 ---309129.12 ms/batch
Round 3 | epoch=20, train costTime=317.02089738845825, | total_activation_sum=9864434
Round 3 | epoch=21, current m_iou=0.6199237583823375
Round 3 | Best m_IoU is: 0.620, OA is: 0.892 | val costTime=127.52556467056274
Round 3 | ****EPOCH 21****
Step 00034050 L_out=0.051 Acc=0.83 ---16013.09 ms/batch
Step 00034100 L_out=0.069 Acc=0.87 ---39858.08 ms/batch
Step 00034150 L_out=0.147 Acc=0.86 ---63840.83 ms/batch
Step 00034200 L_out=0.077 Acc=0.88 ---87557.62 ms/batch
Step 00034250 L_out=0.101 Acc=0.73 ---111599.80 ms/batch
Step 00034300 L_out=0.146 Acc=0.89 ---135118.80 ms/batch
Step 00034350 L_out=0.088 Acc=0.91 ---158792.50 ms/batch
Step 00034400 L_out=0.112 Acc=0.89 ---182455.51 ms/batch
Step 00034450 L_out=0.058 Acc=0.91 ---206536.92 ms/batch
Step 00034500 L_out=0.095 Acc=0.94 ---230217.02 ms/batch
Step 00034550 L_out=0.043 Acc=0.81 ---253823.99 ms/batch
Step 00034600 L_out=0.118 Acc=0.94 ---277509.67 ms/batch
Step 00034650 L_out=0.216 Acc=0.80 ---301085.40 ms/batch
Round 3 | epoch=21, train costTime=317.05090832710266, | total_activation_sum=9938598
Round 3 | epoch=22, current m_iou=0.6247603875502754
Round 3 | Best m_IoU is: 0.625, OA is: 0.895 | val costTime=126.61401295661926
Round 3 | ****EPOCH 22****
Step 00034700 L_out=0.023 Acc=0.92 --- 7709.36 ms/batch
Step 00034750 L_out=0.320 Acc=0.84 ---33660.77 ms/batch
Step 00034800 L_out=0.179 Acc=0.70 ---59944.66 ms/batch
Step 00034850 L_out=0.350 Acc=0.81 ---86138.53 ms/batch
Step 00034900 L_out=0.138 Acc=0.84 ---109690.20 ms/batch
Step 00034950 L_out=0.101 Acc=0.74 ---133521.50 ms/batch
Step 00035000 L_out=0.074 Acc=0.88 ---157366.19 ms/batch
Step 00035050 L_out=0.097 Acc=0.81 ---180992.01 ms/batch
Step 00035100 L_out=0.037 Acc=0.90 ---204878.89 ms/batch
Step 00035150 L_out=0.062 Acc=0.92 ---228666.87 ms/batch
Step 00035200 L_out=0.081 Acc=0.90 ---252870.61 ms/batch
Step 00035250 L_out=0.095 Acc=0.75 ---276881.57 ms/batch
Step 00035300 L_out=0.050 Acc=0.88 ---300930.78 ms/batch
Step 00035350 L_out=0.150 Acc=0.85 ---324676.47 ms/batch
Round 3 | epoch=22, train costTime=325.1546664237976, | total_activation_sum=9897904
Round 3 | epoch=23, current m_iou=0.6280851844778342
Round 3 | Best m_IoU is: 0.628, OA is: 0.895 | val costTime=126.74692487716675
Round 3 | ****EPOCH 23****
Step 00035400 L_out=0.086 Acc=0.89 ---22945.57 ms/batch
Step 00035450 L_out=0.224 Acc=0.90 ---46604.42 ms/batch
Step 00035500 L_out=0.213 Acc=0.68 ---71157.60 ms/batch
Step 00035550 L_out=0.068 Acc=0.83 ---95059.78 ms/batch
Step 00035600 L_out=0.058 Acc=0.91 ---119119.23 ms/batch
Step 00035650 L_out=0.190 Acc=0.81 ---143102.11 ms/batch
Step 00035700 L_out=0.098 Acc=0.91 ---167074.41 ms/batch
Step 00035750 L_out=0.067 Acc=0.86 ---191058.87 ms/batch
Step 00035800 L_out=0.067 Acc=0.86 ---215383.44 ms/batch
Step 00035850 L_out=0.047 Acc=0.83 ---238976.04 ms/batch
Step 00035900 L_out=0.034 Acc=0.92 ---262722.75 ms/batch
Step 00035950 L_out=0.057 Acc=0.83 ---286303.65 ms/batch
Step 00036000 L_out=0.091 Acc=0.93 ---310208.34 ms/batch
Round 3 | epoch=23, train costTime=318.94424533843994, | total_activation_sum=9877512
Round 3 | epoch=24, current m_iou=0.6275225559823753
Round 3 | Best m_IoU is: 0.628, OA is: 0.895 | val costTime=127.01419305801392
Round 3 | ****EPOCH 24****
Step 00036050 L_out=0.037 Acc=0.91 ---14524.77 ms/batch
Step 00036100 L_out=0.065 Acc=0.86 ---38503.30 ms/batch
Step 00036150 L_out=0.033 Acc=0.88 ---62126.85 ms/batch
Step 00036200 L_out=0.077 Acc=0.92 ---86413.07 ms/batch
Step 00036250 L_out=0.031 Acc=0.82 ---110153.02 ms/batch
Step 00036300 L_out=0.301 Acc=0.86 ---134645.51 ms/batch
Step 00036350 L_out=0.300 Acc=0.90 ---158333.41 ms/batch
Step 00036400 L_out=0.297 Acc=0.87 ---182035.73 ms/batch
Step 00036450 L_out=0.038 Acc=0.93 ---205533.22 ms/batch
Step 00036500 L_out=0.120 Acc=0.83 ---229647.93 ms/batch
Step 00036550 L_out=0.094 Acc=0.86 ---253570.74 ms/batch
Step 00036600 L_out=0.061 Acc=0.84 ---276816.18 ms/batch
Step 00036650 L_out=0.029 Acc=0.88 ---300292.27 ms/batch
Round 3 | epoch=24, train costTime=317.2013432979584, | total_activation_sum=9844556
Round 3 | epoch=25, current m_iou=0.6265867722239122
Round 3 | Best m_IoU is: 0.628, OA is: 0.895 | val costTime=126.48615860939026
Round 3 | ****EPOCH 25****
Step 00036700 L_out=0.032 Acc=0.91 --- 7089.42 ms/batch
Step 00036750 L_out=0.197 Acc=0.92 ---31420.73 ms/batch
Step 00036800 L_out=0.062 Acc=0.88 ---55403.35 ms/batch
Step 00036850 L_out=0.056 Acc=0.87 ---79593.47 ms/batch
Step 00036900 L_out=0.054 Acc=0.92 ---103295.66 ms/batch
Step 00036950 L_out=0.036 Acc=0.83 ---127432.78 ms/batch
Step 00037000 L_out=0.112 Acc=0.85 ---151632.83 ms/batch
Step 00037050 L_out=0.040 Acc=0.86 ---175815.38 ms/batch
Step 00037100 L_out=0.044 Acc=0.88 ---199596.36 ms/batch
Step 00037150 L_out=0.416 Acc=0.85 ---223429.03 ms/batch
Step 00037200 L_out=0.028 Acc=0.79 ---246986.03 ms/batch
Step 00037250 L_out=0.122 Acc=0.84 ---271139.29 ms/batch
Step 00037300 L_out=0.117 Acc=0.86 ---294890.21 ms/batch
Step 00037350 L_out=0.070 Acc=0.90 ---318124.16 ms/batch
Round 3 | epoch=25, train costTime=319.05666613578796, | total_activation_sum=9882316
Round 3 | epoch=26, current m_iou=0.6294852706349356
Round 3 | Best m_IoU is: 0.629, OA is: 0.900 | val costTime=134.85792231559753
Round 3 | ****EPOCH 26****
Step 00037400 L_out=0.063 Acc=0.87 ---23119.77 ms/batch
Step 00037450 L_out=0.120 Acc=0.90 ---46996.15 ms/batch
Step 00037500 L_out=0.106 Acc=0.74 ---70572.25 ms/batch
Step 00037550 L_out=0.122 Acc=0.91 ---94762.40 ms/batch
Step 00037600 L_out=0.228 Acc=0.74 ---118342.55 ms/batch
Step 00037650 L_out=0.144 Acc=0.91 ---142380.76 ms/batch
Step 00037700 L_out=0.029 Acc=0.85 ---166306.25 ms/batch
Step 00037750 L_out=0.048 Acc=0.89 ---190527.52 ms/batch
Step 00037800 L_out=0.047 Acc=0.88 ---214015.21 ms/batch
Step 00037850 L_out=0.025 Acc=0.94 ---237700.60 ms/batch
Step 00037900 L_out=0.037 Acc=0.81 ---261372.98 ms/batch
Step 00037950 L_out=0.067 Acc=0.74 ---285852.54 ms/batch
Step 00038000 L_out=0.048 Acc=0.84 ---310135.60 ms/batch
Round 3 | epoch=26, train costTime=319.1936011314392, | total_activation_sum=9932136
Round 3 | epoch=27, current m_iou=0.6228468900734868
Round 3 | Best m_IoU is: 0.629, OA is: 0.900 | val costTime=126.49143290519714
Round 3 | ****EPOCH 27****
Step 00038050 L_out=0.019 Acc=0.87 ---15053.81 ms/batch
Step 00038100 L_out=0.044 Acc=0.88 ---39112.64 ms/batch
Step 00038150 L_out=0.080 Acc=0.86 ---63036.29 ms/batch
Step 00038200 L_out=0.065 Acc=0.82 ---86753.92 ms/batch
Step 00038250 L_out=0.194 Acc=0.90 ---110812.85 ms/batch
Step 00038300 L_out=0.071 Acc=0.90 ---135142.49 ms/batch
Step 00038350 L_out=0.074 Acc=0.87 ---158723.66 ms/batch
Step 00038400 L_out=0.076 Acc=0.79 ---182536.24 ms/batch
Step 00038450 L_out=0.038 Acc=0.90 ---206567.86 ms/batch
Step 00038500 L_out=0.049 Acc=0.89 ---229980.85 ms/batch
Step 00038550 L_out=0.144 Acc=0.87 ---253656.61 ms/batch
Step 00038600 L_out=0.035 Acc=0.93 ---277102.71 ms/batch
Step 00038650 L_out=0.052 Acc=0.80 ---300955.36 ms/batch
Round 3 | epoch=27, train costTime=317.96413230895996, | total_activation_sum=9820123
Round 3 | epoch=28, current m_iou=0.6259563952802769
Round 3 | Best m_IoU is: 0.629, OA is: 0.900 | val costTime=126.46099781990051
Round 3 | ****EPOCH 28****
Step 00038700 L_out=0.087 Acc=0.91 --- 6783.90 ms/batch
Step 00038750 L_out=0.468 Acc=0.82 ---30621.46 ms/batch
Step 00038800 L_out=0.009 Acc=0.89 ---54130.21 ms/batch
Step 00038850 L_out=0.029 Acc=0.91 ---77718.90 ms/batch
Step 00038900 L_out=0.141 Acc=0.75 ---101008.17 ms/batch
Step 00038950 L_out=0.060 Acc=0.92 ---124739.53 ms/batch
Step 00039000 L_out=0.041 Acc=0.90 ---148818.26 ms/batch
Step 00039050 L_out=0.056 Acc=0.90 ---172706.93 ms/batch
Step 00039100 L_out=0.159 Acc=0.77 ---196454.51 ms/batch
Step 00039150 L_out=0.046 Acc=0.88 ---220116.10 ms/batch
Step 00039200 L_out=0.062 Acc=0.88 ---244402.81 ms/batch
Step 00039250 L_out=0.266 Acc=0.93 ---268323.92 ms/batch
Step 00039300 L_out=0.290 Acc=0.87 ---292182.73 ms/batch
Step 00039350 L_out=0.163 Acc=0.74 ---316046.20 ms/batch
Round 3 | epoch=28, train costTime=317.51927638053894, | total_activation_sum=9984455
Round 3 | epoch=29, current m_iou=0.6292660638898026
Round 3 | Best m_IoU is: 0.629, OA is: 0.900 | val costTime=126.15595626831055
Round 3 | ****EPOCH 29****
Step 00039400 L_out=0.241 Acc=0.84 ---21890.72 ms/batch
Step 00039450 L_out=0.079 Acc=0.89 ---45462.24 ms/batch
Step 00039500 L_out=0.120 Acc=0.86 ---69402.49 ms/batch
Step 00039550 L_out=0.094 Acc=0.93 ---93588.95 ms/batch
Step 00039600 L_out=0.030 Acc=0.91 ---117496.48 ms/batch
Step 00039650 L_out=0.026 Acc=0.91 ---141142.86 ms/batch
Step 00039700 L_out=0.045 Acc=0.85 ---164978.10 ms/batch
Step 00039750 L_out=0.038 Acc=0.86 ---189298.94 ms/batch
Step 00039800 L_out=0.322 Acc=0.86 ---214524.30 ms/batch
Step 00039850 L_out=0.028 Acc=0.88 ---240773.15 ms/batch
Step 00039900 L_out=0.075 Acc=0.89 ---267110.18 ms/batch
Step 00039950 L_out=0.023 Acc=0.90 ---291608.02 ms/batch
Step 00040000 L_out=0.044 Acc=0.76 ---315820.52 ms/batch
Round 3 | epoch=29, train costTime=324.8985335826874, | total_activation_sum=9932674
Round 3 | epoch=30, current m_iou=0.6278122636641377
Round 3 | Best m_IoU is: 0.629, OA is: 0.900 | val costTime=126.30300211906433
Round 3 | ****EPOCH 30****
Round 2 | ****EPOCH 0****
Step 00000050 L_out=0.439 Acc=0.33 ---34205.39 ms/batch
Step 00000100 L_out=0.465 Acc=0.53 ---65996.54 ms/batch
Step 00000150 L_out=0.201 Acc=0.30 ---98617.74 ms/batch
Step 00000200 L_out=1.195 Acc=0.16 ---130465.58 ms/batch
Step 00000250 L_out=0.101 Acc=0.51 ---162184.81 ms/batch
Step 00000300 L_out=0.551 Acc=0.35 ---193785.30 ms/batch
Step 00000350 L_out=0.365 Acc=0.18 ---226149.56 ms/batch
Step 00000400 L_out=0.342 Acc=0.08 ---257739.86 ms/batch
Step 00000450 L_out=0.149 Acc=0.50 ---289595.20 ms/batch
Step 00000500 L_out=0.042 Acc=0.42 ---321576.49 ms/batch
Step 00000550 L_out=0.033 Acc=0.56 ---352963.56 ms/batch
Step 00000600 L_out=0.779 Acc=0.15 ---385308.96 ms/batch
Step 00000650 L_out=0.058 Acc=0.59 ---416688.00 ms/batch
Round 2 | epoch=0, train costTime=427.633663892746, | total_activation_sum=6430117
Round 2 | epoch=1, current m_iou=0.20195615297372077
Round 2 | Best m_IoU is: 0.202, OA is: 0.464 | val costTime=151.17748928070068
Round 2 | ****EPOCH 1****
Step 00000700 L_out=0.186 Acc=0.54 ---20800.34 ms/batch
Step 00000750 L_out=0.473 Acc=0.50 ---52839.42 ms/batch
Step 00000800 L_out=0.457 Acc=0.58 ---84405.90 ms/batch
Step 00000850 L_out=0.764 Acc=0.47 ---116160.36 ms/batch
Step 00000900 L_out=0.139 Acc=0.39 ---147953.00 ms/batch
Step 00000950 L_out=0.200 Acc=0.37 ---179093.03 ms/batch
Step 00001000 L_out=0.152 Acc=0.39 ---210525.27 ms/batch
Step 00001050 L_out=0.057 Acc=0.62 ---242669.61 ms/batch
Step 00001100 L_out=0.091 Acc=0.41 ---274012.64 ms/batch
Step 00001150 L_out=0.480 Acc=0.19 ---305740.40 ms/batch
Step 00001200 L_out=0.275 Acc=0.72 ---337431.75 ms/batch
Step 00001250 L_out=0.053 Acc=0.74 ---369198.49 ms/batch
Step 00001300 L_out=0.102 Acc=0.56 ---401408.15 ms/batch
Round 2 | epoch=1, train costTime=422.75664496421814, | total_activation_sum=6084918
Round 2 | epoch=2, current m_iou=0.24933174089987836
Round 2 | Best m_IoU is: 0.249, OA is: 0.486 | val costTime=153.45615005493164
Round 2 | ****EPOCH 2****
Step 00001350 L_out=0.165 Acc=0.64 --- 9599.44 ms/batch
Step 00001400 L_out=0.125 Acc=0.68 ---41185.78 ms/batch
Step 00001450 L_out=0.765 Acc=0.53 ---72582.10 ms/batch
Step 00001500 L_out=0.175 Acc=0.55 ---104568.15 ms/batch
Step 00001550 L_out=0.036 Acc=0.50 ---136499.21 ms/batch
Step 00001600 L_out=0.334 Acc=0.51 ---168505.86 ms/batch
Step 00001650 L_out=0.154 Acc=0.60 ---200141.97 ms/batch
Step 00001700 L_out=0.311 Acc=0.69 ---231336.36 ms/batch
Step 00001750 L_out=0.157 Acc=0.73 ---262798.69 ms/batch
Step 00001800 L_out=0.046 Acc=0.50 ---294651.59 ms/batch
Step 00001850 L_out=0.049 Acc=0.34 ---327094.62 ms/batch
Step 00001900 L_out=0.577 Acc=0.38 ---358759.09 ms/batch
Step 00001950 L_out=0.539 Acc=0.55 ---390730.38 ms/batch
Step 00002000 L_out=0.256 Acc=0.57 ---423134.03 ms/batch
Round 2 | epoch=2, train costTime=423.8087909221649, | total_activation_sum=5926067
Round 2 | epoch=3, current m_iou=0.3265242482251497
Round 2 | Best m_IoU is: 0.327, OA is: 0.625 | val costTime=154.1434063911438
Round 2 | ****EPOCH 3****
Step 00002050 L_out=0.390 Acc=0.47 ---30557.91 ms/batch
Step 00002100 L_out=0.453 Acc=0.72 ---63280.72 ms/batch
Step 00002150 L_out=0.234 Acc=0.64 ---94981.68 ms/batch
Step 00002200 L_out=0.202 Acc=0.73 ---126772.32 ms/batch
Step 00002250 L_out=0.520 Acc=0.63 ---159533.91 ms/batch
Step 00002300 L_out=0.129 Acc=0.40 ---190467.99 ms/batch
Step 00002350 L_out=0.424 Acc=0.65 ---222657.14 ms/batch
Step 00002400 L_out=0.084 Acc=0.67 ---254730.52 ms/batch
Step 00002450 L_out=0.178 Acc=0.67 ---287333.74 ms/batch
Step 00002500 L_out=0.152 Acc=0.21 ---319815.00 ms/batch
Step 00002550 L_out=0.395 Acc=0.55 ---352051.39 ms/batch
Step 00002600 L_out=0.123 Acc=0.59 ---384984.64 ms/batch
Step 00002650 L_out=0.310 Acc=0.60 ---417442.58 ms/batch
Round 2 | epoch=3, train costTime=428.98939871788025, | total_activation_sum=6034516
Round 2 | epoch=4, current m_iou=0.2704317034558385
Round 2 | Best m_IoU is: 0.327, OA is: 0.625 | val costTime=156.62374544143677
Round 2 | ****EPOCH 4****
Step 00002700 L_out=0.098 Acc=0.60 ---20759.77 ms/batch
Step 00002750 L_out=0.246 Acc=0.55 ---52234.47 ms/batch
Step 00002800 L_out=0.275 Acc=0.38 ---83822.27 ms/batch
Step 00002850 L_out=0.333 Acc=0.43 ---115633.92 ms/batch
Step 00002900 L_out=0.071 Acc=0.56 ---147400.32 ms/batch
Step 00002950 L_out=0.252 Acc=0.56 ---179069.54 ms/batch
Step 00003000 L_out=0.090 Acc=0.56 ---210900.29 ms/batch
Step 00003050 L_out=0.054 Acc=0.67 ---242749.54 ms/batch
Step 00003100 L_out=0.078 Acc=0.41 ---273919.29 ms/batch
Step 00003150 L_out=0.658 Acc=0.75 ---305454.85 ms/batch
Step 00003200 L_out=0.232 Acc=0.60 ---337164.93 ms/batch
Step 00003250 L_out=0.523 Acc=0.71 ---369098.01 ms/batch
Step 00003300 L_out=0.454 Acc=0.66 ---400284.30 ms/batch
Round 2 | epoch=4, train costTime=422.1681823730469, | total_activation_sum=5993304
Round 2 | epoch=5, current m_iou=0.3145021876476335
Round 2 | Best m_IoU is: 0.327, OA is: 0.625 | val costTime=154.73963952064514
Round 2 | ****EPOCH 5****
Step 00003350 L_out=0.303 Acc=0.53 --- 9623.36 ms/batch
Step 00003400 L_out=0.269 Acc=0.29 ---40984.77 ms/batch
Step 00003450 L_out=0.298 Acc=0.71 ---72295.76 ms/batch
Step 00003500 L_out=0.454 Acc=0.65 ---103021.64 ms/batch
Step 00003550 L_out=0.232 Acc=0.68 ---134623.18 ms/batch
Step 00003600 L_out=0.028 Acc=0.76 ---166253.48 ms/batch
Step 00003650 L_out=0.043 Acc=0.69 ---197243.27 ms/batch
Step 00003700 L_out=0.059 Acc=0.68 ---229065.68 ms/batch
Step 00003750 L_out=0.015 Acc=0.76 ---260651.05 ms/batch
Step 00003800 L_out=0.583 Acc=0.58 ---291992.64 ms/batch
Step 00003850 L_out=0.233 Acc=0.49 ---323583.51 ms/batch
Step 00003900 L_out=0.070 Acc=0.62 ---354344.17 ms/batch
Step 00003950 L_out=0.172 Acc=0.79 ---386544.30 ms/batch
Step 00004000 L_out=0.238 Acc=0.57 ---417989.86 ms/batch
Round 2 | epoch=5, train costTime=419.3075022697449, | total_activation_sum=5908181
Round 2 | epoch=6, current m_iou=0.3614520667008165
Round 2 | Best m_IoU is: 0.361, OA is: 0.660 | val costTime=154.53635430335999
Round 2 | ****EPOCH 6****
Step 00004050 L_out=0.098 Acc=0.61 ---30943.92 ms/batch
Step 00004100 L_out=0.255 Acc=0.61 ---62491.88 ms/batch
Step 00004150 L_out=0.108 Acc=0.38 ---94385.22 ms/batch
Step 00004200 L_out=0.412 Acc=0.56 ---126394.68 ms/batch
Step 00004250 L_out=0.197 Acc=0.74 ---157548.25 ms/batch
Step 00004300 L_out=0.161 Acc=0.78 ---188333.97 ms/batch
Step 00004350 L_out=0.019 Acc=0.79 ---219503.56 ms/batch
Step 00004400 L_out=0.358 Acc=0.66 ---251356.76 ms/batch
Step 00004450 L_out=0.063 Acc=0.69 ---283236.53 ms/batch
Step 00004500 L_out=0.268 Acc=0.60 ---314754.88 ms/batch
Step 00004550 L_out=0.108 Acc=0.76 ---346046.22 ms/batch
Step 00004600 L_out=0.117 Acc=0.52 ---377065.46 ms/batch
Step 00004650 L_out=0.113 Acc=0.39 ---408979.52 ms/batch
Round 2 | epoch=6, train costTime=421.46019077301025, | total_activation_sum=6034250
Round 2 | epoch=7, current m_iou=0.439793057229062
Round 2 | Best m_IoU is: 0.440, OA is: 0.762 | val costTime=155.93092322349548
Round 2 | ****EPOCH 7****
Step 00004700 L_out=0.278 Acc=0.55 ---19891.30 ms/batch
Step 00004750 L_out=0.162 Acc=0.51 ---51453.49 ms/batch
Step 00004800 L_out=0.138 Acc=0.79 ---81840.31 ms/batch
Step 00004850 L_out=0.285 Acc=0.60 ---113120.18 ms/batch
Step 00004900 L_out=0.020 Acc=0.78 ---144057.86 ms/batch
Step 00004950 L_out=0.159 Acc=0.62 ---175551.78 ms/batch
Step 00005000 L_out=0.152 Acc=0.72 ---206819.03 ms/batch
Step 00005050 L_out=0.172 Acc=0.63 ---237881.00 ms/batch
Step 00005100 L_out=0.061 Acc=0.75 ---270149.68 ms/batch
Step 00005150 L_out=0.632 Acc=0.81 ---301370.26 ms/batch
Step 00005200 L_out=0.139 Acc=0.66 ---332273.47 ms/batch
Step 00005250 L_out=0.087 Acc=0.63 ---362825.73 ms/batch
Step 00005300 L_out=0.183 Acc=0.74 ---393626.42 ms/batch
Round 2 | epoch=7, train costTime=415.70240783691406, | total_activation_sum=5913524
Round 2 | epoch=8, current m_iou=0.41576332779394004
Round 2 | Best m_IoU is: 0.440, OA is: 0.762 | val costTime=151.98724961280823
Round 2 | ****EPOCH 8****
Step 00005350 L_out=0.121 Acc=0.67 --- 8311.96 ms/batch
Step 00005400 L_out=0.173 Acc=0.50 ---37841.22 ms/batch
Step 00005450 L_out=0.122 Acc=0.81 ---67529.56 ms/batch
Step 00005500 L_out=0.090 Acc=0.78 ---97976.37 ms/batch
Step 00005550 L_out=0.123 Acc=0.68 ---128080.01 ms/batch
Step 00005600 L_out=0.177 Acc=0.75 ---157756.20 ms/batch
Step 00005650 L_out=0.069 Acc=0.68 ---187045.70 ms/batch
Step 00005700 L_out=0.158 Acc=0.70 ---216420.67 ms/batch
Step 00005750 L_out=0.179 Acc=0.79 ---243633.76 ms/batch
Step 00005800 L_out=0.725 Acc=0.67 ---267864.95 ms/batch
Step 00005850 L_out=0.554 Acc=0.60 ---291428.27 ms/batch
Step 00005900 L_out=0.118 Acc=0.67 ---315895.05 ms/batch
Step 00005950 L_out=0.434 Acc=0.77 ---339950.08 ms/batch
Step 00006000 L_out=0.171 Acc=0.82 ---364347.63 ms/batch
Round 2 | epoch=8, train costTime=365.73654532432556, | total_activation_sum=6078857
Round 2 | epoch=9, current m_iou=0.4662005745323465
Round 2 | Best m_IoU is: 0.466, OA is: 0.778 | val costTime=137.4687204360962
Round 2 | ****EPOCH 9****
Step 00006050 L_out=0.080 Acc=0.66 ---25232.77 ms/batch
Step 00006100 L_out=0.038 Acc=0.58 ---51797.84 ms/batch
Step 00006150 L_out=0.380 Acc=0.72 ---76095.93 ms/batch
Step 00006200 L_out=0.254 Acc=0.77 ---100072.11 ms/batch
Step 00006250 L_out=0.097 Acc=0.39 ---124269.30 ms/batch
Step 00006300 L_out=0.353 Acc=0.40 ---148527.90 ms/batch
Step 00006350 L_out=0.898 Acc=0.66 ---172983.28 ms/batch
Step 00006400 L_out=0.092 Acc=0.78 ---197191.42 ms/batch
Step 00006450 L_out=0.020 Acc=0.55 ---221514.31 ms/batch
Step 00006500 L_out=0.040 Acc=0.63 ---245466.15 ms/batch
Step 00006550 L_out=0.248 Acc=0.77 ---269361.67 ms/batch
Step 00006600 L_out=0.226 Acc=0.68 ---292999.68 ms/batch
Step 00006650 L_out=0.128 Acc=0.73 ---317390.93 ms/batch
Round 2 | epoch=9, train costTime=326.9522535800934, | total_activation_sum=5855174
Round 2 | epoch=10, current m_iou=0.47289384522609934
Round 2 | Best m_IoU is: 0.473, OA is: 0.787 | val costTime=134.47256541252136
Round 2 | ****EPOCH 10****
Step 00006700 L_out=0.223 Acc=0.69 ---14372.53 ms/batch
Step 00006750 L_out=0.528 Acc=0.87 ---38034.39 ms/batch
Step 00006800 L_out=0.247 Acc=0.68 ---62207.55 ms/batch
Step 00006850 L_out=0.244 Acc=0.73 ---86428.06 ms/batch
Step 00006900 L_out=0.275 Acc=0.52 ---110908.11 ms/batch
Step 00006950 L_out=0.094 Acc=0.58 ---134770.63 ms/batch
Step 00007000 L_out=0.099 Acc=0.60 ---159099.19 ms/batch
Step 00007050 L_out=0.153 Acc=0.57 ---183662.86 ms/batch
Step 00007100 L_out=0.014 Acc=0.70 ---207333.79 ms/batch
Step 00007150 L_out=0.156 Acc=0.75 ---232317.88 ms/batch
Step 00007200 L_out=0.223 Acc=0.65 ---256809.81 ms/batch
Step 00007250 L_out=0.373 Acc=0.64 ---280473.86 ms/batch
Step 00007300 L_out=0.635 Acc=0.43 ---304122.00 ms/batch
Round 2 | epoch=10, train costTime=321.33444333076477, | total_activation_sum=6124780
Round 2 | epoch=11, current m_iou=0.4978246004154925
Round 2 | Best m_IoU is: 0.498, OA is: 0.810 | val costTime=127.1029806137085
Round 2 | ****EPOCH 11****
Step 00007350 L_out=0.015 Acc=0.72 --- 6264.37 ms/batch
Step 00007400 L_out=0.121 Acc=0.66 ---30035.90 ms/batch
Step 00007450 L_out=0.411 Acc=0.82 ---54239.28 ms/batch
Step 00007500 L_out=0.370 Acc=0.78 ---77535.86 ms/batch
Step 00007550 L_out=0.115 Acc=0.71 ---100553.11 ms/batch
Step 00007600 L_out=0.216 Acc=0.81 ---124677.62 ms/batch
Step 00007650 L_out=0.108 Acc=0.64 ---148455.04 ms/batch
Step 00007700 L_out=0.111 Acc=0.61 ---172521.73 ms/batch
Step 00007750 L_out=0.173 Acc=0.46 ---196390.89 ms/batch
Step 00007800 L_out=0.141 Acc=0.79 ---220080.77 ms/batch
Step 00007850 L_out=0.085 Acc=0.74 ---243977.68 ms/batch
Step 00007900 L_out=0.068 Acc=0.62 ---267938.01 ms/batch
Step 00007950 L_out=0.047 Acc=0.69 ---291880.46 ms/batch
Step 00008000 L_out=0.503 Acc=0.62 ---315640.91 ms/batch
Round 2 | epoch=11, train costTime=317.51498675346375, | total_activation_sum=5955488
Round 2 | epoch=12, current m_iou=0.50321307693287
Round 2 | Best m_IoU is: 0.503, OA is: 0.815 | val costTime=137.71332621574402
Round 2 | ****EPOCH 12****
Step 00008050 L_out=0.156 Acc=0.64 ---22331.62 ms/batch
Step 00008100 L_out=0.087 Acc=0.80 ---46197.48 ms/batch
Step 00008150 L_out=0.087 Acc=0.69 ---70317.43 ms/batch
Step 00008200 L_out=0.169 Acc=0.64 ---94077.61 ms/batch
Step 00008250 L_out=0.093 Acc=0.63 ---117835.41 ms/batch
Step 00008300 L_out=0.044 Acc=0.81 ---141823.69 ms/batch
Step 00008350 L_out=0.068 Acc=0.81 ---166154.16 ms/batch
Step 00008400 L_out=0.129 Acc=0.48 ---190359.04 ms/batch
Step 00008450 L_out=0.074 Acc=0.85 ---214256.41 ms/batch
Step 00008500 L_out=0.092 Acc=0.76 ---238576.92 ms/batch
Step 00008550 L_out=0.084 Acc=0.75 ---262568.81 ms/batch
Step 00008600 L_out=0.085 Acc=0.78 ---287599.92 ms/batch
Step 00008650 L_out=0.173 Acc=0.65 ---314168.91 ms/batch
Round 2 | epoch=12, train costTime=325.49630761146545, | total_activation_sum=5936913
Round 2 | epoch=13, current m_iou=0.47158290505329065
Round 2 | Best m_IoU is: 0.503, OA is: 0.815 | val costTime=135.05574226379395
Round 2 | ****EPOCH 13****
Step 00008700 L_out=0.175 Acc=0.75 ---13900.89 ms/batch
Step 00008750 L_out=0.078 Acc=0.69 ---37732.13 ms/batch
Step 00008800 L_out=0.393 Acc=0.80 ---61722.01 ms/batch
Step 00008850 L_out=0.180 Acc=0.67 ---85241.17 ms/batch
Step 00008900 L_out=0.409 Acc=0.77 ---109304.07 ms/batch
Step 00008950 L_out=0.049 Acc=0.80 ---134181.70 ms/batch
Step 00009000 L_out=0.083 Acc=0.74 ---158473.35 ms/batch
Step 00009050 L_out=0.346 Acc=0.62 ---182117.59 ms/batch
Step 00009100 L_out=0.202 Acc=0.61 ---205889.13 ms/batch
Step 00009150 L_out=0.121 Acc=0.77 ---229355.15 ms/batch
Step 00009200 L_out=0.172 Acc=0.56 ---253103.43 ms/batch
Step 00009250 L_out=0.114 Acc=0.73 ---276814.30 ms/batch
Step 00009300 L_out=0.049 Acc=0.71 ---299859.37 ms/batch
Round 2 | epoch=13, train costTime=317.9854784011841, | total_activation_sum=6018612
Round 2 | epoch=14, current m_iou=0.49365240520863063
Round 2 | Best m_IoU is: 0.503, OA is: 0.815 | val costTime=133.62615823745728
Round 2 | ****EPOCH 14****
Step 00009350 L_out=0.048 Acc=0.66 --- 5747.93 ms/batch
Step 00009400 L_out=0.138 Acc=0.73 ---29616.00 ms/batch
Step 00009450 L_out=0.039 Acc=0.80 ---53412.65 ms/batch
Step 00009500 L_out=0.035 Acc=0.65 ---77248.95 ms/batch
Step 00009550 L_out=0.039 Acc=0.65 ---101322.52 ms/batch
Step 00009600 L_out=0.042 Acc=0.61 ---125424.51 ms/batch
Step 00009650 L_out=0.202 Acc=0.76 ---149084.65 ms/batch
Step 00009700 L_out=0.064 Acc=0.66 ---172292.24 ms/batch
Step 00009750 L_out=0.088 Acc=0.68 ---196477.32 ms/batch
Step 00009800 L_out=0.098 Acc=0.80 ---219961.51 ms/batch
Step 00009850 L_out=0.015 Acc=0.92 ---244031.90 ms/batch
Step 00009900 L_out=0.082 Acc=0.80 ---267532.27 ms/batch
Step 00009950 L_out=0.033 Acc=0.82 ---291120.99 ms/batch
Step 00010000 L_out=0.271 Acc=0.71 ---314750.07 ms/batch
Round 2 | epoch=14, train costTime=317.1389420032501, | total_activation_sum=6017964
Round 2 | epoch=15, current m_iou=0.49708007738769544
Round 2 | Best m_IoU is: 0.503, OA is: 0.815 | val costTime=134.47038674354553
Round 2 | ****EPOCH 15****
Step 00010050 L_out=0.274 Acc=0.74 ---21575.72 ms/batch
Step 00010100 L_out=0.059 Acc=0.83 ---45494.49 ms/batch
Step 00010150 L_out=0.107 Acc=0.64 ---69423.98 ms/batch
Step 00010200 L_out=0.060 Acc=0.69 ---93553.86 ms/batch
Step 00010250 L_out=0.114 Acc=0.81 ---117265.33 ms/batch
Step 00010300 L_out=0.058 Acc=0.61 ---141262.45 ms/batch
Step 00010350 L_out=0.040 Acc=0.85 ---165216.85 ms/batch
Step 00010400 L_out=0.118 Acc=0.80 ---188931.29 ms/batch
Step 00010450 L_out=0.299 Acc=0.73 ---213091.06 ms/batch
Step 00010500 L_out=0.297 Acc=0.85 ---236776.08 ms/batch
Step 00010550 L_out=0.093 Acc=0.77 ---260656.09 ms/batch
Step 00010600 L_out=0.046 Acc=0.78 ---284425.55 ms/batch
Step 00010650 L_out=0.187 Acc=0.69 ---308629.37 ms/batch
Round 2 | epoch=15, train costTime=319.1136956214905, | total_activation_sum=6009057
Round 2 | epoch=16, current m_iou=0.5078057406373395
Round 2 | Best m_IoU is: 0.508, OA is: 0.814 | val costTime=135.542662858963
Round 2 | ****EPOCH 16****
Step 00010700 L_out=0.262 Acc=0.76 ---13201.73 ms/batch
Step 00010750 L_out=0.222 Acc=0.69 ---36589.38 ms/batch
Step 00010800 L_out=0.034 Acc=0.69 ---60184.79 ms/batch
Step 00010850 L_out=0.109 Acc=0.80 ---83745.07 ms/batch
Step 00010900 L_out=0.137 Acc=0.76 ---108668.50 ms/batch
Step 00010950 L_out=0.032 Acc=0.81 ---135068.05 ms/batch
Step 00011000 L_out=0.056 Acc=0.80 ---161565.56 ms/batch
Step 00011050 L_out=0.005 Acc=0.70 ---186930.92 ms/batch
Step 00011100 L_out=0.091 Acc=0.81 ---210405.67 ms/batch
Step 00011150 L_out=0.067 Acc=0.87 ---233846.14 ms/batch
Step 00011200 L_out=0.076 Acc=0.57 ---258411.01 ms/batch
Step 00011250 L_out=0.093 Acc=0.81 ---284000.75 ms/batch
Step 00011300 L_out=0.068 Acc=0.58 ---308967.89 ms/batch
Round 2 | epoch=16, train costTime=328.4249608516693, | total_activation_sum=5970107
Round 2 | epoch=17, current m_iou=0.5205949952174925
Round 2 | Best m_IoU is: 0.521, OA is: 0.833 | val costTime=143.58396673202515
Round 2 | ****EPOCH 17****
Step 00011350 L_out=0.092 Acc=0.72 --- 5600.10 ms/batch
Step 00011400 L_out=0.049 Acc=0.61 ---31104.09 ms/batch
Step 00011450 L_out=0.030 Acc=0.74 ---56650.57 ms/batch
Step 00011500 L_out=0.163 Acc=0.60 ---82476.66 ms/batch
Step 00011550 L_out=0.177 Acc=0.77 ---107478.94 ms/batch
Step 00011600 L_out=0.038 Acc=0.81 ---132726.26 ms/batch
Step 00011650 L_out=0.135 Acc=0.67 ---157614.39 ms/batch
Step 00011700 L_out=0.081 Acc=0.75 ---183509.74 ms/batch
Step 00011750 L_out=0.045 Acc=0.77 ---209185.45 ms/batch
Step 00011800 L_out=0.101 Acc=0.89 ---234283.30 ms/batch
Step 00011850 L_out=0.150 Acc=0.80 ---259748.21 ms/batch
Step 00011900 L_out=0.211 Acc=0.66 ---285111.90 ms/batch
Step 00011950 L_out=0.040 Acc=0.70 ---310366.10 ms/batch
Step 00012000 L_out=0.069 Acc=0.67 ---335636.56 ms/batch
Round 2 | epoch=17, train costTime=338.62596797943115, | total_activation_sum=6099736
Round 2 | epoch=18, current m_iou=0.511294567633158
Round 2 | Best m_IoU is: 0.521, OA is: 0.833 | val costTime=141.9044008255005
Round 2 | ****EPOCH 18****
Step 00012050 L_out=0.013 Acc=0.83 ---22057.51 ms/batch
Step 00012100 L_out=0.099 Acc=0.69 ---46863.78 ms/batch
Step 00012150 L_out=0.160 Acc=0.67 ---71868.22 ms/batch
Step 00012200 L_out=0.077 Acc=0.85 ---97775.66 ms/batch
Step 00012250 L_out=0.022 Acc=0.83 ---123204.24 ms/batch
Step 00012300 L_out=0.016 Acc=0.80 ---148528.23 ms/batch
Step 00012350 L_out=0.112 Acc=0.69 ---174229.02 ms/batch
Step 00012400 L_out=0.080 Acc=0.79 ---199885.93 ms/batch
Step 00012450 L_out=0.378 Acc=0.69 ---225788.19 ms/batch
Step 00012500 L_out=0.108 Acc=0.62 ---251477.67 ms/batch
Step 00012550 L_out=0.144 Acc=0.62 ---276708.13 ms/batch
Step 00012600 L_out=0.135 Acc=0.78 ---303113.62 ms/batch
Step 00012650 L_out=0.019 Acc=0.80 ---328529.00 ms/batch
Round 2 | epoch=18, train costTime=339.94899916648865, | total_activation_sum=5870622
Round 2 | epoch=19, current m_iou=0.5077864312344614
Round 2 | Best m_IoU is: 0.521, OA is: 0.833 | val costTime=139.22620797157288
Round 2 | ****EPOCH 19****
Step 00012700 L_out=0.180 Acc=0.52 ---14048.16 ms/batch
Step 00012750 L_out=0.036 Acc=0.87 ---39453.76 ms/batch
Step 00012800 L_out=0.031 Acc=0.85 ---64960.33 ms/batch
Step 00012850 L_out=0.021 Acc=0.82 ---90098.80 ms/batch
Step 00012900 L_out=0.221 Acc=0.84 ---115995.16 ms/batch
Step 00012950 L_out=0.099 Acc=0.82 ---141121.92 ms/batch
Step 00013000 L_out=0.294 Acc=0.86 ---166514.80 ms/batch
Step 00013050 L_out=0.175 Acc=0.85 ---192161.90 ms/batch
Step 00013100 L_out=0.008 Acc=0.82 ---217447.98 ms/batch
Step 00013150 L_out=0.103 Acc=0.72 ---242474.95 ms/batch
Step 00013200 L_out=0.048 Acc=0.81 ---268015.78 ms/batch
Step 00013250 L_out=0.024 Acc=0.78 ---293990.21 ms/batch
Step 00013300 L_out=0.018 Acc=0.88 ---319614.60 ms/batch
Round 2 | epoch=19, train costTime=340.4322943687439, | total_activation_sum=5897608
Round 2 | epoch=20, current m_iou=0.4996486627225075
Round 2 | Best m_IoU is: 0.521, OA is: 0.833 | val costTime=138.98540472984314
Round 2 | ****EPOCH 20****
Step 00013350 L_out=0.091 Acc=0.82 --- 4917.37 ms/batch
Step 00013400 L_out=0.209 Acc=0.65 ---29825.79 ms/batch
Step 00013450 L_out=0.371 Acc=0.73 ---55288.73 ms/batch
Step 00013500 L_out=0.087 Acc=0.71 ---80847.26 ms/batch
Step 00013550 L_out=0.067 Acc=0.77 ---105912.36 ms/batch
Step 00013600 L_out=0.084 Acc=0.79 ---131498.59 ms/batch
Step 00013650 L_out=0.205 Acc=0.45 ---157625.07 ms/batch
Step 00013700 L_out=0.076 Acc=0.72 ---182990.46 ms/batch
Step 00013750 L_out=0.080 Acc=0.81 ---208946.52 ms/batch
Step 00013800 L_out=0.071 Acc=0.65 ---234375.08 ms/batch
Step 00013850 L_out=0.048 Acc=0.68 ---259114.96 ms/batch
Step 00013900 L_out=0.142 Acc=0.68 ---284515.80 ms/batch
Step 00013950 L_out=0.107 Acc=0.87 ---311016.04 ms/batch
Step 00014000 L_out=0.022 Acc=0.82 ---336342.62 ms/batch
Round 2 | epoch=20, train costTime=340.04437613487244, | total_activation_sum=6075414
Round 2 | epoch=21, current m_iou=0.5106198852933896
Round 2 | Best m_IoU is: 0.521, OA is: 0.833 | val costTime=143.24321007728577
Round 2 | ****EPOCH 21****
Step 00014050 L_out=0.132 Acc=0.78 ---21568.90 ms/batch
Step 00014100 L_out=0.067 Acc=0.79 ---46648.24 ms/batch
Step 00014150 L_out=0.096 Acc=0.81 ---71857.91 ms/batch
Step 00014200 L_out=0.043 Acc=0.87 ---97235.51 ms/batch
Step 00014250 L_out=0.027 Acc=0.84 ---123035.97 ms/batch
Step 00014300 L_out=0.093 Acc=0.75 ---148708.10 ms/batch
Step 00014350 L_out=0.390 Acc=0.79 ---174250.83 ms/batch
Step 00014400 L_out=0.202 Acc=0.62 ---199610.42 ms/batch
Step 00014450 L_out=0.086 Acc=0.75 ---225139.98 ms/batch
Step 00014500 L_out=0.018 Acc=0.88 ---250571.38 ms/batch
Step 00014550 L_out=0.072 Acc=0.93 ---276091.94 ms/batch
Step 00014600 L_out=0.092 Acc=0.79 ---301704.02 ms/batch
Step 00014650 L_out=0.042 Acc=0.89 ---327500.87 ms/batch
Round 2 | epoch=21, train costTime=339.7543089389801, | total_activation_sum=6079023
Round 2 | epoch=22, current m_iou=0.5052453531343221
Round 2 | Best m_IoU is: 0.521, OA is: 0.833 | val costTime=141.31406617164612
Round 2 | ****EPOCH 22****
Step 00014700 L_out=0.190 Acc=0.80 ---13635.17 ms/batch
Step 00014750 L_out=0.051 Acc=0.76 ---38682.38 ms/batch
Step 00014800 L_out=0.082 Acc=0.71 ---64367.59 ms/batch
Step 00014850 L_out=0.203 Acc=0.64 ---89576.62 ms/batch
Step 00014900 L_out=0.290 Acc=0.71 ---115025.83 ms/batch
Step 00014950 L_out=0.019 Acc=0.88 ---140813.13 ms/batch
Step 00015000 L_out=0.033 Acc=0.70 ---165687.25 ms/batch
Step 00015050 L_out=0.235 Acc=0.79 ---190776.74 ms/batch
Step 00015100 L_out=0.031 Acc=0.75 ---215852.37 ms/batch
Step 00015150 L_out=0.153 Acc=0.86 ---241205.53 ms/batch
Step 00015200 L_out=0.070 Acc=0.74 ---266820.63 ms/batch
Step 00015250 L_out=0.048 Acc=0.76 ---292654.52 ms/batch
Step 00015300 L_out=0.017 Acc=0.74 ---319124.06 ms/batch
Round 2 | epoch=22, train costTime=340.7972068786621, | total_activation_sum=5872437
Round 2 | epoch=23, current m_iou=0.5243836570722624
Round 2 | Best m_IoU is: 0.524, OA is: 0.842 | val costTime=155.92025184631348
Round 2 | ****EPOCH 23****
Step 00015350 L_out=0.025 Acc=0.85 --- 4764.09 ms/batch
Step 00015400 L_out=0.069 Acc=0.69 ---32422.99 ms/batch
Step 00015450 L_out=0.058 Acc=0.73 ---58690.16 ms/batch
Step 00015500 L_out=0.186 Acc=0.85 ---86016.65 ms/batch
Step 00015550 L_out=0.005 Acc=0.86 ---113072.70 ms/batch
Step 00015600 L_out=0.213 Acc=0.84 ---139568.95 ms/batch
Step 00015650 L_out=0.245 Acc=0.67 ---166029.04 ms/batch
Step 00015700 L_out=0.069 Acc=0.73 ---192738.56 ms/batch
Step 00015750 L_out=0.067 Acc=0.71 ---219688.93 ms/batch
Step 00015800 L_out=0.142 Acc=0.72 ---247123.14 ms/batch
Step 00015850 L_out=0.146 Acc=0.72 ---273153.88 ms/batch
Step 00015900 L_out=0.036 Acc=0.76 ---299795.92 ms/batch
Step 00015950 L_out=0.032 Acc=0.72 ---326815.68 ms/batch
Step 00016000 L_out=0.049 Acc=0.79 ---353946.19 ms/batch
Round 2 | epoch=23, train costTime=358.48595237731934, | total_activation_sum=5970440
Round 2 | epoch=24, current m_iou=0.5171351699968956
Round 2 | Best m_IoU is: 0.524, OA is: 0.842 | val costTime=166.06325340270996
Round 2 | ****EPOCH 24****
Step 00016050 L_out=0.021 Acc=0.90 ---28734.86 ms/batch
Step 00016100 L_out=0.188 Acc=0.80 ---61793.69 ms/batch
Step 00016150 L_out=0.022 Acc=0.88 ---94895.34 ms/batch
Step 00016200 L_out=0.105 Acc=0.75 ---126532.76 ms/batch
Step 00016250 L_out=0.026 Acc=0.69 ---158053.28 ms/batch
Step 00016300 L_out=0.028 Acc=0.69 ---190199.60 ms/batch
Step 00016350 L_out=0.011 Acc=0.79 ---221953.67 ms/batch
Step 00016400 L_out=0.087 Acc=0.86 ---252439.69 ms/batch
Step 00016450 L_out=0.026 Acc=0.68 ---279821.03 ms/batch
Step 00016500 L_out=0.015 Acc=0.88 ---306427.32 ms/batch
Step 00016550 L_out=0.020 Acc=0.79 ---333588.42 ms/batch
Step 00016600 L_out=0.051 Acc=0.82 ---360697.35 ms/batch
Step 00016650 L_out=0.017 Acc=0.80 ---388273.51 ms/batch
Round 2 | epoch=24, train costTime=401.3945813179016, | total_activation_sum=6043774
Round 2 | epoch=25, current m_iou=0.5104121381186999
Round 2 | Best m_IoU is: 0.524, OA is: 0.842 | val costTime=153.93472528457642
Round 2 | ****EPOCH 25****
Step 00016700 L_out=0.123 Acc=0.62 ---13091.57 ms/batch
Step 00016750 L_out=0.085 Acc=0.87 ---39939.01 ms/batch
Step 00016800 L_out=0.025 Acc=0.68 ---66897.14 ms/batch
Step 00016850 L_out=0.069 Acc=0.67 ---93490.28 ms/batch
Step 00016900 L_out=0.042 Acc=0.53 ---120183.17 ms/batch
Step 00016950 L_out=0.073 Acc=0.78 ---146492.65 ms/batch
Step 00017000 L_out=0.088 Acc=0.88 ---178735.24 ms/batch
Step 00017050 L_out=0.037 Acc=0.78 ---217178.40 ms/batch
Step 00017100 L_out=0.031 Acc=0.73 ---256332.11 ms/batch
Step 00017150 L_out=0.022 Acc=0.91 ---294846.83 ms/batch
Step 00017200 L_out=0.134 Acc=0.67 ---333786.02 ms/batch
Step 00017250 L_out=0.110 Acc=0.65 ---372437.95 ms/batch
Step 00017300 L_out=0.049 Acc=0.81 ---410423.09 ms/batch
Round 2 | epoch=25, train costTime=437.7347364425659, | total_activation_sum=5874923
Round 2 | epoch=26, current m_iou=0.5105256218970069
Round 2 | Best m_IoU is: 0.524, OA is: 0.842 | val costTime=148.28389739990234
Round 2 | ****EPOCH 26****
Step 00017350 L_out=0.013 Acc=0.89 --- 4010.31 ms/batch
Step 00017400 L_out=0.091 Acc=0.70 ---28887.67 ms/batch
Step 00017450 L_out=0.041 Acc=0.83 ---54026.95 ms/batch
Step 00017500 L_out=0.029 Acc=0.90 ---82214.67 ms/batch
Step 00017550 L_out=0.017 Acc=0.83 ---107759.43 ms/batch
Step 00017600 L_out=0.035 Acc=0.83 ---133614.02 ms/batch
Step 00017650 L_out=0.039 Acc=0.86 ---158618.38 ms/batch
Step 00017700 L_out=0.070 Acc=0.82 ---184129.88 ms/batch
Step 00017750 L_out=0.162 Acc=0.86 ---209611.92 ms/batch
Step 00017800 L_out=0.071 Acc=0.91 ---234996.15 ms/batch
Step 00017850 L_out=0.029 Acc=0.85 ---260795.03 ms/batch
Step 00017900 L_out=0.042 Acc=0.82 ---285982.89 ms/batch
Step 00017950 L_out=0.006 Acc=0.87 ---311601.32 ms/batch
Step 00018000 L_out=0.066 Acc=0.86 ---341075.32 ms/batch
Round 2 | epoch=26, train costTime=345.6494708061218, | total_activation_sum=6012586
Round 2 | epoch=27, current m_iou=0.5202596591435753
Round 2 | Best m_IoU is: 0.524, OA is: 0.842 | val costTime=149.78953623771667
Round 2 | ****EPOCH 27****
Step 00018050 L_out=0.026 Acc=0.85 ---20595.14 ms/batch
Step 00018100 L_out=0.081 Acc=0.76 ---45579.66 ms/batch
Step 00018150 L_out=0.033 Acc=0.64 ---71211.36 ms/batch
Step 00018200 L_out=0.208 Acc=0.77 ---96120.31 ms/batch
Step 00018250 L_out=0.052 Acc=0.69 ---121783.20 ms/batch
Step 00018300 L_out=0.050 Acc=0.85 ---147903.62 ms/batch
Step 00018350 L_out=0.095 Acc=0.74 ---173469.93 ms/batch
Step 00018400 L_out=0.026 Acc=0.83 ---201885.75 ms/batch
Step 00018450 L_out=0.125 Acc=0.83 ---227136.82 ms/batch
Step 00018500 L_out=0.043 Acc=0.75 ---252438.46 ms/batch
Step 00018550 L_out=0.085 Acc=0.78 ---277362.43 ms/batch
Step 00018600 L_out=0.169 Acc=0.82 ---302876.28 ms/batch
Step 00018650 L_out=0.141 Acc=0.72 ---328122.66 ms/batch
Round 2 | epoch=27, train costTime=341.5289463996887, | total_activation_sum=6037296
Round 2 | epoch=28, current m_iou=0.5169011271521912
Round 2 | Best m_IoU is: 0.524, OA is: 0.842 | val costTime=151.37966990470886
Round 2 | ****EPOCH 28****
Step 00018700 L_out=0.093 Acc=0.73 ---18233.61 ms/batch
Step 00018750 L_out=0.075 Acc=0.79 ---58407.29 ms/batch
Step 00018800 L_out=0.031 Acc=0.80 ---97809.66 ms/batch
Step 00018850 L_out=0.014 Acc=0.91 ---138865.73 ms/batch
Step 00018900 L_out=0.045 Acc=0.72 ---178138.28 ms/batch
Step 00018950 L_out=0.076 Acc=0.88 ---218523.85 ms/batch
Step 00019000 L_out=0.107 Acc=0.83 ---255356.43 ms/batch
Step 00019050 L_out=0.094 Acc=0.88 ---280959.06 ms/batch
Step 00019100 L_out=0.061 Acc=0.81 ---307178.23 ms/batch
Step 00019150 L_out=0.074 Acc=0.82 ---335242.20 ms/batch
Step 00019200 L_out=0.070 Acc=0.92 ---360344.73 ms/batch
Step 00019250 L_out=0.093 Acc=0.74 ---385188.21 ms/batch
Step 00019300 L_out=0.034 Acc=0.89 ---414020.85 ms/batch
Round 2 | epoch=28, train costTime=436.36050486564636, | total_activation_sum=5889963
Round 2 | epoch=29, current m_iou=0.5193891495535636
Round 2 | Best m_IoU is: 0.524, OA is: 0.842 | val costTime=154.04489088058472
Round 2 | ****EPOCH 29****
Step 00019350 L_out=0.059 Acc=0.70 --- 3555.35 ms/batch
Step 00019400 L_out=0.031 Acc=0.79 ---28680.08 ms/batch
Step 00019450 L_out=0.244 Acc=0.69 ---54167.94 ms/batch
Step 00019500 L_out=0.680 Acc=0.80 ---79144.60 ms/batch
Step 00019550 L_out=0.016 Acc=0.93 ---104333.11 ms/batch
Step 00019600 L_out=0.073 Acc=0.73 ---129693.77 ms/batch
Step 00019650 L_out=0.070 Acc=0.82 ---154917.03 ms/batch
Step 00019700 L_out=0.035 Acc=0.85 ---180286.00 ms/batch
Step 00019750 L_out=0.008 Acc=0.92 ---205998.69 ms/batch
Step 00019800 L_out=0.148 Acc=0.71 ---231884.71 ms/batch
Step 00019850 L_out=0.046 Acc=0.78 ---257069.29 ms/batch
Step 00019900 L_out=0.128 Acc=0.77 ---282021.09 ms/batch
Step 00019950 L_out=0.088 Acc=0.64 ---306952.47 ms/batch
Step 00020000 L_out=0.090 Acc=0.84 ---332337.82 ms/batch
Round 2 | epoch=29, train costTime=337.54922747612, | total_activation_sum=5950105
Round 2 | epoch=30, current m_iou=0.5196447063520401
Round 2 | Best m_IoU is: 0.524, OA is: 0.842 | val costTime=153.35610699653625
Round 2 | ****EPOCH 30****
Round 3 | ****EPOCH 0****
Step 00020050 L_out=1.390 Acc=0.43 ---20351.78 ms/batch
Step 00020100 L_out=1.245 Acc=0.54 ---46678.93 ms/batch
Step 00020150 L_out=0.075 Acc=0.72 ---72041.01 ms/batch
Step 00020200 L_out=1.084 Acc=0.15 ---97308.22 ms/batch
Step 00020250 L_out=0.810 Acc=0.67 ---121530.76 ms/batch
Step 00020300 L_out=0.094 Acc=0.77 ---146832.65 ms/batch
Step 00020350 L_out=0.143 Acc=0.43 ---173528.96 ms/batch
Step 00020400 L_out=0.338 Acc=0.78 ---199060.70 ms/batch
Step 00020450 L_out=0.235 Acc=0.82 ---224581.89 ms/batch
Step 00020500 L_out=0.369 Acc=0.83 ---250466.79 ms/batch
Step 00020550 L_out=0.647 Acc=0.70 ---275896.76 ms/batch
Step 00020600 L_out=0.405 Acc=0.56 ---301459.00 ms/batch
Step 00020650 L_out=0.107 Acc=0.66 ---326885.27 ms/batch
Round 3 | epoch=0, train costTime=340.93624997138977, | total_activation_sum=10762528
Round 3 | epoch=1, current m_iou=0.4101905136851658
Round 3 | Best m_IoU is: 0.410, OA is: 0.765 | val costTime=140.22409772872925
Round 3 | ****EPOCH 1****
Step 00020700 L_out=1.649 Acc=0.60 ---12009.49 ms/batch
Step 00020750 L_out=0.391 Acc=0.75 ---37140.79 ms/batch
Step 00020800 L_out=0.140 Acc=0.71 ---62715.48 ms/batch
Step 00020850 L_out=0.509 Acc=0.66 ---88157.80 ms/batch
Step 00020900 L_out=0.764 Acc=0.61 ---113260.11 ms/batch
Step 00020950 L_out=0.538 Acc=0.60 ---138714.58 ms/batch
Step 00021000 L_out=0.206 Acc=0.73 ---163837.64 ms/batch
Step 00021050 L_out=0.557 Acc=0.76 ---188790.10 ms/batch
Step 00021100 L_out=1.381 Acc=0.52 ---214206.02 ms/batch
Step 00021150 L_out=0.251 Acc=0.38 ---240532.73 ms/batch
Step 00021200 L_out=0.435 Acc=0.54 ---265684.74 ms/batch
Step 00021250 L_out=0.064 Acc=0.83 ---290966.34 ms/batch
Step 00021300 L_out=0.341 Acc=0.81 ---316249.19 ms/batch
Round 3 | epoch=1, train costTime=338.41157484054565, | total_activation_sum=10617603
Round 3 | epoch=2, current m_iou=0.42764529589251343
Round 3 | Best m_IoU is: 0.428, OA is: 0.778 | val costTime=137.74996495246887
Round 3 | ****EPOCH 2****
Step 00021350 L_out=0.637 Acc=0.53 --- 3024.25 ms/batch
Step 00021400 L_out=0.831 Acc=0.66 ---28848.51 ms/batch
Step 00021450 L_out=0.564 Acc=0.75 ---54996.69 ms/batch
Step 00021500 L_out=0.814 Acc=0.73 ---80022.42 ms/batch
Step 00021550 L_out=0.400 Acc=0.71 ---105814.74 ms/batch
Step 00021600 L_out=0.109 Acc=0.68 ---130874.65 ms/batch
Step 00021650 L_out=0.064 Acc=0.77 ---155724.57 ms/batch
Step 00021700 L_out=0.279 Acc=0.60 ---181943.22 ms/batch
Step 00021750 L_out=0.317 Acc=0.72 ---207839.41 ms/batch
Step 00021800 L_out=0.286 Acc=0.80 ---233048.25 ms/batch
Step 00021850 L_out=0.097 Acc=0.79 ---258867.40 ms/batch
Step 00021900 L_out=0.316 Acc=0.75 ---284693.64 ms/batch
Step 00021950 L_out=0.106 Acc=0.66 ---310435.94 ms/batch
Step 00022000 L_out=0.635 Acc=0.67 ---336295.78 ms/batch
Round 3 | epoch=2, train costTime=342.06326246261597, | total_activation_sum=10486983
Round 3 | epoch=3, current m_iou=0.45673864449247426
Round 3 | Best m_IoU is: 0.457, OA is: 0.785 | val costTime=142.06685376167297
Round 3 | ****EPOCH 3****
Step 00022050 L_out=0.510 Acc=0.71 ---19942.75 ms/batch
Step 00022100 L_out=0.204 Acc=0.69 ---45284.47 ms/batch
Step 00022150 L_out=0.846 Acc=0.77 ---70715.52 ms/batch
Step 00022200 L_out=0.584 Acc=0.76 ---96158.00 ms/batch
Step 00022250 L_out=0.858 Acc=0.38 ---121591.71 ms/batch
Step 00022300 L_out=0.155 Acc=0.57 ---147211.39 ms/batch
Step 00022350 L_out=0.209 Acc=0.83 ---172300.65 ms/batch
Step 00022400 L_out=0.268 Acc=0.78 ---197005.32 ms/batch
Step 00022450 L_out=0.503 Acc=0.69 ---222753.26 ms/batch
Step 00022500 L_out=0.166 Acc=0.55 ---248005.86 ms/batch
Step 00022550 L_out=0.383 Acc=0.82 ---273777.48 ms/batch
Step 00022600 L_out=0.385 Acc=0.76 ---299436.22 ms/batch
Step 00022650 L_out=0.205 Acc=0.72 ---325406.51 ms/batch
Round 3 | epoch=3, train costTime=339.72587966918945, | total_activation_sum=10392670
Round 3 | epoch=4, current m_iou=0.5265180867579577
Round 3 | Best m_IoU is: 0.527, OA is: 0.836 | val costTime=142.00995182991028
Round 3 | ****EPOCH 4****
Step 00022700 L_out=0.200 Acc=0.78 ---11120.70 ms/batch
Step 00022750 L_out=0.201 Acc=0.82 ---37067.29 ms/batch
Step 00022800 L_out=0.365 Acc=0.69 ---62544.42 ms/batch
Step 00022850 L_out=0.155 Acc=0.69 ---88444.99 ms/batch
Step 00022900 L_out=0.473 Acc=0.67 ---113341.78 ms/batch
Step 00022950 L_out=0.234 Acc=0.76 ---139242.94 ms/batch
Step 00023000 L_out=0.393 Acc=0.79 ---164555.99 ms/batch
Step 00023050 L_out=0.460 Acc=0.81 ---190070.35 ms/batch
Step 00023100 L_out=0.749 Acc=0.78 ---215870.36 ms/batch
Step 00023150 L_out=0.130 Acc=0.63 ---241642.37 ms/batch
Step 00023200 L_out=0.169 Acc=0.41 ---267323.80 ms/batch
Step 00023250 L_out=0.397 Acc=0.60 ---293019.02 ms/batch
Step 00023300 L_out=0.124 Acc=0.76 ---318518.86 ms/batch
Round 3 | epoch=4, train costTime=341.4805119037628, | total_activation_sum=10451488
Round 3 | epoch=5, current m_iou=0.5154250618939552
Round 3 | Best m_IoU is: 0.527, OA is: 0.836 | val costTime=142.52990174293518
Round 3 | ****EPOCH 5****
Step 00023350 L_out=0.120 Acc=0.78 --- 2456.38 ms/batch
Step 00023400 L_out=0.499 Acc=0.60 ---28090.35 ms/batch
Step 00023450 L_out=0.646 Acc=0.71 ---53342.08 ms/batch
Step 00023500 L_out=0.371 Acc=0.71 ---78713.58 ms/batch
Step 00023550 L_out=0.119 Acc=0.70 ---104482.93 ms/batch
Step 00023600 L_out=0.291 Acc=0.86 ---129722.37 ms/batch
Step 00023650 L_out=0.385 Acc=0.69 ---155180.25 ms/batch
Step 00023700 L_out=0.336 Acc=0.80 ---180925.36 ms/batch
Step 00023750 L_out=0.539 Acc=0.59 ---206781.76 ms/batch
Step 00023800 L_out=0.082 Acc=0.80 ---231993.91 ms/batch
Step 00023850 L_out=0.146 Acc=0.75 ---257131.18 ms/batch
Step 00023900 L_out=0.303 Acc=0.84 ---282415.65 ms/batch
Step 00023950 L_out=0.192 Acc=0.83 ---307570.29 ms/batch
Step 00024000 L_out=0.112 Acc=0.79 ---332883.34 ms/batch
Round 3 | epoch=5, train costTime=339.0012774467468, | total_activation_sum=10461763
Round 3 | epoch=6, current m_iou=0.5250231947924817
Round 3 | Best m_IoU is: 0.527, OA is: 0.836 | val costTime=139.9754056930542
Round 3 | ****EPOCH 6****
Step 00024050 L_out=0.379 Acc=0.78 ---19439.12 ms/batch
Step 00024100 L_out=0.123 Acc=0.70 ---44833.17 ms/batch
Step 00024150 L_out=0.211 Acc=0.84 ---70609.89 ms/batch
Step 00024200 L_out=0.282 Acc=0.67 ---96011.85 ms/batch
Step 00024250 L_out=0.226 Acc=0.83 ---121545.36 ms/batch
Step 00024300 L_out=0.153 Acc=0.77 ---146942.16 ms/batch
Step 00024350 L_out=0.463 Acc=0.72 ---173033.20 ms/batch
Step 00024400 L_out=0.315 Acc=0.86 ---198601.22 ms/batch
Step 00024450 L_out=1.223 Acc=0.80 ---223767.84 ms/batch
Step 00024500 L_out=0.135 Acc=0.75 ---249575.98 ms/batch
Step 00024550 L_out=0.618 Acc=0.60 ---274638.52 ms/batch
Step 00024600 L_out=0.202 Acc=0.86 ---300134.91 ms/batch
Step 00024650 L_out=0.045 Acc=0.76 ---325700.69 ms/batch
Round 3 | epoch=6, train costTime=340.9717683792114, | total_activation_sum=10500465
Round 3 | epoch=7, current m_iou=0.5432850937460101
Round 3 | Best m_IoU is: 0.543, OA is: 0.831 | val costTime=143.94739294052124
Round 3 | ****EPOCH 7****
Step 00024700 L_out=0.370 Acc=0.78 ---12788.96 ms/batch
Step 00024750 L_out=0.203 Acc=0.83 ---42834.80 ms/batch
Step 00024800 L_out=0.244 Acc=0.79 ---73131.30 ms/batch
Step 00024850 L_out=0.403 Acc=0.79 ---103994.24 ms/batch
Step 00024900 L_out=0.558 Acc=0.79 ---134749.44 ms/batch
Step 00024950 L_out=0.405 Acc=0.54 ---166992.60 ms/batch
Step 00025000 L_out=0.544 Acc=0.72 ---198352.50 ms/batch
Step 00025050 L_out=0.542 Acc=0.77 ---228391.42 ms/batch
Step 00025100 L_out=0.052 Acc=0.80 ---258952.88 ms/batch
Step 00025150 L_out=0.274 Acc=0.60 ---288956.70 ms/batch
Step 00025200 L_out=0.342 Acc=0.69 ---319914.99 ms/batch
Step 00025250 L_out=0.106 Acc=0.73 ---345886.89 ms/batch
Step 00025300 L_out=0.151 Acc=0.87 ---371720.49 ms/batch
Round 3 | epoch=7, train costTime=395.1272521018982, | total_activation_sum=10485331
Round 3 | epoch=8, current m_iou=0.5441109658574429
Round 3 | Best m_IoU is: 0.544, OA is: 0.846 | val costTime=141.43416023254395
Round 3 | ****EPOCH 8****
Step 00025350 L_out=0.045 Acc=0.88 --- 1973.60 ms/batch
Step 00025400 L_out=0.266 Acc=0.66 ---27571.00 ms/batch
Step 00025450 L_out=0.339 Acc=0.75 ---52462.57 ms/batch
Step 00025500 L_out=0.117 Acc=0.81 ---77457.11 ms/batch
Step 00025550 L_out=0.505 Acc=0.75 ---102623.26 ms/batch
Step 00025600 L_out=0.202 Acc=0.84 ---127888.12 ms/batch
Step 00025650 L_out=0.295 Acc=0.86 ---152741.96 ms/batch
Step 00025700 L_out=0.137 Acc=0.82 ---177599.22 ms/batch
Step 00025750 L_out=0.581 Acc=0.80 ---203071.56 ms/batch
Step 00025800 L_out=0.055 Acc=0.56 ---228586.55 ms/batch
Step 00025850 L_out=0.517 Acc=0.79 ---253996.22 ms/batch
Step 00025900 L_out=0.126 Acc=0.86 ---279597.06 ms/batch
Step 00025950 L_out=0.218 Acc=0.78 ---305047.63 ms/batch
Step 00026000 L_out=0.216 Acc=0.81 ---330791.48 ms/batch
Round 3 | epoch=8, train costTime=337.43984603881836, | total_activation_sum=10626828
Round 3 | epoch=9, current m_iou=0.5528645075572889
Round 3 | Best m_IoU is: 0.553, OA is: 0.864 | val costTime=140.90504026412964
Round 3 | ****EPOCH 9****
Step 00026050 L_out=0.176 Acc=0.80 ---18607.92 ms/batch
Step 00026100 L_out=0.252 Acc=0.86 ---43859.34 ms/batch
Step 00026150 L_out=0.437 Acc=0.77 ---68815.44 ms/batch
Step 00026200 L_out=0.079 Acc=0.86 ---94535.48 ms/batch
Step 00026250 L_out=0.159 Acc=0.73 ---120006.87 ms/batch
Step 00026300 L_out=0.271 Acc=0.79 ---146083.29 ms/batch
Step 00026350 L_out=0.153 Acc=0.75 ---171802.23 ms/batch
Step 00026400 L_out=0.177 Acc=0.82 ---197434.40 ms/batch
Step 00026450 L_out=0.223 Acc=0.83 ---223466.04 ms/batch
Step 00026500 L_out=0.314 Acc=0.76 ---248699.73 ms/batch
Step 00026550 L_out=0.570 Acc=0.48 ---274171.21 ms/batch
Step 00026600 L_out=0.245 Acc=0.85 ---299861.75 ms/batch
Step 00026650 L_out=0.102 Acc=0.87 ---325486.32 ms/batch
Round 3 | epoch=9, train costTime=340.985613822937, | total_activation_sum=10213021
Round 3 | epoch=10, current m_iou=0.5517241813567999
Round 3 | Best m_IoU is: 0.553, OA is: 0.864 | val costTime=141.62003087997437
Round 3 | ****EPOCH 10****
Step 00026700 L_out=0.129 Acc=0.92 ---10041.93 ms/batch
Step 00026750 L_out=0.647 Acc=0.81 ---35392.18 ms/batch
Step 00026800 L_out=0.143 Acc=0.74 ---61196.12 ms/batch
Step 00026850 L_out=0.620 Acc=0.75 ---86390.50 ms/batch
Step 00026900 L_out=0.248 Acc=0.85 ---111270.59 ms/batch
Step 00026950 L_out=0.098 Acc=0.80 ---136433.51 ms/batch
Step 00027000 L_out=0.078 Acc=0.85 ---161494.45 ms/batch
Step 00027050 L_out=0.022 Acc=0.87 ---187214.46 ms/batch
Step 00027100 L_out=0.225 Acc=0.74 ---212545.90 ms/batch
Step 00027150 L_out=0.306 Acc=0.79 ---238255.64 ms/batch
Step 00027200 L_out=0.180 Acc=0.88 ---263768.46 ms/batch
Step 00027250 L_out=0.417 Acc=0.71 ---289136.68 ms/batch
Step 00027300 L_out=0.161 Acc=0.85 ---314791.45 ms/batch
Round 3 | epoch=10, train costTime=338.38759899139404, | total_activation_sum=10603398
Round 3 | epoch=11, current m_iou=0.5624629121869169
Round 3 | Best m_IoU is: 0.562, OA is: 0.874 | val costTime=140.06829857826233
Round 3 | ****EPOCH 11****
Step 00027350 L_out=0.123 Acc=0.76 --- 1449.91 ms/batch
Step 00027400 L_out=0.251 Acc=0.75 ---26068.81 ms/batch
Step 00027450 L_out=0.125 Acc=0.84 ---51426.21 ms/batch
Step 00027500 L_out=0.150 Acc=0.86 ---77309.13 ms/batch
Step 00027550 L_out=0.325 Acc=0.69 ---102100.76 ms/batch
Step 00027600 L_out=0.068 Acc=0.89 ---127681.38 ms/batch
Step 00027650 L_out=0.072 Acc=0.88 ---153026.58 ms/batch
Step 00027700 L_out=0.366 Acc=0.88 ---178376.54 ms/batch
Step 00027750 L_out=0.379 Acc=0.87 ---203706.63 ms/batch
Step 00027800 L_out=0.165 Acc=0.58 ---228987.14 ms/batch
Step 00027850 L_out=0.119 Acc=0.87 ---253935.71 ms/batch
Step 00027900 L_out=0.063 Acc=0.84 ---279691.33 ms/batch
Step 00027950 L_out=0.130 Acc=0.90 ---305130.64 ms/batch
Step 00028000 L_out=0.141 Acc=0.88 ---331009.53 ms/batch
Round 3 | epoch=11, train costTime=338.21626591682434, | total_activation_sum=10634103
Round 3 | epoch=12, current m_iou=0.569911352083826
Round 3 | Best m_IoU is: 0.570, OA is: 0.877 | val costTime=141.94478607177734
Round 3 | ****EPOCH 12****
Step 00028050 L_out=0.171 Acc=0.78 ---18391.92 ms/batch
Step 00028100 L_out=0.098 Acc=0.86 ---43827.06 ms/batch
Step 00028150 L_out=0.264 Acc=0.77 ---69814.50 ms/batch
Step 00028200 L_out=0.089 Acc=0.84 ---94994.43 ms/batch
Step 00028250 L_out=0.090 Acc=0.76 ---120699.69 ms/batch
Step 00028300 L_out=0.342 Acc=0.70 ---145930.01 ms/batch
Step 00028350 L_out=0.125 Acc=0.75 ---170659.94 ms/batch
Step 00028400 L_out=0.129 Acc=0.70 ---196416.33 ms/batch
Step 00028450 L_out=0.062 Acc=0.89 ---221666.49 ms/batch
Step 00028500 L_out=0.090 Acc=0.74 ---247233.34 ms/batch
Step 00028550 L_out=0.084 Acc=0.83 ---272539.16 ms/batch
Step 00028600 L_out=0.608 Acc=0.42 ---297894.00 ms/batch
Step 00028650 L_out=0.252 Acc=0.80 ---323498.64 ms/batch
Round 3 | epoch=12, train costTime=338.94577980041504, | total_activation_sum=10444254
Round 3 | epoch=13, current m_iou=0.5443965810838479
Round 3 | Best m_IoU is: 0.570, OA is: 0.877 | val costTime=139.98260831832886
Round 3 | ****EPOCH 13****
Step 00028700 L_out=0.304 Acc=0.84 --- 9506.59 ms/batch
Step 00028750 L_out=0.248 Acc=0.81 ---35031.46 ms/batch
Step 00028800 L_out=0.169 Acc=0.82 ---60683.09 ms/batch
Step 00028850 L_out=0.148 Acc=0.79 ---86455.35 ms/batch
Step 00028900 L_out=0.172 Acc=0.90 ---112071.61 ms/batch
Step 00028950 L_out=0.575 Acc=0.85 ---137066.70 ms/batch
Step 00029000 L_out=0.205 Acc=0.91 ---162949.58 ms/batch
Step 00029050 L_out=0.114 Acc=0.91 ---188770.46 ms/batch
Step 00029100 L_out=0.408 Acc=0.75 ---214740.92 ms/batch
Step 00029150 L_out=0.237 Acc=0.84 ---239705.44 ms/batch
Step 00029200 L_out=0.113 Acc=0.77 ---264698.32 ms/batch
Step 00029250 L_out=0.302 Acc=0.61 ---290224.81 ms/batch
Step 00029300 L_out=0.195 Acc=0.77 ---316087.23 ms/batch
Round 3 | epoch=13, train costTime=340.4011960029602, | total_activation_sum=10386328
Round 3 | epoch=14, current m_iou=0.5467847889283787
Round 3 | Best m_IoU is: 0.570, OA is: 0.877 | val costTime=139.68862748146057
Round 3 | ****EPOCH 14****
Step 00029350 L_out=0.409 Acc=0.82 ---  969.66 ms/batch
Step 00029400 L_out=0.098 Acc=0.91 ---25910.46 ms/batch
Step 00029450 L_out=0.095 Acc=0.92 ---51682.96 ms/batch
Step 00029500 L_out=0.141 Acc=0.80 ---77230.75 ms/batch
Step 00029550 L_out=0.099 Acc=0.84 ---102231.61 ms/batch
Step 00029600 L_out=0.113 Acc=0.67 ---127353.68 ms/batch
Step 00029650 L_out=0.479 Acc=0.80 ---152511.51 ms/batch
Step 00029700 L_out=0.370 Acc=0.82 ---177803.30 ms/batch
Step 00029750 L_out=0.313 Acc=0.79 ---202731.07 ms/batch
Step 00029800 L_out=0.627 Acc=0.81 ---228422.76 ms/batch
Step 00029850 L_out=0.303 Acc=0.82 ---253728.46 ms/batch
Step 00029900 L_out=0.079 Acc=0.91 ---279217.33 ms/batch
Step 00029950 L_out=0.039 Acc=0.89 ---307701.50 ms/batch
Step 00030000 L_out=0.359 Acc=0.82 ---338227.16 ms/batch
Round 3 | epoch=14, train costTime=347.60799980163574, | total_activation_sum=10456541
Round 3 | epoch=15, current m_iou=0.5705731586714096
Round 3 | Best m_IoU is: 0.571, OA is: 0.872 | val costTime=154.6678111553192
Round 3 | ****EPOCH 15****
Step 00030050 L_out=0.059 Acc=0.90 ---21192.01 ms/batch
Step 00030100 L_out=0.139 Acc=0.73 ---50447.13 ms/batch
Step 00030150 L_out=0.111 Acc=0.89 ---80688.71 ms/batch
Step 00030200 L_out=0.104 Acc=0.86 ---112021.80 ms/batch
Step 00030250 L_out=0.113 Acc=0.82 ---142933.05 ms/batch
Step 00030300 L_out=0.039 Acc=0.87 ---171677.52 ms/batch
Step 00030350 L_out=0.026 Acc=0.90 ---196869.74 ms/batch
Step 00030400 L_out=0.148 Acc=0.80 ---222720.06 ms/batch
Step 00030450 L_out=0.200 Acc=0.81 ---247983.81 ms/batch
Step 00030500 L_out=0.103 Acc=0.91 ---273554.25 ms/batch
Step 00030550 L_out=0.178 Acc=0.92 ---298540.23 ms/batch
Step 00030600 L_out=0.170 Acc=0.90 ---323928.16 ms/batch
Step 00030650 L_out=0.089 Acc=0.83 ---349484.14 ms/batch
Round 3 | epoch=15, train costTime=365.3498649597168, | total_activation_sum=10608687
Round 3 | epoch=16, current m_iou=0.5681361666331035
Round 3 | Best m_IoU is: 0.571, OA is: 0.872 | val costTime=140.23279476165771
Round 3 | ****EPOCH 16****
Step 00030700 L_out=0.285 Acc=0.79 --- 9132.18 ms/batch
Step 00030750 L_out=0.225 Acc=0.83 ---34722.46 ms/batch
Step 00030800 L_out=0.288 Acc=0.78 ---60141.94 ms/batch
Step 00030850 L_out=0.558 Acc=0.86 ---85956.86 ms/batch
Step 00030900 L_out=0.662 Acc=0.73 ---110893.63 ms/batch
Step 00030950 L_out=0.263 Acc=0.84 ---136493.90 ms/batch
Step 00031000 L_out=0.198 Acc=0.74 ---162695.41 ms/batch
Step 00031050 L_out=0.126 Acc=0.82 ---188036.54 ms/batch
Step 00031100 L_out=0.290 Acc=0.79 ---213819.26 ms/batch
Step 00031150 L_out=0.212 Acc=0.75 ---239143.96 ms/batch
Step 00031200 L_out=0.528 Acc=0.65 ---264857.90 ms/batch
Step 00031250 L_out=0.117 Acc=0.87 ---290498.23 ms/batch
Step 00031300 L_out=0.344 Acc=0.85 ---315824.28 ms/batch
Round 3 | epoch=16, train costTime=341.14019298553467, | total_activation_sum=10509043
Round 3 | epoch=17, current m_iou=0.5875508700206028
Round 3 | Best m_IoU is: 0.588, OA is: 0.883 | val costTime=140.0281753540039
Round 3 | ****EPOCH 17****
Step 00031350 L_out=0.077 Acc=0.80 ---  571.82 ms/batch
Step 00031400 L_out=0.500 Acc=0.87 ---25412.75 ms/batch
Step 00031450 L_out=0.232 Acc=0.84 ---50185.86 ms/batch
Step 00031500 L_out=0.105 Acc=0.86 ---75423.39 ms/batch
Step 00031550 L_out=0.296 Acc=0.84 ---101373.18 ms/batch
Step 00031600 L_out=0.148 Acc=0.80 ---126589.01 ms/batch
Step 00031650 L_out=0.315 Acc=0.82 ---151594.29 ms/batch
Step 00031700 L_out=0.040 Acc=0.94 ---177217.02 ms/batch
Step 00031750 L_out=0.369 Acc=0.83 ---202918.30 ms/batch
Step 00031800 L_out=0.212 Acc=0.85 ---228331.84 ms/batch
Step 00031850 L_out=0.108 Acc=0.87 ---254494.28 ms/batch
Step 00031900 L_out=0.089 Acc=0.85 ---280285.99 ms/batch
Step 00031950 L_out=0.056 Acc=0.92 ---305543.27 ms/batch
Step 00032000 L_out=0.106 Acc=0.90 ---330634.57 ms/batch
Round 3 | epoch=17, train costTime=338.73838233947754, | total_activation_sum=10392257
Round 3 | epoch=18, current m_iou=0.5696929217397818
Round 3 | Best m_IoU is: 0.588, OA is: 0.883 | val costTime=140.51171612739563
Round 3 | ****EPOCH 18****
Step 00032050 L_out=0.089 Acc=0.90 ---17602.46 ms/batch
Step 00032100 L_out=0.323 Acc=0.80 ---42668.07 ms/batch
Step 00032150 L_out=0.120 Acc=0.75 ---67242.02 ms/batch
Step 00032200 L_out=0.172 Acc=0.88 ---92096.55 ms/batch
Step 00032250 L_out=0.066 Acc=0.80 ---117387.13 ms/batch
Step 00032300 L_out=0.025 Acc=0.85 ---142705.48 ms/batch
Step 00032350 L_out=0.126 Acc=0.84 ---168524.40 ms/batch
Step 00032400 L_out=0.092 Acc=0.88 ---194101.05 ms/batch
Step 00032450 L_out=0.087 Acc=0.88 ---219287.04 ms/batch
Step 00032500 L_out=0.040 Acc=0.90 ---245105.55 ms/batch
Step 00032550 L_out=0.274 Acc=0.75 ---270317.51 ms/batch
Step 00032600 L_out=0.119 Acc=0.92 ---295786.04 ms/batch
Step 00032650 L_out=0.158 Acc=0.94 ---321673.16 ms/batch
Round 3 | epoch=18, train costTime=338.67501735687256, | total_activation_sum=10529181
Round 3 | epoch=19, current m_iou=0.596353185461848
Round 3 | Best m_IoU is: 0.596, OA is: 0.886 | val costTime=140.4830322265625
Round 3 | ****EPOCH 19****
Step 00032700 L_out=0.076 Acc=0.87 --- 8597.38 ms/batch
Step 00032750 L_out=0.242 Acc=0.80 ---33557.23 ms/batch
Step 00032800 L_out=0.064 Acc=0.84 ---59017.76 ms/batch
Step 00032850 L_out=0.173 Acc=0.79 ---84711.56 ms/batch
Step 00032900 L_out=0.053 Acc=0.87 ---110290.81 ms/batch
Step 00032950 L_out=0.221 Acc=0.81 ---136279.06 ms/batch
Step 00033000 L_out=0.102 Acc=0.83 ---161833.95 ms/batch
Step 00033050 L_out=0.070 Acc=0.90 ---187738.51 ms/batch
Step 00033100 L_out=0.096 Acc=0.88 ---212353.93 ms/batch
Step 00033150 L_out=0.171 Acc=0.84 ---238136.15 ms/batch
Step 00033200 L_out=0.208 Acc=0.77 ---263584.33 ms/batch
Step 00033250 L_out=0.108 Acc=0.89 ---288859.72 ms/batch
Step 00033300 L_out=0.320 Acc=0.85 ---314204.42 ms/batch
Step 00033350 L_out=0.041 Acc=0.85 ---339934.07 ms/batch
Round 3 | epoch=19, train costTime=339.9341809749603, | total_activation_sum=10516813
Round 3 | epoch=20, current m_iou=0.595096858045335
Round 3 | Best m_IoU is: 0.596, OA is: 0.886 | val costTime=139.09290385246277
Round 3 | ****EPOCH 20****
Step 00033400 L_out=0.114 Acc=0.86 ---25477.88 ms/batch
Step 00033450 L_out=0.135 Acc=0.84 ---51016.60 ms/batch
Step 00033500 L_out=0.020 Acc=0.93 ---76224.16 ms/batch
Step 00033550 L_out=0.286 Acc=0.82 ---101899.72 ms/batch
Step 00033600 L_out=0.170 Acc=0.81 ---127972.90 ms/batch
Step 00033650 L_out=0.026 Acc=0.92 ---153463.65 ms/batch
Step 00033700 L_out=0.136 Acc=0.88 ---178472.64 ms/batch
Step 00033750 L_out=0.177 Acc=0.85 ---204944.53 ms/batch
Step 00033800 L_out=0.165 Acc=0.83 ---230486.86 ms/batch
Step 00033850 L_out=0.260 Acc=0.87 ---256308.87 ms/batch
Step 00033900 L_out=0.167 Acc=0.89 ---282047.09 ms/batch
Step 00033950 L_out=0.088 Acc=0.82 ---307196.77 ms/batch
Step 00034000 L_out=0.240 Acc=0.80 ---333244.49 ms/batch
Round 3 | epoch=20, train costTime=342.0433876514435, | total_activation_sum=10358109
Round 3 | epoch=21, current m_iou=0.6002258960758021
Round 3 | Best m_IoU is: 0.600, OA is: 0.890 | val costTime=139.6833016872406
Round 3 | ****EPOCH 21****
Step 00034050 L_out=0.079 Acc=0.89 ---16577.01 ms/batch
Step 00034100 L_out=0.256 Acc=0.90 ---42015.88 ms/batch
Step 00034150 L_out=0.097 Acc=0.84 ---67481.21 ms/batch
Step 00034200 L_out=0.040 Acc=0.88 ---92986.01 ms/batch
Step 00034250 L_out=0.136 Acc=0.82 ---118690.43 ms/batch
Step 00034300 L_out=0.188 Acc=0.90 ---143825.11 ms/batch
Step 00034350 L_out=0.139 Acc=0.86 ---168934.47 ms/batch
Step 00034400 L_out=0.140 Acc=0.92 ---194228.91 ms/batch
Step 00034450 L_out=0.130 Acc=0.81 ---219329.08 ms/batch
Step 00034500 L_out=0.078 Acc=0.85 ---244956.87 ms/batch
Step 00034550 L_out=0.240 Acc=0.78 ---270330.55 ms/batch
Step 00034600 L_out=0.027 Acc=0.87 ---295883.60 ms/batch
Step 00034650 L_out=0.209 Acc=0.84 ---320993.69 ms/batch
Round 3 | epoch=21, train costTime=338.366708278656, | total_activation_sum=10582107
Round 3 | epoch=22, current m_iou=0.5916831097858011
Round 3 | Best m_IoU is: 0.600, OA is: 0.890 | val costTime=141.1051218509674
Round 3 | ****EPOCH 22****
Step 00034700 L_out=0.115 Acc=0.88 --- 7880.22 ms/batch
Step 00034750 L_out=0.004 Acc=0.88 ---33445.90 ms/batch
Step 00034800 L_out=0.093 Acc=0.88 ---59002.44 ms/batch
Step 00034850 L_out=0.049 Acc=0.83 ---84972.98 ms/batch
Step 00034900 L_out=0.098 Acc=0.89 ---109914.82 ms/batch
Step 00034950 L_out=0.080 Acc=0.85 ---135184.84 ms/batch
Step 00035000 L_out=0.066 Acc=0.81 ---160246.04 ms/batch
Step 00035050 L_out=0.185 Acc=0.79 ---188246.21 ms/batch
Step 00035100 L_out=0.109 Acc=0.87 ---218829.24 ms/batch
Step 00035150 L_out=0.105 Acc=0.76 ---248955.12 ms/batch
Step 00035200 L_out=0.131 Acc=0.83 ---279075.35 ms/batch
Step 00035250 L_out=0.035 Acc=0.91 ---309010.97 ms/batch
Step 00035300 L_out=0.090 Acc=0.86 ---339328.58 ms/batch
Step 00035350 L_out=0.126 Acc=0.90 ---371719.57 ms/batch
Round 3 | epoch=22, train costTime=372.36142468452454, | total_activation_sum=10403097
Round 3 | epoch=23, current m_iou=0.604214614898887
Round 3 | Best m_IoU is: 0.604, OA is: 0.892 | val costTime=150.45159006118774
Round 3 | ****EPOCH 23****
Step 00035400 L_out=0.090 Acc=0.88 ---29697.28 ms/batch
Step 00035450 L_out=0.188 Acc=0.82 ---55347.50 ms/batch
Step 00035500 L_out=0.240 Acc=0.87 ---80351.30 ms/batch
Step 00035550 L_out=0.199 Acc=0.88 ---105719.35 ms/batch
Step 00035600 L_out=0.125 Acc=0.90 ---130940.70 ms/batch
Step 00035650 L_out=0.148 Acc=0.77 ---156069.55 ms/batch
Step 00035700 L_out=0.152 Acc=0.88 ---180790.09 ms/batch
Step 00035750 L_out=0.033 Acc=0.85 ---206440.71 ms/batch
Step 00035800 L_out=0.099 Acc=0.84 ---231820.62 ms/batch
Step 00035850 L_out=0.141 Acc=0.85 ---257452.59 ms/batch
Step 00035900 L_out=0.103 Acc=0.74 ---282815.51 ms/batch
Step 00035950 L_out=0.064 Acc=0.81 ---308567.44 ms/batch
Step 00036000 L_out=0.102 Acc=0.90 ---333164.41 ms/batch
Round 3 | epoch=23, train costTime=342.18350625038147, | total_activation_sum=10602406
Round 3 | epoch=24, current m_iou=0.6069854211963476
Round 3 | Best m_IoU is: 0.607, OA is: 0.896 | val costTime=140.36962747573853
Round 3 | ****EPOCH 24****
Step 00036050 L_out=0.200 Acc=0.80 ---16227.48 ms/batch
Step 00036100 L_out=0.072 Acc=0.79 ---41713.72 ms/batch
Step 00036150 L_out=0.150 Acc=0.86 ---66526.85 ms/batch
Step 00036200 L_out=0.094 Acc=0.84 ---91786.05 ms/batch
Step 00036250 L_out=0.041 Acc=0.92 ---117286.10 ms/batch
Step 00036300 L_out=0.045 Acc=0.90 ---142799.23 ms/batch
Step 00036350 L_out=0.083 Acc=0.87 ---168406.57 ms/batch
Step 00036400 L_out=0.172 Acc=0.85 ---193771.12 ms/batch
Step 00036450 L_out=0.018 Acc=0.97 ---218821.39 ms/batch
Step 00036500 L_out=0.086 Acc=0.87 ---244250.56 ms/batch
Step 00036550 L_out=0.115 Acc=0.91 ---269611.90 ms/batch
Step 00036600 L_out=0.137 Acc=0.84 ---294938.53 ms/batch
Step 00036650 L_out=0.056 Acc=0.87 ---320254.00 ms/batch
Round 3 | epoch=24, train costTime=337.99519181251526, | total_activation_sum=10418377
Round 3 | epoch=25, current m_iou=0.6075565198123684
Round 3 | Best m_IoU is: 0.608, OA is: 0.897 | val costTime=140.46717262268066
Round 3 | ****EPOCH 25****
Step 00036700 L_out=0.147 Acc=0.84 --- 7429.32 ms/batch
Step 00036750 L_out=0.166 Acc=0.91 ---33267.83 ms/batch
Step 00036800 L_out=0.131 Acc=0.82 ---58589.23 ms/batch
Step 00036850 L_out=0.117 Acc=0.88 ---84045.19 ms/batch
Step 00036900 L_out=0.122 Acc=0.84 ---109516.45 ms/batch
Step 00036950 L_out=0.077 Acc=0.80 ---134736.32 ms/batch
Step 00037000 L_out=0.057 Acc=0.79 ---161173.86 ms/batch
Step 00037050 L_out=0.141 Acc=0.85 ---187070.37 ms/batch
Step 00037100 L_out=0.047 Acc=0.88 ---212198.67 ms/batch
Step 00037150 L_out=0.120 Acc=0.87 ---237730.32 ms/batch
Step 00037200 L_out=0.061 Acc=0.93 ---262998.71 ms/batch
Step 00037250 L_out=0.161 Acc=0.82 ---288514.40 ms/batch
Step 00037300 L_out=0.042 Acc=0.86 ---313705.25 ms/batch
Step 00037350 L_out=0.081 Acc=0.89 ---339365.49 ms/batch
Round 3 | epoch=25, train costTime=340.36633586883545, | total_activation_sum=10435341
Round 3 | epoch=26, current m_iou=0.6113518423307586
Round 3 | Best m_IoU is: 0.611, OA is: 0.896 | val costTime=140.0427267551422
Round 3 | ****EPOCH 26****
Step 00037400 L_out=0.421 Acc=0.72 ---24178.42 ms/batch
Step 00037450 L_out=0.083 Acc=0.85 ---50085.69 ms/batch
Step 00037500 L_out=0.076 Acc=0.83 ---75550.53 ms/batch
Step 00037550 L_out=0.032 Acc=0.94 ---100442.81 ms/batch
Step 00037600 L_out=0.084 Acc=0.84 ---126044.37 ms/batch
Step 00037650 L_out=0.304 Acc=0.73 ---151318.22 ms/batch
Step 00037700 L_out=0.026 Acc=0.94 ---176819.03 ms/batch
Step 00037750 L_out=0.148 Acc=0.90 ---202224.73 ms/batch
Step 00037800 L_out=0.296 Acc=0.87 ---227559.95 ms/batch
Step 00037850 L_out=0.059 Acc=0.92 ---253039.29 ms/batch
Step 00037900 L_out=0.095 Acc=0.85 ---278497.18 ms/batch
Step 00037950 L_out=0.159 Acc=0.57 ---304171.94 ms/batch
Step 00038000 L_out=0.030 Acc=0.92 ---329662.70 ms/batch
Round 3 | epoch=26, train costTime=339.3869264125824, | total_activation_sum=10524638
Round 3 | epoch=27, current m_iou=0.6044105023186337
Round 3 | Best m_IoU is: 0.611, OA is: 0.896 | val costTime=139.5586061477661
Round 3 | ****EPOCH 27****
Step 00038050 L_out=0.046 Acc=0.92 ---15904.25 ms/batch
Step 00038100 L_out=0.070 Acc=0.89 ---41600.91 ms/batch
Step 00038150 L_out=0.096 Acc=0.81 ---67270.22 ms/batch
Step 00038200 L_out=0.123 Acc=0.93 ---93165.96 ms/batch
Step 00038250 L_out=0.030 Acc=0.88 ---117717.70 ms/batch
Step 00038300 L_out=0.197 Acc=0.86 ---142815.35 ms/batch
Step 00038350 L_out=0.044 Acc=0.93 ---168205.44 ms/batch
Step 00038400 L_out=0.074 Acc=0.88 ---194263.05 ms/batch
Step 00038450 L_out=0.152 Acc=0.84 ---219830.70 ms/batch
Step 00038500 L_out=0.032 Acc=0.90 ---245069.75 ms/batch
Step 00038550 L_out=0.024 Acc=0.87 ---270853.43 ms/batch
Step 00038600 L_out=0.052 Acc=0.92 ---295846.64 ms/batch
Step 00038650 L_out=0.521 Acc=0.59 ---321044.47 ms/batch
Round 3 | epoch=27, train costTime=339.0062298774719, | total_activation_sum=10482415
Round 3 | epoch=28, current m_iou=0.6029154908396692
Round 3 | Best m_IoU is: 0.611, OA is: 0.896 | val costTime=140.4483277797699
Round 3 | ****EPOCH 28****
Step 00038700 L_out=0.103 Acc=0.86 --- 6977.15 ms/batch
Step 00038750 L_out=0.044 Acc=0.90 ---31626.42 ms/batch
Step 00038800 L_out=0.120 Acc=0.81 ---57218.05 ms/batch
Step 00038850 L_out=0.720 Acc=0.78 ---82501.86 ms/batch
Step 00038900 L_out=0.049 Acc=0.94 ---107570.22 ms/batch
Step 00038950 L_out=0.353 Acc=0.84 ---133433.36 ms/batch
Step 00039000 L_out=0.231 Acc=0.83 ---158304.02 ms/batch
Step 00039050 L_out=0.117 Acc=0.86 ---184222.60 ms/batch
Step 00039100 L_out=0.120 Acc=0.87 ---209874.01 ms/batch
Step 00039150 L_out=0.051 Acc=0.88 ---234516.15 ms/batch
Step 00039200 L_out=0.330 Acc=0.89 ---259793.40 ms/batch
Step 00039250 L_out=0.288 Acc=0.76 ---284995.38 ms/batch
Step 00039300 L_out=0.140 Acc=0.84 ---309739.91 ms/batch
Step 00039350 L_out=0.035 Acc=0.90 ---334892.23 ms/batch
Round 3 | epoch=28, train costTime=336.49722719192505, | total_activation_sum=10498450
Round 3 | epoch=29, current m_iou=0.5924969121814299
Round 3 | Best m_IoU is: 0.611, OA is: 0.896 | val costTime=139.48724150657654
Round 3 | ****EPOCH 29****
Step 00039400 L_out=0.074 Acc=0.91 ---23338.48 ms/batch
Step 00039450 L_out=0.134 Acc=0.83 ---48363.05 ms/batch
Step 00039500 L_out=0.029 Acc=0.94 ---73500.74 ms/batch
Step 00039550 L_out=0.040 Acc=0.89 ---98790.05 ms/batch
Step 00039600 L_out=0.127 Acc=0.84 ---124072.52 ms/batch
Step 00039650 L_out=0.057 Acc=0.83 ---149569.68 ms/batch
Step 00039700 L_out=0.028 Acc=0.85 ---175425.07 ms/batch
Step 00039750 L_out=0.143 Acc=0.90 ---201072.80 ms/batch
Step 00039800 L_out=0.062 Acc=0.92 ---226219.13 ms/batch
Step 00039850 L_out=0.083 Acc=0.84 ---251481.34 ms/batch
Step 00039900 L_out=0.319 Acc=0.72 ---277147.68 ms/batch
Step 00039950 L_out=0.073 Acc=0.84 ---302168.39 ms/batch
Step 00040000 L_out=0.084 Acc=0.84 ---327656.41 ms/batch
Round 3 | epoch=29, train costTime=337.92164731025696, | total_activation_sum=10517725
Round 3 | epoch=30, current m_iou=0.5912707608459784
Round 3 | Best m_IoU is: 0.611, OA is: 0.896 | val costTime=139.84729146957397
Round 3 | ****EPOCH 30****
Round 4 | ****EPOCH 0****
Step 00040050 L_out=0.423 Acc=0.49 ---18106.18 ms/batch
Step 00040100 L_out=1.109 Acc=0.24 ---48495.07 ms/batch
Step 00040150 L_out=0.746 Acc=0.55 ---78676.55 ms/batch
Step 00040200 L_out=0.818 Acc=0.39 ---107566.70 ms/batch
Step 00040250 L_out=0.818 Acc=0.33 ---137135.47 ms/batch
Step 00040300 L_out=0.387 Acc=0.80 ---166798.86 ms/batch
Step 00040350 L_out=0.620 Acc=0.39 ---196237.56 ms/batch
Step 00040400 L_out=0.590 Acc=0.53 ---225751.35 ms/batch
Step 00040450 L_out=0.151 Acc=0.77 ---254640.66 ms/batch
Step 00040500 L_out=1.159 Acc=0.58 ---284355.50 ms/batch
Step 00040550 L_out=0.618 Acc=0.80 ---313373.55 ms/batch
Step 00040600 L_out=0.802 Acc=0.84 ---343189.84 ms/batch
Step 00040650 L_out=0.426 Acc=0.62 ---373303.40 ms/batch
Round 4 | epoch=0, train costTime=395.1522195339203, | total_activation_sum=13688920
Round 4 | epoch=1, current m_iou=0.4557660830203931
Round 4 | Best m_IoU is: 0.456, OA is: 0.749 | val costTime=153.20407629013062
Round 4 | ****EPOCH 1****
Step 00040700 L_out=0.857 Acc=0.74 --- 7384.54 ms/batch
Step 00040750 L_out=0.414 Acc=0.78 ---37561.82 ms/batch
Step 00040800 L_out=0.578 Acc=0.68 ---67651.40 ms/batch
Step 00040850 L_out=0.210 Acc=0.74 ---97354.23 ms/batch
Step 00040900 L_out=0.591 Acc=0.76 ---126909.52 ms/batch
Step 00040950 L_out=1.465 Acc=0.63 ---156895.68 ms/batch
Step 00041000 L_out=0.198 Acc=0.83 ---186831.84 ms/batch
Step 00041050 L_out=0.693 Acc=0.77 ---216649.22 ms/batch
Step 00041100 L_out=0.574 Acc=0.75 ---246388.54 ms/batch
Step 00041150 L_out=0.264 Acc=0.80 ---275505.35 ms/batch
Step 00041200 L_out=0.251 Acc=0.77 ---305299.34 ms/batch
Step 00041250 L_out=0.283 Acc=0.84 ---335218.25 ms/batch
Step 00041300 L_out=0.454 Acc=0.81 ---365168.96 ms/batch
Step 00041350 L_out=0.239 Acc=0.72 ---395420.54 ms/batch
Round 4 | epoch=1, train costTime=397.6313352584839, | total_activation_sum=13389320
Round 4 | epoch=2, current m_iou=0.5455667646055848
Round 4 | Best m_IoU is: 0.546, OA is: 0.855 | val costTime=150.91205048561096
Round 4 | ****EPOCH 2****
Step 00041400 L_out=0.161 Acc=0.77 ---27446.28 ms/batch
Step 00041450 L_out=0.304 Acc=0.83 ---57694.90 ms/batch
Step 00041500 L_out=0.088 Acc=0.71 ---87017.80 ms/batch
Step 00041550 L_out=0.550 Acc=0.61 ---117482.92 ms/batch
Step 00041600 L_out=0.355 Acc=0.87 ---147158.39 ms/batch
Step 00041650 L_out=0.734 Acc=0.87 ---177176.26 ms/batch
Step 00041700 L_out=0.170 Acc=0.87 ---207510.72 ms/batch
Step 00041750 L_out=0.377 Acc=0.65 ---236381.00 ms/batch
Step 00041800 L_out=0.322 Acc=0.80 ---266186.23 ms/batch
Step 00041850 L_out=0.160 Acc=0.83 ---295574.15 ms/batch
Step 00041900 L_out=0.328 Acc=0.77 ---325216.07 ms/batch
Step 00041950 L_out=0.310 Acc=0.86 ---355110.36 ms/batch
Step 00042000 L_out=0.300 Acc=0.78 ---384440.65 ms/batch
Round 4 | epoch=2, train costTime=397.03294014930725, | total_activation_sum=13509165
Round 4 | epoch=3, current m_iou=0.5907542973824355
Round 4 | Best m_IoU is: 0.591, OA is: 0.887 | val costTime=150.75474500656128
Round 4 | ****EPOCH 3****
Step 00042050 L_out=0.539 Acc=0.87 ---16927.63 ms/batch
Step 00042100 L_out=0.596 Acc=0.72 ---46823.25 ms/batch
Step 00042150 L_out=0.410 Acc=0.85 ---76763.72 ms/batch
Step 00042200 L_out=1.113 Acc=0.74 ---106242.61 ms/batch
Step 00042250 L_out=1.369 Acc=0.78 ---135531.09 ms/batch
Step 00042300 L_out=0.220 Acc=0.79 ---165128.05 ms/batch
Step 00042350 L_out=0.677 Acc=0.75 ---194063.99 ms/batch
Step 00042400 L_out=0.425 Acc=0.67 ---223482.16 ms/batch
Step 00042450 L_out=0.989 Acc=0.75 ---253227.35 ms/batch
Step 00042500 L_out=0.348 Acc=0.88 ---282906.87 ms/batch
Step 00042550 L_out=0.235 Acc=0.77 ---312028.65 ms/batch
Step 00042600 L_out=0.103 Acc=0.94 ---342179.10 ms/batch
Step 00042650 L_out=0.099 Acc=0.82 ---371961.15 ms/batch
Round 4 | epoch=3, train costTime=394.49340867996216, | total_activation_sum=13365877
Round 4 | epoch=4, current m_iou=0.5329261061589072
Round 4 | Best m_IoU is: 0.591, OA is: 0.887 | val costTime=151.06190252304077
Round 4 | ****EPOCH 4****
Step 00042700 L_out=0.133 Acc=0.89 --- 6984.33 ms/batch
Step 00042750 L_out=0.236 Acc=0.79 ---36145.59 ms/batch
Step 00042800 L_out=0.185 Acc=0.84 ---65476.33 ms/batch
Step 00042850 L_out=0.232 Acc=0.86 ---95253.67 ms/batch
Step 00042900 L_out=0.065 Acc=0.91 ---124993.51 ms/batch
Step 00042950 L_out=0.542 Acc=0.88 ---156591.36 ms/batch
Step 00043000 L_out=0.208 Acc=0.77 ---188884.40 ms/batch
Step 00043050 L_out=0.821 Acc=0.76 ---220363.58 ms/batch
Step 00043100 L_out=0.159 Acc=0.83 ---252171.85 ms/batch
Step 00043150 L_out=0.514 Acc=0.72 ---283279.20 ms/batch
Step 00043200 L_out=0.239 Acc=0.82 ---313534.68 ms/batch
Step 00043250 L_out=0.273 Acc=0.84 ---343742.80 ms/batch
Step 00043300 L_out=0.596 Acc=0.82 ---373689.57 ms/batch
Step 00043350 L_out=0.537 Acc=0.83 ---403551.38 ms/batch
Round 4 | epoch=4, train costTime=406.555504322052, | total_activation_sum=13455263
Round 4 | epoch=5, current m_iou=0.578737871237951
Round 4 | Best m_IoU is: 0.591, OA is: 0.887 | val costTime=151.7145552635193
Round 4 | ****EPOCH 5****
Step 00043400 L_out=0.069 Acc=0.87 ---26809.76 ms/batch
Step 00043450 L_out=0.082 Acc=0.88 ---56192.44 ms/batch
Step 00043500 L_out=0.271 Acc=0.82 ---85677.18 ms/batch
Step 00043550 L_out=0.488 Acc=0.90 ---115613.06 ms/batch
Step 00043600 L_out=0.125 Acc=0.85 ---144207.52 ms/batch
Step 00043650 L_out=0.181 Acc=0.82 ---174050.41 ms/batch
Step 00043700 L_out=0.398 Acc=0.86 ---203603.10 ms/batch
Step 00043750 L_out=0.140 Acc=0.90 ---233350.33 ms/batch
Step 00043800 L_out=0.299 Acc=0.74 ---262422.06 ms/batch
Step 00043850 L_out=0.586 Acc=0.77 ---292010.98 ms/batch
Step 00043900 L_out=0.136 Acc=0.84 ---319964.81 ms/batch
Step 00043950 L_out=0.184 Acc=0.71 ---350109.75 ms/batch
Step 00044000 L_out=0.385 Acc=0.70 ---379904.45 ms/batch
Round 4 | epoch=5, train costTime=393.37034249305725, | total_activation_sum=13389264
Round 4 | epoch=6, current m_iou=0.5704031415399184
Round 4 | Best m_IoU is: 0.591, OA is: 0.887 | val costTime=152.86996507644653
Round 4 | ****EPOCH 6****
Step 00044050 L_out=0.281 Acc=0.88 ---16708.70 ms/batch
Step 00044100 L_out=0.073 Acc=0.92 ---46057.02 ms/batch
---------------------------------------------------------------------------------------------------next without merge
Round 2 | ****EPOCH 0****
Step 00000050 L_out=0.040 Acc=0.08 ---24818.73 ms/batch
Step 00000100 L_out=0.091 Acc=0.66 ---47380.70 ms/batch
Step 00000150 L_out=0.335 Acc=0.42 ---69801.76 ms/batch
Step 00000200 L_out=0.291 Acc=0.35 ---92312.23 ms/batch
Step 00000250 L_out=0.271 Acc=0.11 ---114757.59 ms/batch
Step 00000300 L_out=0.241 Acc=0.55 ---137168.33 ms/batch
Step 00000350 L_out=0.140 Acc=0.46 ---159592.46 ms/batch
Step 00000400 L_out=0.238 Acc=0.36 ---182058.08 ms/batch
Step 00000450 L_out=0.171 Acc=0.55 ---204557.18 ms/batch
Step 00000500 L_out=0.525 Acc=0.52 ---226874.77 ms/batch
Step 00000550 L_out=0.088 Acc=0.70 ---249123.80 ms/batch
Step 00000600 L_out=0.424 Acc=0.46 ---271417.19 ms/batch
Step 00000650 L_out=0.118 Acc=0.75 ---293870.01 ms/batch
Round 2 | epoch=0, train costTime=301.5292797088623, | total_activation_sum=3978788
Round 2 | epoch=1, current m_iou=0.23375519209383683
Round 2 | Best m_IoU is: 0.234, OA is: 0.582 | val costTime=132.133394241333
Round 2 | ****EPOCH 1****
Step 00000700 L_out=0.130 Acc=0.65 ---14765.81 ms/batch
Step 00000750 L_out=0.172 Acc=0.70 ---36913.49 ms/batch
Step 00000800 L_out=0.882 Acc=0.56 ---59256.10 ms/batch
Step 00000850 L_out=0.083 Acc=0.48 ---81628.47 ms/batch
Step 00000900 L_out=0.065 Acc=0.45 ---104058.39 ms/batch
Step 00000950 L_out=0.104 Acc=0.52 ---126427.47 ms/batch
Step 00001000 L_out=0.153 Acc=0.74 ---148853.40 ms/batch
Step 00001050 L_out=0.436 Acc=0.22 ---171325.68 ms/batch
Step 00001100 L_out=0.253 Acc=0.45 ---193682.62 ms/batch
Step 00001150 L_out=0.131 Acc=0.43 ---215949.07 ms/batch
Step 00001200 L_out=0.387 Acc=0.71 ---238424.47 ms/batch
Step 00001250 L_out=0.249 Acc=0.29 ---260846.70 ms/batch
Step 00001300 L_out=0.437 Acc=0.31 ---283206.97 ms/batch
Round 2 | epoch=1, train costTime=298.4034163951874, | total_activation_sum=3588463
Round 2 | epoch=2, current m_iou=0.30826012972528416
Round 2 | Best m_IoU is: 0.308, OA is: 0.657 | val costTime=125.76763939857483
Round 2 | ****EPOCH 2****
Step 00001350 L_out=0.093 Acc=0.72 --- 7242.29 ms/batch
Step 00001400 L_out=0.072 Acc=0.78 ---29621.02 ms/batch
Step 00001450 L_out=0.103 Acc=0.57 ---51938.27 ms/batch
Step 00001500 L_out=0.134 Acc=0.63 ---74392.21 ms/batch
Step 00001550 L_out=0.112 Acc=0.77 ---96862.88 ms/batch
Step 00001600 L_out=0.153 Acc=0.70 ---119070.52 ms/batch
Step 00001650 L_out=0.164 Acc=0.49 ---141590.49 ms/batch
Step 00001700 L_out=0.091 Acc=0.50 ---164102.33 ms/batch
Step 00001750 L_out=0.051 Acc=0.73 ---186524.55 ms/batch
Step 00001800 L_out=0.045 Acc=0.51 ---209011.68 ms/batch
Step 00001850 L_out=0.046 Acc=0.71 ---231332.48 ms/batch
Step 00001900 L_out=0.143 Acc=0.71 ---253635.85 ms/batch
Step 00001950 L_out=0.218 Acc=0.82 ---276198.31 ms/batch
Step 00002000 L_out=0.336 Acc=0.68 ---298325.02 ms/batch
Round 2 | epoch=2, train costTime=298.75622749328613, | total_activation_sum=3549843
Round 2 | epoch=3, current m_iou=0.3688454205635795
Round 2 | Best m_IoU is: 0.369, OA is: 0.676 | val costTime=124.84287118911743
Round 2 | ****EPOCH 3****
Step 00002050 L_out=0.072 Acc=0.64 ---21686.42 ms/batch
Step 00002100 L_out=0.166 Acc=0.72 ---44081.42 ms/batch
Step 00002150 L_out=0.212 Acc=0.74 ---66291.06 ms/batch
Step 00002200 L_out=0.152 Acc=0.55 ---88798.92 ms/batch
Step 00002250 L_out=0.181 Acc=0.55 ---111236.35 ms/batch
Step 00002300 L_out=0.152 Acc=0.54 ---133605.65 ms/batch
Step 00002350 L_out=0.083 Acc=0.59 ---155945.70 ms/batch
Step 00002400 L_out=0.155 Acc=0.78 ---178254.38 ms/batch
Step 00002450 L_out=0.131 Acc=0.66 ---200558.36 ms/batch
Step 00002500 L_out=0.114 Acc=0.64 ---222926.45 ms/batch
Step 00002550 L_out=0.083 Acc=0.61 ---245254.60 ms/batch
Step 00002600 L_out=0.085 Acc=0.70 ---267720.88 ms/batch
Step 00002650 L_out=0.096 Acc=0.75 ---290020.40 ms/batch
Round 2 | epoch=3, train costTime=298.1860604286194, | total_activation_sum=3532246
Round 2 | epoch=4, current m_iou=0.3440832093471025
Round 2 | Best m_IoU is: 0.369, OA is: 0.676 | val costTime=124.72719264030457
Round 2 | ****EPOCH 4****
Step 00002700 L_out=0.053 Acc=0.59 ---14316.85 ms/batch
Step 00002750 L_out=0.061 Acc=0.63 ---37068.61 ms/batch
Step 00002800 L_out=0.223 Acc=0.58 ---59792.72 ms/batch
Step 00002850 L_out=0.137 Acc=0.42 ---82286.03 ms/batch
Step 00002900 L_out=0.162 Acc=0.73 ---104707.54 ms/batch
Step 00002950 L_out=0.122 Acc=0.49 ---127145.79 ms/batch
Step 00003000 L_out=0.104 Acc=0.73 ---149409.38 ms/batch
Step 00003050 L_out=0.028 Acc=0.63 ---171940.04 ms/batch
Step 00003100 L_out=0.056 Acc=0.75 ---194333.10 ms/batch
Step 00003150 L_out=0.128 Acc=0.58 ---216645.69 ms/batch
Step 00003200 L_out=0.114 Acc=0.81 ---239031.22 ms/batch
Step 00003250 L_out=0.079 Acc=0.69 ---261714.43 ms/batch
Step 00003300 L_out=0.202 Acc=0.59 ---284116.05 ms/batch
Round 2 | epoch=4, train costTime=300.03737807273865, | total_activation_sum=3544629
Round 2 | epoch=5, current m_iou=0.3785304735422672
Round 2 | Best m_IoU is: 0.379, OA is: 0.712 | val costTime=127.7294909954071
Round 2 | ****EPOCH 5****
Step 00003350 L_out=0.060 Acc=0.74 --- 6839.90 ms/batch
Step 00003400 L_out=0.107 Acc=0.80 ---29305.28 ms/batch
Step 00003450 L_out=0.041 Acc=0.76 ---51861.37 ms/batch
Step 00003500 L_out=0.083 Acc=0.74 ---74322.40 ms/batch
Step 00003550 L_out=0.115 Acc=0.67 ---96890.79 ms/batch
Step 00003600 L_out=0.062 Acc=0.85 ---119239.30 ms/batch
Step 00003650 L_out=0.051 Acc=0.84 ---141687.35 ms/batch
Step 00003700 L_out=0.196 Acc=0.48 ---164297.17 ms/batch
Step 00003750 L_out=0.125 Acc=0.58 ---186752.83 ms/batch
Step 00003800 L_out=0.026 Acc=0.47 ---209298.75 ms/batch
Step 00003850 L_out=0.101 Acc=0.70 ---231970.86 ms/batch
Step 00003900 L_out=0.252 Acc=0.66 ---255176.21 ms/batch
Step 00003950 L_out=0.343 Acc=0.63 ---278378.38 ms/batch
Step 00004000 L_out=0.083 Acc=0.55 ---301505.67 ms/batch
Round 2 | epoch=5, train costTime=302.455926656723, | total_activation_sum=3548076
Round 2 | epoch=6, current m_iou=0.39010350571319913
Round 2 | Best m_IoU is: 0.390, OA is: 0.758 | val costTime=128.87289214134216
Round 2 | ****EPOCH 6****
Step 00004050 L_out=0.102 Acc=0.66 ---22264.71 ms/batch
Step 00004100 L_out=0.037 Acc=0.64 ---45471.18 ms/batch
Step 00004150 L_out=0.014 Acc=0.54 ---68563.69 ms/batch
Step 00004200 L_out=0.207 Acc=0.70 ---91520.32 ms/batch
Step 00004250 L_out=0.020 Acc=0.74 ---114586.20 ms/batch
Step 00004300 L_out=0.133 Acc=0.62 ---137841.79 ms/batch
Step 00004350 L_out=0.138 Acc=0.67 ---161053.59 ms/batch
Step 00004400 L_out=0.087 Acc=0.80 ---184193.35 ms/batch
Step 00004450 L_out=0.126 Acc=0.87 ---207322.93 ms/batch
Step 00004500 L_out=0.016 Acc=0.49 ---230400.82 ms/batch
Step 00004550 L_out=0.127 Acc=0.75 ---253555.65 ms/batch
Step 00004600 L_out=0.046 Acc=0.76 ---276790.45 ms/batch
Step 00004650 L_out=0.099 Acc=0.78 ---299674.11 ms/batch
Round 2 | epoch=6, train costTime=308.5376899242401, | total_activation_sum=3593691
Round 2 | epoch=7, current m_iou=0.46760330423905927
Round 2 | Best m_IoU is: 0.468, OA is: 0.805 | val costTime=133.35244584083557
Round 2 | ****EPOCH 7****
Step 00004700 L_out=0.882 Acc=0.65 ---14497.77 ms/batch
Step 00004750 L_out=0.098 Acc=0.68 ---37475.51 ms/batch
Step 00004800 L_out=0.290 Acc=0.67 ---60547.21 ms/batch
Step 00004850 L_out=0.038 Acc=0.81 ---83620.62 ms/batch
Step 00004900 L_out=0.067 Acc=0.59 ---106689.53 ms/batch
Step 00004950 L_out=0.307 Acc=0.78 ---129749.84 ms/batch
Step 00005000 L_out=0.149 Acc=0.67 ---152879.34 ms/batch
Step 00005050 L_out=0.197 Acc=0.67 ---175918.08 ms/batch
Step 00005100 L_out=0.041 Acc=0.68 ---199310.53 ms/batch
Step 00005150 L_out=0.258 Acc=0.73 ---222519.80 ms/batch
Step 00005200 L_out=0.258 Acc=0.68 ---245729.37 ms/batch
Step 00005250 L_out=0.201 Acc=0.54 ---268591.00 ms/batch
Step 00005300 L_out=0.244 Acc=0.50 ---291738.03 ms/batch
Round 2 | epoch=7, train costTime=308.32917523384094, | total_activation_sum=3527463
Round 2 | epoch=8, current m_iou=0.4431841978207195
Round 2 | Best m_IoU is: 0.468, OA is: 0.805 | val costTime=133.5388855934143
Round 2 | ****EPOCH 8****
Step 00005350 L_out=0.084 Acc=0.80 --- 6460.51 ms/batch
Step 00005400 L_out=0.041 Acc=0.81 ---29465.18 ms/batch
Step 00005450 L_out=0.050 Acc=0.74 ---52570.20 ms/batch
Step 00005500 L_out=0.101 Acc=0.72 ---75807.70 ms/batch
Step 00005550 L_out=0.058 Acc=0.87 ---98819.14 ms/batch
Step 00005600 L_out=0.059 Acc=0.54 ---121892.75 ms/batch
Step 00005650 L_out=0.049 Acc=0.71 ---145032.20 ms/batch
Step 00005700 L_out=0.108 Acc=0.78 ---168220.67 ms/batch
Step 00005750 L_out=0.046 Acc=0.58 ---191284.31 ms/batch
Step 00005800 L_out=0.120 Acc=0.65 ---214499.03 ms/batch
Step 00005850 L_out=0.103 Acc=0.62 ---237601.10 ms/batch
Step 00005900 L_out=0.263 Acc=0.57 ---260808.93 ms/batch
Step 00005950 L_out=0.443 Acc=0.71 ---283836.89 ms/batch
Step 00006000 L_out=0.135 Acc=0.67 ---307009.18 ms/batch
Round 2 | epoch=8, train costTime=308.4171154499054, | total_activation_sum=3606482
Round 2 | epoch=9, current m_iou=0.48494788288058166
Round 2 | Best m_IoU is: 0.485, OA is: 0.812 | val costTime=136.42744135856628
Round 2 | ****EPOCH 9****
Step 00006050 L_out=0.134 Acc=0.63 ---21757.88 ms/batch
Step 00006100 L_out=0.086 Acc=0.85 ---44911.92 ms/batch
Step 00006150 L_out=0.096 Acc=0.66 ---68153.93 ms/batch
Step 00006200 L_out=0.062 Acc=0.75 ---91290.30 ms/batch
Step 00006250 L_out=0.202 Acc=0.75 ---114231.77 ms/batch
Step 00006300 L_out=0.148 Acc=0.64 ---137340.53 ms/batch
Step 00006350 L_out=0.090 Acc=0.78 ---160476.63 ms/batch
Step 00006400 L_out=0.210 Acc=0.60 ---183649.44 ms/batch
Step 00006450 L_out=0.132 Acc=0.75 ---206933.60 ms/batch
Step 00006500 L_out=0.022 Acc=0.78 ---230076.34 ms/batch
Step 00006550 L_out=0.052 Acc=0.70 ---253376.25 ms/batch
Step 00006600 L_out=0.070 Acc=0.74 ---276467.75 ms/batch
Step 00006650 L_out=0.163 Acc=0.67 ---299433.53 ms/batch
Round 2 | epoch=9, train costTime=308.6503429412842, | total_activation_sum=3521967
Round 2 | epoch=10, current m_iou=0.4735489794337533
Round 2 | Best m_IoU is: 0.485, OA is: 0.812 | val costTime=131.94382166862488
Round 2 | ****EPOCH 10****
Step 00006700 L_out=0.057 Acc=0.69 ---13725.22 ms/batch
Step 00006750 L_out=0.034 Acc=0.65 ---37047.79 ms/batch
Step 00006800 L_out=0.039 Acc=0.71 ---60252.96 ms/batch
Step 00006850 L_out=0.101 Acc=0.74 ---83276.59 ms/batch
Step 00006900 L_out=0.086 Acc=0.73 ---106555.91 ms/batch
Step 00006950 L_out=0.028 Acc=0.76 ---129832.49 ms/batch
Step 00007000 L_out=0.133 Acc=0.61 ---152754.74 ms/batch
Step 00007050 L_out=0.099 Acc=0.79 ---176014.27 ms/batch
Step 00007100 L_out=0.031 Acc=0.73 ---198859.72 ms/batch
Step 00007150 L_out=0.089 Acc=0.70 ---222121.67 ms/batch
Step 00007200 L_out=0.074 Acc=0.79 ---245098.84 ms/batch
Step 00007250 L_out=0.048 Acc=0.71 ---268301.11 ms/batch
Step 00007300 L_out=0.110 Acc=0.81 ---291398.83 ms/batch
Round 2 | epoch=10, train costTime=308.45039439201355, | total_activation_sum=3628303
Round 2 | epoch=11, current m_iou=0.4894392463534888
Round 2 | Best m_IoU is: 0.489, OA is: 0.821 | val costTime=133.2869849205017
Round 2 | ****EPOCH 11****
Step 00007350 L_out=0.042 Acc=0.62 --- 6051.71 ms/batch
Step 00007400 L_out=0.028 Acc=0.74 ---29310.80 ms/batch
Step 00007450 L_out=0.091 Acc=0.78 ---52351.39 ms/batch
Step 00007500 L_out=0.089 Acc=0.82 ---75528.55 ms/batch
Step 00007550 L_out=0.112 Acc=0.74 ---98649.82 ms/batch
Step 00007600 L_out=0.045 Acc=0.79 ---121842.13 ms/batch
Step 00007650 L_out=0.073 Acc=0.67 ---144978.47 ms/batch
Step 00007700 L_out=0.066 Acc=0.69 ---168294.16 ms/batch
Step 00007750 L_out=0.024 Acc=0.88 ---191703.39 ms/batch
Step 00007800 L_out=0.129 Acc=0.83 ---214902.85 ms/batch
Step 00007850 L_out=0.060 Acc=0.70 ---237888.16 ms/batch
Step 00007900 L_out=0.025 Acc=0.80 ---261091.68 ms/batch
Step 00007950 L_out=0.145 Acc=0.78 ---284139.17 ms/batch
Step 00008000 L_out=0.022 Acc=0.70 ---307282.17 ms/batch
Round 2 | epoch=11, train costTime=309.1355559825897, | total_activation_sum=3523958
Round 2 | epoch=12, current m_iou=0.5246062084000225
Round 2 | Best m_IoU is: 0.525, OA is: 0.841 | val costTime=136.14029383659363
Round 2 | ****EPOCH 12****
Step 00008050 L_out=0.101 Acc=0.84 ---21424.63 ms/batch
Step 00008100 L_out=0.022 Acc=0.81 ---44656.30 ms/batch
Step 00008150 L_out=0.058 Acc=0.59 ---67617.23 ms/batch
Step 00008200 L_out=0.037 Acc=0.54 ---90911.98 ms/batch
Step 00008250 L_out=0.237 Acc=0.68 ---114230.83 ms/batch
Step 00008300 L_out=0.083 Acc=0.80 ---137346.84 ms/batch
Step 00008350 L_out=0.069 Acc=0.77 ---160459.51 ms/batch
Step 00008400 L_out=0.040 Acc=0.78 ---183698.12 ms/batch
Step 00008450 L_out=0.085 Acc=0.79 ---207007.95 ms/batch
Step 00008500 L_out=0.029 Acc=0.72 ---230152.82 ms/batch
Step 00008550 L_out=0.058 Acc=0.74 ---253381.89 ms/batch
Step 00008600 L_out=0.041 Acc=0.75 ---276545.91 ms/batch
Step 00008650 L_out=0.081 Acc=0.70 ---299665.01 ms/batch
Round 2 | epoch=12, train costTime=309.3538146018982, | total_activation_sum=3627893
Round 2 | epoch=13, current m_iou=0.5193591112897687
Round 2 | Best m_IoU is: 0.525, OA is: 0.841 | val costTime=126.13254928588867
Round 2 | ****EPOCH 13****
Step 00008700 L_out=0.078 Acc=0.76 ---12997.45 ms/batch
Step 00008750 L_out=0.049 Acc=0.84 ---35507.50 ms/batch
Step 00008800 L_out=0.035 Acc=0.66 ---57876.40 ms/batch
Step 00008850 L_out=0.085 Acc=0.79 ---80280.47 ms/batch
Step 00008900 L_out=0.047 Acc=0.83 ---102985.08 ms/batch
Step 00008950 L_out=0.053 Acc=0.79 ---125308.18 ms/batch
Step 00009000 L_out=0.057 Acc=0.79 ---147662.16 ms/batch
Step 00009050 L_out=0.031 Acc=0.74 ---170083.30 ms/batch
Step 00009100 L_out=0.179 Acc=0.85 ---192253.71 ms/batch
Step 00009150 L_out=0.018 Acc=0.84 ---214694.24 ms/batch
Step 00009200 L_out=0.062 Acc=0.82 ---237284.72 ms/batch
Step 00009250 L_out=0.072 Acc=0.84 ---259653.02 ms/batch
Step 00009300 L_out=0.031 Acc=0.71 ---281924.47 ms/batch
Round 2 | epoch=13, train costTime=299.06277084350586, | total_activation_sum=3512450
Round 2 | epoch=14, current m_iou=0.52802552375691
Round 2 | Best m_IoU is: 0.528, OA is: 0.844 | val costTime=124.79023313522339
Round 2 | ****EPOCH 14****
Step 00009350 L_out=0.022 Acc=0.81 --- 5361.33 ms/batch
Step 00009400 L_out=0.133 Acc=0.72 ---27721.31 ms/batch
Step 00009450 L_out=0.014 Acc=0.87 ---50167.15 ms/batch
Step 00009500 L_out=0.039 Acc=0.77 ---72348.03 ms/batch
Step 00009550 L_out=0.160 Acc=0.91 ---94821.72 ms/batch
Step 00009600 L_out=0.039 Acc=0.76 ---117193.73 ms/batch
Step 00009650 L_out=0.051 Acc=0.71 ---139412.90 ms/batch
Step 00009700 L_out=0.128 Acc=0.83 ---161766.19 ms/batch
Step 00009750 L_out=0.080 Acc=0.75 ---184048.11 ms/batch
Step 00009800 L_out=0.037 Acc=0.66 ---206389.72 ms/batch
Step 00009850 L_out=0.202 Acc=0.63 ---228815.01 ms/batch
Step 00009900 L_out=0.168 Acc=0.92 ---251247.35 ms/batch
Step 00009950 L_out=0.082 Acc=0.81 ---273551.90 ms/batch
Step 00010000 L_out=0.165 Acc=0.74 ---295872.25 ms/batch
Round 2 | epoch=14, train costTime=298.09299659729004, | total_activation_sum=3625038
Round 2 | epoch=15, current m_iou=0.48323957625019914
Round 2 | Best m_IoU is: 0.528, OA is: 0.844 | val costTime=123.92970180511475
Round 2 | ****EPOCH 15****
Step 00010050 L_out=0.025 Acc=0.79 ---20127.77 ms/batch
Step 00010100 L_out=0.071 Acc=0.73 ---42496.56 ms/batch
Step 00010150 L_out=0.092 Acc=0.83 ---64803.91 ms/batch
Step 00010200 L_out=0.031 Acc=0.80 ---87104.82 ms/batch
Step 00010250 L_out=0.041 Acc=0.76 ---109392.36 ms/batch
Step 00010300 L_out=0.197 Acc=0.74 ---131570.50 ms/batch
Step 00010350 L_out=0.057 Acc=0.72 ---154081.08 ms/batch
Step 00010400 L_out=0.029 Acc=0.86 ---176619.49 ms/batch
Step 00010450 L_out=0.039 Acc=0.68 ---198879.24 ms/batch
Step 00010500 L_out=0.044 Acc=0.65 ---221308.15 ms/batch
Step 00010550 L_out=0.047 Acc=0.72 ---243559.06 ms/batch
Step 00010600 L_out=0.117 Acc=0.79 ---265990.35 ms/batch
Step 00010650 L_out=0.056 Acc=0.88 ---288286.26 ms/batch
Round 2 | epoch=15, train costTime=298.2041394710541, | total_activation_sum=3564761
Round 2 | epoch=16, current m_iou=0.512662256511651
Round 2 | Best m_IoU is: 0.528, OA is: 0.844 | val costTime=124.80631589889526
Round 2 | ****EPOCH 16****
Step 00010700 L_out=0.096 Acc=0.77 ---12652.64 ms/batch
Step 00010750 L_out=0.033 Acc=0.86 ---35227.95 ms/batch
Step 00010800 L_out=0.018 Acc=0.85 ---57682.89 ms/batch
Step 00010850 L_out=0.057 Acc=0.89 ---80121.83 ms/batch
Step 00010900 L_out=0.023 Acc=0.77 ---102556.94 ms/batch
Step 00010950 L_out=0.069 Acc=0.87 ---124837.57 ms/batch
Step 00011000 L_out=0.149 Acc=0.87 ---147170.04 ms/batch
Step 00011050 L_out=0.018 Acc=0.82 ---169519.38 ms/batch
Step 00011100 L_out=0.046 Acc=0.85 ---191861.69 ms/batch
Step 00011150 L_out=0.044 Acc=0.85 ---213933.96 ms/batch
Step 00011200 L_out=0.076 Acc=0.66 ---236407.78 ms/batch
Step 00011250 L_out=0.097 Acc=0.81 ---258857.47 ms/batch
Step 00011300 L_out=0.025 Acc=0.82 ---281091.92 ms/batch
Round 2 | epoch=16, train costTime=298.62238907814026, | total_activation_sum=3571632
Round 2 | epoch=17, current m_iou=0.533536181160498
Round 2 | Best m_IoU is: 0.534, OA is: 0.852 | val costTime=124.37479829788208
Round 2 | ****EPOCH 17****
Step 00011350 L_out=0.148 Acc=0.75 --- 5090.49 ms/batch
Step 00011400 L_out=0.086 Acc=0.66 ---27388.29 ms/batch
Step 00011450 L_out=0.050 Acc=0.85 ---49900.55 ms/batch
Step 00011500 L_out=0.019 Acc=0.88 ---72148.07 ms/batch
Step 00011550 L_out=0.031 Acc=0.89 ---94525.43 ms/batch
Step 00011600 L_out=0.044 Acc=0.86 ---116753.26 ms/batch
Step 00011650 L_out=0.026 Acc=0.84 ---139144.91 ms/batch
Step 00011700 L_out=0.030 Acc=0.81 ---161449.60 ms/batch
Step 00011750 L_out=0.034 Acc=0.76 ---183807.62 ms/batch
Step 00011800 L_out=0.059 Acc=0.79 ---206276.99 ms/batch
Step 00011850 L_out=0.022 Acc=0.87 ---228814.58 ms/batch
Step 00011900 L_out=0.042 Acc=0.90 ---251077.41 ms/batch
Step 00011950 L_out=0.014 Acc=0.82 ---273543.15 ms/batch
Step 00012000 L_out=0.130 Acc=0.82 ---295877.50 ms/batch
Round 2 | epoch=17, train costTime=298.52245020866394, | total_activation_sum=3580984
Round 2 | epoch=18, current m_iou=0.5267073697991739
Round 2 | Best m_IoU is: 0.534, OA is: 0.852 | val costTime=123.64925026893616
Round 2 | ****EPOCH 18****
Step 00012050 L_out=0.013 Acc=0.84 ---19541.89 ms/batch
Step 00012100 L_out=0.076 Acc=0.70 ---41697.57 ms/batch
Step 00012150 L_out=0.032 Acc=0.75 ---64015.95 ms/batch
Step 00012200 L_out=0.116 Acc=0.83 ---86174.87 ms/batch
Step 00012250 L_out=0.094 Acc=0.76 ---108497.74 ms/batch
Step 00012300 L_out=0.038 Acc=0.80 ---130941.17 ms/batch
Step 00012350 L_out=0.044 Acc=0.90 ---153227.68 ms/batch
Step 00012400 L_out=0.052 Acc=0.79 ---175665.27 ms/batch
Step 00012450 L_out=0.024 Acc=0.84 ---198016.50 ms/batch
Step 00012500 L_out=0.045 Acc=0.81 ---220388.19 ms/batch
Step 00012550 L_out=0.012 Acc=0.86 ---242557.43 ms/batch
Step 00012600 L_out=0.137 Acc=0.81 ---264790.42 ms/batch
Step 00012650 L_out=0.028 Acc=0.77 ---287171.74 ms/batch
Round 2 | epoch=18, train costTime=297.54517889022827, | total_activation_sum=3527557
Round 2 | epoch=19, current m_iou=0.5362737231151263
Round 2 | Best m_IoU is: 0.536, OA is: 0.853 | val costTime=123.87911820411682
Round 2 | ****EPOCH 19****
Step 00012700 L_out=0.075 Acc=0.81 ---12061.38 ms/batch
Step 00012750 L_out=0.017 Acc=0.84 ---34451.62 ms/batch
Step 00012800 L_out=0.021 Acc=0.85 ---56926.85 ms/batch
Step 00012850 L_out=0.023 Acc=0.78 ---79360.71 ms/batch
Step 00012900 L_out=0.023 Acc=0.86 ---101638.44 ms/batch
Step 00012950 L_out=0.012 Acc=0.80 ---123928.65 ms/batch
Step 00013000 L_out=0.048 Acc=0.86 ---146294.21 ms/batch
Step 00013050 L_out=0.254 Acc=0.78 ---168658.25 ms/batch
Step 00013100 L_out=0.038 Acc=0.77 ---190926.64 ms/batch
Step 00013150 L_out=0.073 Acc=0.79 ---213223.84 ms/batch
Step 00013200 L_out=0.135 Acc=0.85 ---235378.90 ms/batch
Step 00013250 L_out=0.021 Acc=0.89 ---257645.04 ms/batch
Step 00013300 L_out=0.056 Acc=0.79 ---279911.35 ms/batch
Round 2 | epoch=19, train costTime=297.6331977844238, | total_activation_sum=3621076
Round 2 | epoch=20, current m_iou=0.5530519605832123
Round 2 | Best m_IoU is: 0.553, OA is: 0.858 | val costTime=124.1795814037323
Round 2 | ****EPOCH 20****
Step 00013350 L_out=0.070 Acc=0.80 --- 4549.14 ms/batch
Step 00013400 L_out=0.054 Acc=0.81 ---26885.64 ms/batch
Step 00013450 L_out=0.064 Acc=0.88 ---49251.12 ms/batch
Step 00013500 L_out=0.104 Acc=0.81 ---71343.16 ms/batch
Step 00013550 L_out=0.014 Acc=0.76 ---93683.96 ms/batch
Step 00013600 L_out=0.035 Acc=0.85 ---116002.55 ms/batch
Step 00013650 L_out=0.006 Acc=0.91 ---138221.17 ms/batch
Step 00013700 L_out=0.017 Acc=0.79 ---160364.14 ms/batch
Step 00013750 L_out=0.035 Acc=0.78 ---182850.39 ms/batch
Step 00013800 L_out=0.103 Acc=0.83 ---205204.03 ms/batch
Step 00013850 L_out=0.030 Acc=0.75 ---227513.42 ms/batch
Step 00013900 L_out=0.106 Acc=0.83 ---249757.28 ms/batch
Step 00013950 L_out=0.072 Acc=0.87 ---272106.27 ms/batch
Step 00014000 L_out=0.025 Acc=0.85 ---294390.56 ms/batch
Round 2 | epoch=20, train costTime=297.4845073223114, | total_activation_sum=3522762
Round 2 | epoch=21, current m_iou=0.5409887185193283
Round 2 | Best m_IoU is: 0.553, OA is: 0.858 | val costTime=123.94309329986572
Round 2 | ****EPOCH 21****
Step 00014050 L_out=0.031 Acc=0.78 ---19102.49 ms/batch
Step 00014100 L_out=0.023 Acc=0.91 ---41618.23 ms/batch
Step 00014150 L_out=0.075 Acc=0.88 ---63968.03 ms/batch
Step 00014200 L_out=0.053 Acc=0.74 ---86281.33 ms/batch
Step 00014250 L_out=0.003 Acc=0.79 ---108695.51 ms/batch
Step 00014300 L_out=0.034 Acc=0.79 ---131078.14 ms/batch
Step 00014350 L_out=0.018 Acc=0.88 ---153326.81 ms/batch
Step 00014400 L_out=0.044 Acc=0.89 ---175712.81 ms/batch
Step 00014450 L_out=0.018 Acc=0.84 ---198059.89 ms/batch
Step 00014500 L_out=0.101 Acc=0.82 ---220373.32 ms/batch
Step 00014550 L_out=0.030 Acc=0.83 ---242857.62 ms/batch
Step 00014600 L_out=0.060 Acc=0.77 ---265205.63 ms/batch
Step 00014650 L_out=0.046 Acc=0.67 ---287604.51 ms/batch
Round 2 | epoch=21, train costTime=298.33828258514404, | total_activation_sum=3601393
Round 2 | epoch=22, current m_iou=0.5331117422751537
Round 2 | Best m_IoU is: 0.553, OA is: 0.858 | val costTime=123.89255666732788
Round 2 | ****EPOCH 22****
Step 00014700 L_out=0.029 Acc=0.63 ---11656.85 ms/batch
Step 00014750 L_out=0.266 Acc=0.85 ---34103.73 ms/batch
Step 00014800 L_out=0.034 Acc=0.88 ---56340.53 ms/batch
Step 00014850 L_out=0.063 Acc=0.90 ---78503.93 ms/batch
Step 00014900 L_out=0.032 Acc=0.84 ---100893.71 ms/batch
Step 00014950 L_out=0.040 Acc=0.74 ---123181.72 ms/batch
Step 00015000 L_out=0.028 Acc=0.86 ---145328.06 ms/batch
Step 00015050 L_out=0.059 Acc=0.77 ---167609.10 ms/batch
Step 00015100 L_out=0.100 Acc=0.70 ---189833.47 ms/batch
Step 00015150 L_out=0.070 Acc=0.70 ---212076.03 ms/batch
Step 00015200 L_out=0.031 Acc=0.89 ---234713.95 ms/batch
Step 00015250 L_out=0.057 Acc=0.69 ---257063.70 ms/batch
Step 00015300 L_out=0.118 Acc=0.87 ---279294.03 ms/batch
Round 2 | epoch=22, train costTime=297.58330488204956, | total_activation_sum=3634724
Round 2 | epoch=23, current m_iou=0.5387567919920803
Round 2 | Best m_IoU is: 0.553, OA is: 0.858 | val costTime=123.87735176086426
Round 2 | ****EPOCH 23****
Step 00015350 L_out=0.036 Acc=0.91 --- 4042.69 ms/batch
Step 00015400 L_out=0.010 Acc=0.83 ---26558.86 ms/batch
Step 00015450 L_out=0.018 Acc=0.82 ---49052.40 ms/batch
Step 00015500 L_out=0.031 Acc=0.83 ---71418.33 ms/batch
Step 00015550 L_out=0.080 Acc=0.73 ---93825.01 ms/batch
Step 00015600 L_out=0.006 Acc=0.89 ---116142.28 ms/batch
Step 00015650 L_out=0.047 Acc=0.80 ---138565.29 ms/batch
Step 00015700 L_out=0.037 Acc=0.85 ---160865.61 ms/batch
Step 00015750 L_out=0.037 Acc=0.86 ---183006.70 ms/batch
Step 00015800 L_out=0.009 Acc=0.77 ---205336.55 ms/batch
Step 00015850 L_out=0.018 Acc=0.93 ---227632.67 ms/batch
Step 00015900 L_out=0.010 Acc=0.82 ---249936.92 ms/batch
Step 00015950 L_out=0.041 Acc=0.79 ---272293.75 ms/batch
Step 00016000 L_out=0.017 Acc=0.76 ---294837.32 ms/batch
Round 2 | epoch=23, train costTime=298.37683629989624, | total_activation_sum=3561011
Round 2 | epoch=24, current m_iou=0.5374665458912408
Round 2 | Best m_IoU is: 0.553, OA is: 0.858 | val costTime=124.14628767967224
Round 2 | ****EPOCH 24****
Step 00016050 L_out=0.066 Acc=0.86 ---18661.56 ms/batch
Step 00016100 L_out=0.034 Acc=0.77 ---41090.27 ms/batch
Step 00016150 L_out=0.075 Acc=0.76 ---63424.70 ms/batch
Step 00016200 L_out=0.027 Acc=0.71 ---85828.22 ms/batch
Step 00016250 L_out=0.063 Acc=0.81 ---108226.73 ms/batch
Step 00016300 L_out=0.063 Acc=0.86 ---130719.23 ms/batch
Step 00016350 L_out=0.084 Acc=0.88 ---153055.74 ms/batch
Step 00016400 L_out=0.024 Acc=0.78 ---175433.61 ms/batch
Step 00016450 L_out=0.019 Acc=0.83 ---197633.54 ms/batch
Step 00016500 L_out=0.021 Acc=0.76 ---220075.66 ms/batch
Step 00016550 L_out=0.020 Acc=0.91 ---242215.94 ms/batch
Step 00016600 L_out=0.016 Acc=0.83 ---264468.63 ms/batch
Step 00016650 L_out=0.047 Acc=0.83 ---286627.91 ms/batch
Round 2 | epoch=24, train costTime=297.8440570831299, | total_activation_sum=3532647
Round 2 | epoch=25, current m_iou=0.5450643853499382
Round 2 | Best m_IoU is: 0.553, OA is: 0.858 | val costTime=124.05073142051697
Round 2 | ****EPOCH 25****
Step 00016700 L_out=0.099 Acc=0.78 ---11295.54 ms/batch
Step 00016750 L_out=0.098 Acc=0.75 ---33687.55 ms/batch
Step 00016800 L_out=0.027 Acc=0.79 ---55910.04 ms/batch
Step 00016850 L_out=0.016 Acc=0.83 ---78173.29 ms/batch
Step 00016900 L_out=0.038 Acc=0.84 ---100453.35 ms/batch
Step 00016950 L_out=0.015 Acc=0.83 ---122757.67 ms/batch
Step 00017000 L_out=0.051 Acc=0.86 ---145077.01 ms/batch
Step 00017050 L_out=0.023 Acc=0.86 ---167546.83 ms/batch
Step 00017100 L_out=0.005 Acc=0.80 ---189959.26 ms/batch
Step 00017150 L_out=0.024 Acc=0.78 ---212174.18 ms/batch
Step 00017200 L_out=0.043 Acc=0.89 ---234370.07 ms/batch
Step 00017250 L_out=0.045 Acc=0.80 ---256684.40 ms/batch
Step 00017300 L_out=0.020 Acc=0.69 ---278959.37 ms/batch
Round 2 | epoch=25, train costTime=297.7372498512268, | total_activation_sum=3584699
Round 2 | epoch=26, current m_iou=0.5460508067068578
Round 2 | Best m_IoU is: 0.553, OA is: 0.858 | val costTime=123.6082410812378
Round 2 | ****EPOCH 26****
Step 00017350 L_out=0.053 Acc=0.87 --- 3510.20 ms/batch
Step 00017400 L_out=0.063 Acc=0.85 ---25778.59 ms/batch
Step 00017450 L_out=0.021 Acc=0.79 ---48017.25 ms/batch
Step 00017500 L_out=0.024 Acc=0.85 ---70323.92 ms/batch
Step 00017550 L_out=0.025 Acc=0.88 ---92538.76 ms/batch
Step 00017600 L_out=0.055 Acc=0.74 ---114906.78 ms/batch
Step 00017650 L_out=0.023 Acc=0.89 ---137340.06 ms/batch
Step 00017700 L_out=0.028 Acc=0.80 ---159659.94 ms/batch
Step 00017750 L_out=0.059 Acc=0.76 ---181949.16 ms/batch
Step 00017800 L_out=0.012 Acc=0.77 ---204054.81 ms/batch
Step 00017850 L_out=0.041 Acc=0.89 ---226544.37 ms/batch
Step 00017900 L_out=0.082 Acc=0.87 ---248827.61 ms/batch
Step 00017950 L_out=0.033 Acc=0.79 ---271132.27 ms/batch
Step 00018000 L_out=0.020 Acc=0.89 ---293525.28 ms/batch
Round 2 | epoch=26, train costTime=297.5831847190857, | total_activation_sum=3535914
Round 2 | epoch=27, current m_iou=0.5496563883591804
Round 2 | Best m_IoU is: 0.553, OA is: 0.858 | val costTime=123.81846809387207
Round 2 | ****EPOCH 27****
Step 00018050 L_out=0.024 Acc=0.83 ---18440.18 ms/batch
Step 00018100 L_out=0.028 Acc=0.83 ---40628.90 ms/batch
Step 00018150 L_out=0.034 Acc=0.85 ---62988.81 ms/batch
Step 00018200 L_out=0.015 Acc=0.78 ---85387.52 ms/batch
Step 00018250 L_out=0.040 Acc=0.85 ---107741.24 ms/batch
Step 00018300 L_out=0.076 Acc=0.82 ---130114.86 ms/batch
Step 00018350 L_out=0.018 Acc=0.89 ---152518.39 ms/batch
Step 00018400 L_out=0.035 Acc=0.85 ---174835.31 ms/batch
Step 00018450 L_out=0.049 Acc=0.76 ---197070.78 ms/batch
Step 00018500 L_out=0.047 Acc=0.87 ---219528.00 ms/batch
Step 00018550 L_out=0.014 Acc=0.90 ---241998.84 ms/batch
Step 00018600 L_out=0.006 Acc=0.80 ---264424.33 ms/batch
Step 00018650 L_out=0.040 Acc=0.90 ---286769.33 ms/batch
Round 2 | epoch=27, train costTime=298.4330544471741, | total_activation_sum=3547403
Round 2 | epoch=28, current m_iou=0.551850234674781
Round 2 | Best m_IoU is: 0.553, OA is: 0.858 | val costTime=124.32095742225647
Round 2 | ****EPOCH 28****
Step 00018700 L_out=0.024 Acc=0.76 ---10652.62 ms/batch
Step 00018750 L_out=0.088 Acc=0.74 ---33206.42 ms/batch
Step 00018800 L_out=0.025 Acc=0.92 ---55470.02 ms/batch
Step 00018850 L_out=0.025 Acc=0.83 ---77668.59 ms/batch
Step 00018900 L_out=0.006 Acc=0.87 ---100167.39 ms/batch
Step 00018950 L_out=0.008 Acc=0.86 ---122473.55 ms/batch
Step 00019000 L_out=0.015 Acc=0.90 ---144660.44 ms/batch
Step 00019050 L_out=0.018 Acc=0.94 ---166998.69 ms/batch
Step 00019100 L_out=0.063 Acc=0.87 ---189446.88 ms/batch
Step 00019150 L_out=0.026 Acc=0.88 ---211907.02 ms/batch
Step 00019200 L_out=0.003 Acc=0.91 ---234382.84 ms/batch
Step 00019250 L_out=0.049 Acc=0.70 ---256555.39 ms/batch
Step 00019300 L_out=0.049 Acc=0.83 ---278848.63 ms/batch
Round 2 | epoch=28, train costTime=298.2420029640198, | total_activation_sum=3617001
Round 2 | epoch=29, current m_iou=0.5460426942832268
Round 2 | Best m_IoU is: 0.553, OA is: 0.858 | val costTime=123.84629249572754
Round 2 | ****EPOCH 29****
Step 00019350 L_out=0.049 Acc=0.80 --- 3134.49 ms/batch
Step 00019400 L_out=0.029 Acc=0.85 ---25641.61 ms/batch
Step 00019450 L_out=0.040 Acc=0.91 ---47923.20 ms/batch
Step 00019500 L_out=0.007 Acc=0.87 ---70285.33 ms/batch
Step 00019550 L_out=0.078 Acc=0.88 ---92593.72 ms/batch
Step 00019600 L_out=0.009 Acc=0.86 ---115021.18 ms/batch
Step 00019650 L_out=0.043 Acc=0.81 ---137308.42 ms/batch
Step 00019700 L_out=0.012 Acc=0.90 ---159586.00 ms/batch
Step 00019750 L_out=0.175 Acc=0.77 ---182117.35 ms/batch
Step 00019800 L_out=0.109 Acc=0.80 ---204423.14 ms/batch
Step 00019850 L_out=0.018 Acc=0.85 ---226584.53 ms/batch
Step 00019900 L_out=0.082 Acc=0.83 ---249013.91 ms/batch
Step 00019950 L_out=0.042 Acc=0.80 ---271403.36 ms/batch
Step 00020000 L_out=0.015 Acc=0.82 ---293726.70 ms/batch
Round 2 | epoch=29, train costTime=298.1164698600769, | total_activation_sum=3604894
Round 2 | epoch=30, current m_iou=0.5535230124660513
Round 2 | Best m_IoU is: 0.554, OA is: 0.867 | val costTime=124.71275162696838
Round 2 | ****EPOCH 30****
Round 3 | ****EPOCH 0****
Step 00020050 L_out=0.338 Acc=0.55 ---17869.85 ms/batch
Step 00020100 L_out=0.236 Acc=0.32 ---40322.73 ms/batch
Step 00020150 L_out=0.247 Acc=0.28 ---62845.81 ms/batch
Step 00020200 L_out=0.289 Acc=0.50 ---85116.42 ms/batch
Step 00020250 L_out=0.092 Acc=0.67 ---107570.85 ms/batch
Step 00020300 L_out=0.506 Acc=0.57 ---130037.36 ms/batch
Step 00020350 L_out=0.226 Acc=0.76 ---152566.98 ms/batch
Step 00020400 L_out=0.160 Acc=0.48 ---175022.36 ms/batch
Step 00020450 L_out=0.203 Acc=0.65 ---197460.67 ms/batch
Step 00020500 L_out=0.162 Acc=0.67 ---219922.70 ms/batch
Step 00020550 L_out=0.049 Acc=0.82 ---242362.68 ms/batch
Step 00020600 L_out=0.940 Acc=0.65 ---264749.58 ms/batch
Step 00020650 L_out=0.105 Acc=0.68 ---287301.45 ms/batch
Round 3 | epoch=0, train costTime=299.45950269699097, | total_activation_sum=6390748
Round 3 | epoch=1, current m_iou=0.2701173988906328
Round 3 | Best m_IoU is: 0.270, OA is: 0.613 | val costTime=123.01866245269775
Round 3 | ****EPOCH 1****
Step 00020700 L_out=0.276 Acc=0.72 ---10380.26 ms/batch
Step 00020750 L_out=0.404 Acc=0.56 ---32814.29 ms/batch
Step 00020800 L_out=0.447 Acc=0.46 ---55021.32 ms/batch
Step 00020850 L_out=0.435 Acc=0.66 ---77476.31 ms/batch
Step 00020900 L_out=0.469 Acc=0.51 ---99885.83 ms/batch
Step 00020950 L_out=0.150 Acc=0.72 ---122237.99 ms/batch
Step 00021000 L_out=0.210 Acc=0.68 ---144716.27 ms/batch
Step 00021050 L_out=0.168 Acc=0.78 ---167154.13 ms/batch
Step 00021100 L_out=0.087 Acc=0.71 ---189604.51 ms/batch
Step 00021150 L_out=0.198 Acc=0.61 ---211948.00 ms/batch
Step 00021200 L_out=0.233 Acc=0.79 ---234250.39 ms/batch
Step 00021250 L_out=0.217 Acc=0.78 ---256538.45 ms/batch
Step 00021300 L_out=0.132 Acc=0.54 ---278959.74 ms/batch
Round 3 | epoch=1, train costTime=298.5988829135895, | total_activation_sum=6155053
Round 3 | epoch=2, current m_iou=0.43573587175655637
Round 3 | Best m_IoU is: 0.436, OA is: 0.772 | val costTime=122.85771870613098
Round 3 | ****EPOCH 2****
Step 00021350 L_out=0.362 Acc=0.36 --- 2719.38 ms/batch
Step 00021400 L_out=0.316 Acc=0.62 ---24955.73 ms/batch
Step 00021450 L_out=0.169 Acc=0.80 ---47492.34 ms/batch
Step 00021500 L_out=0.287 Acc=0.69 ---69801.69 ms/batch
Step 00021550 L_out=0.205 Acc=0.78 ---92223.93 ms/batch
Step 00021600 L_out=0.201 Acc=0.65 ---114733.29 ms/batch
Step 00021650 L_out=0.132 Acc=0.67 ---137173.53 ms/batch
Step 00021700 L_out=0.061 Acc=0.86 ---159646.71 ms/batch
Step 00021750 L_out=0.225 Acc=0.78 ---182109.10 ms/batch
Step 00021800 L_out=0.373 Acc=0.80 ---204495.87 ms/batch
Step 00021850 L_out=0.567 Acc=0.70 ---226900.87 ms/batch
Step 00021900 L_out=0.081 Acc=0.80 ---249334.66 ms/batch
Step 00021950 L_out=0.216 Acc=0.69 ---271716.33 ms/batch
Step 00022000 L_out=0.417 Acc=0.79 ---294334.40 ms/batch
Round 3 | epoch=2, train costTime=299.27366042137146, | total_activation_sum=6173912
Round 3 | epoch=3, current m_iou=0.5217582791563848
Round 3 | Best m_IoU is: 0.522, OA is: 0.849 | val costTime=123.04824638366699
Round 3 | ****EPOCH 3****
Step 00022050 L_out=0.131 Acc=0.75 ---17586.87 ms/batch
Step 00022100 L_out=0.175 Acc=0.47 ---40110.91 ms/batch
Step 00022150 L_out=0.192 Acc=0.71 ---62493.53 ms/batch
Step 00022200 L_out=0.087 Acc=0.80 ---84841.86 ms/batch
Step 00022250 L_out=0.146 Acc=0.79 ---107216.85 ms/batch
Step 00022300 L_out=0.239 Acc=0.83 ---129583.19 ms/batch
Step 00022350 L_out=0.132 Acc=0.69 ---152031.61 ms/batch
Step 00022400 L_out=0.192 Acc=0.83 ---174465.64 ms/batch
Step 00022450 L_out=0.242 Acc=0.79 ---196809.52 ms/batch
Step 00022500 L_out=0.179 Acc=0.71 ---219163.73 ms/batch
Step 00022550 L_out=0.286 Acc=0.65 ---241555.21 ms/batch
Step 00022600 L_out=0.152 Acc=0.86 ---263795.50 ms/batch
Step 00022650 L_out=0.270 Acc=0.77 ---286318.53 ms/batch
Round 3 | epoch=3, train costTime=298.87706208229065, | total_activation_sum=6106778
Round 3 | epoch=4, current m_iou=0.5334944718501865
Round 3 | Best m_IoU is: 0.533, OA is: 0.844 | val costTime=123.95068955421448
Round 3 | ****EPOCH 4****
Step 00022700 L_out=0.259 Acc=0.73 --- 9892.63 ms/batch
Step 00022750 L_out=0.149 Acc=0.79 ---32132.86 ms/batch
Step 00022800 L_out=0.223 Acc=0.87 ---54523.82 ms/batch
Step 00022850 L_out=0.145 Acc=0.81 ---76931.75 ms/batch
Step 00022900 L_out=0.146 Acc=0.81 ---99329.71 ms/batch
Step 00022950 L_out=0.149 Acc=0.90 ---121662.63 ms/batch
Step 00023000 L_out=0.045 Acc=0.83 ---144057.56 ms/batch
Step 00023050 L_out=0.125 Acc=0.82 ---166515.46 ms/batch
Step 00023100 L_out=0.051 Acc=0.75 ---188823.40 ms/batch
Step 00023150 L_out=0.143 Acc=0.85 ---211286.21 ms/batch
Step 00023200 L_out=0.257 Acc=0.72 ---233488.46 ms/batch
Step 00023250 L_out=0.123 Acc=0.64 ---255915.57 ms/batch
Step 00023300 L_out=0.151 Acc=0.66 ---278442.49 ms/batch
Round 3 | epoch=4, train costTime=298.74321579933167, | total_activation_sum=6085193
Round 3 | epoch=5, current m_iou=0.5622331246741279
Round 3 | Best m_IoU is: 0.562, OA is: 0.865 | val costTime=123.20708632469177
Round 3 | ****EPOCH 5****
Step 00023350 L_out=0.032 Acc=0.94 --- 2233.95 ms/batch
Step 00023400 L_out=0.060 Acc=0.85 ---24624.80 ms/batch
Step 00023450 L_out=0.301 Acc=0.78 ---47070.70 ms/batch
Step 00023500 L_out=0.149 Acc=0.72 ---69247.76 ms/batch
Step 00023550 L_out=0.206 Acc=0.90 ---91478.00 ms/batch
Step 00023600 L_out=0.679 Acc=0.80 ---113870.49 ms/batch
Step 00023650 L_out=0.219 Acc=0.81 ---136305.16 ms/batch
Step 00023700 L_out=0.098 Acc=0.84 ---158615.83 ms/batch
Step 00023750 L_out=0.018 Acc=0.88 ---180784.35 ms/batch
Step 00023800 L_out=0.073 Acc=0.85 ---203107.69 ms/batch
Step 00023850 L_out=0.530 Acc=0.81 ---225387.77 ms/batch
Step 00023900 L_out=0.125 Acc=0.82 ---247802.11 ms/batch
Step 00023950 L_out=0.129 Acc=0.65 ---270160.47 ms/batch
Step 00024000 L_out=0.328 Acc=0.64 ---292588.63 ms/batch
Round 3 | epoch=5, train costTime=297.94399881362915, | total_activation_sum=6213906
Round 3 | epoch=6, current m_iou=0.5576831789382805
Round 3 | Best m_IoU is: 0.562, OA is: 0.865 | val costTime=122.90390515327454
Round 3 | ****EPOCH 6****
Step 00024050 L_out=0.030 Acc=0.89 ---16991.81 ms/batch
Step 00024100 L_out=0.139 Acc=0.74 ---39368.92 ms/batch
Step 00024150 L_out=0.044 Acc=0.85 ---61635.82 ms/batch
Step 00024200 L_out=0.139 Acc=0.80 ---84077.30 ms/batch
Step 00024250 L_out=0.105 Acc=0.78 ---106438.54 ms/batch
Step 00024300 L_out=0.076 Acc=0.86 ---128783.82 ms/batch
Step 00024350 L_out=0.013 Acc=0.83 ---150939.34 ms/batch
Step 00024400 L_out=0.320 Acc=0.70 ---173420.86 ms/batch
Step 00024450 L_out=0.158 Acc=0.81 ---195630.82 ms/batch
Step 00024500 L_out=0.083 Acc=0.75 ---218023.50 ms/batch
Step 00024550 L_out=0.098 Acc=0.87 ---240370.82 ms/batch
Step 00024600 L_out=0.097 Acc=0.88 ---262865.30 ms/batch
Step 00024650 L_out=0.124 Acc=0.78 ---285257.38 ms/batch
Round 3 | epoch=6, train costTime=298.2302739620209, | total_activation_sum=6126141
Round 3 | epoch=7, current m_iou=0.580561370082683
Round 3 | Best m_IoU is: 0.581, OA is: 0.873 | val costTime=122.98292994499207
Round 3 | ****EPOCH 7****
Step 00024700 L_out=0.084 Acc=0.90 --- 9438.09 ms/batch
Step 00024750 L_out=0.302 Acc=0.81 ---31753.92 ms/batch
Step 00024800 L_out=0.189 Acc=0.70 ---54122.43 ms/batch
Step 00024850 L_out=0.126 Acc=0.86 ---76585.60 ms/batch
Step 00024900 L_out=0.152 Acc=0.79 ---98833.07 ms/batch
Step 00024950 L_out=0.112 Acc=0.83 ---121163.07 ms/batch
Step 00025000 L_out=0.047 Acc=0.87 ---143579.69 ms/batch
Step 00025050 L_out=0.068 Acc=0.87 ---165928.40 ms/batch
Step 00025100 L_out=0.033 Acc=0.80 ---188197.68 ms/batch
Step 00025150 L_out=0.110 Acc=0.89 ---210422.81 ms/batch
Step 00025200 L_out=0.019 Acc=0.84 ---232824.50 ms/batch
Step 00025250 L_out=0.169 Acc=0.73 ---255269.70 ms/batch
Step 00025300 L_out=0.042 Acc=0.79 ---277721.03 ms/batch
Round 3 | epoch=7, train costTime=298.48593854904175, | total_activation_sum=6200448
Round 3 | epoch=8, current m_iou=0.585348492841365
Round 3 | Best m_IoU is: 0.585, OA is: 0.877 | val costTime=123.31504559516907
Round 3 | ****EPOCH 8****
Step 00025350 L_out=0.045 Acc=0.85 --- 1804.52 ms/batch
Step 00025400 L_out=0.106 Acc=0.89 ---24160.80 ms/batch
Step 00025450 L_out=0.089 Acc=0.84 ---46639.62 ms/batch
Step 00025500 L_out=0.043 Acc=0.85 ---68989.76 ms/batch
Step 00025550 L_out=0.135 Acc=0.87 ---91339.81 ms/batch
Step 00025600 L_out=0.150 Acc=0.84 ---113629.14 ms/batch
Step 00025650 L_out=0.080 Acc=0.81 ---136061.37 ms/batch
Step 00025700 L_out=0.217 Acc=0.89 ---158374.46 ms/batch
Step 00025750 L_out=0.179 Acc=0.71 ---180741.93 ms/batch
Step 00025800 L_out=0.019 Acc=0.82 ---203206.79 ms/batch
Step 00025850 L_out=0.090 Acc=0.89 ---225630.36 ms/batch
Step 00025900 L_out=0.203 Acc=0.73 ---247831.83 ms/batch
Step 00025950 L_out=0.074 Acc=0.88 ---270194.37 ms/batch
Step 00026000 L_out=0.031 Acc=0.81 ---292520.85 ms/batch
Round 3 | epoch=8, train costTime=298.25448966026306, | total_activation_sum=6115444
Round 3 | epoch=9, current m_iou=0.5801201275947155
Round 3 | Best m_IoU is: 0.585, OA is: 0.877 | val costTime=123.49819350242615
Round 3 | ****EPOCH 9****
Step 00026050 L_out=0.070 Acc=0.72 ---16712.89 ms/batch
Step 00026100 L_out=0.196 Acc=0.86 ---38821.06 ms/batch
Step 00026150 L_out=0.236 Acc=0.75 ---61280.16 ms/batch
Step 00026200 L_out=0.061 Acc=0.82 ---83659.78 ms/batch
Step 00026250 L_out=0.109 Acc=0.78 ---106058.28 ms/batch
Step 00026300 L_out=0.016 Acc=0.86 ---128525.36 ms/batch
Step 00026350 L_out=0.069 Acc=0.83 ---150959.59 ms/batch
Step 00026400 L_out=0.118 Acc=0.88 ---173284.53 ms/batch
Step 00026450 L_out=0.119 Acc=0.88 ---195674.29 ms/batch
Step 00026500 L_out=0.151 Acc=0.76 ---217998.65 ms/batch
Step 00026550 L_out=0.356 Acc=0.76 ---240253.68 ms/batch
Step 00026600 L_out=0.171 Acc=0.76 ---262449.14 ms/batch
Step 00026650 L_out=0.092 Acc=0.73 ---284799.37 ms/batch
Round 3 | epoch=9, train costTime=298.20917415618896, | total_activation_sum=6188544
Round 3 | epoch=10, current m_iou=0.5988555361396157
Round 3 | Best m_IoU is: 0.599, OA is: 0.883 | val costTime=124.16552233695984
Round 3 | ****EPOCH 10****
Step 00026700 L_out=0.834 Acc=0.82 --- 8990.79 ms/batch
Step 00026750 L_out=0.073 Acc=0.81 ---31552.84 ms/batch
Step 00026800 L_out=0.149 Acc=0.71 ---53975.34 ms/batch
Step 00026850 L_out=0.341 Acc=0.87 ---76566.95 ms/batch
Step 00026900 L_out=0.117 Acc=0.82 ---98838.92 ms/batch
Step 00026950 L_out=0.048 Acc=0.85 ---121280.35 ms/batch
Step 00027000 L_out=0.031 Acc=0.86 ---143495.52 ms/batch
Step 00027050 L_out=0.274 Acc=0.72 ---165884.20 ms/batch
Step 00027100 L_out=0.140 Acc=0.90 ---188111.65 ms/batch
Step 00027150 L_out=0.057 Acc=0.83 ---210430.42 ms/batch
Step 00027200 L_out=0.097 Acc=0.79 ---232919.85 ms/batch
Step 00027250 L_out=0.052 Acc=0.86 ---255270.12 ms/batch
--------------------------------------------------------------------------------------------------------------2024.5.8 23:16 合并sp,sp_batch_size = 1000
Round 2 | ****EPOCH 0****
Step 00000050 L_out=0.221 Acc=0.35 ---60274.44 ms/batch
Step 00000100 L_out=0.963 Acc=0.07 ---106958.47 ms/batch
Step 00000150 L_out=0.020 Acc=0.44 ---153440.90 ms/batch
Step 00000200 L_out=0.201 Acc=0.66 ---200072.84 ms/batch
Step 00000250 L_out=0.426 Acc=0.66 ---246918.76 ms/batch
Step 00000300 L_out=0.076 Acc=0.78 ---293775.29 ms/batch
Step 00000350 L_out=0.452 Acc=0.34 ---340586.23 ms/batch
Step 00000400 L_out=0.460 Acc=0.14 ---387366.23 ms/batch
Step 00000450 L_out=0.362 Acc=0.25 ---433769.66 ms/batch
Step 00000500 L_out=0.418 Acc=0.53 ---480141.16 ms/batch
Step 00000550 L_out=0.314 Acc=0.32 ---525922.54 ms/batch
Step 00000600 L_out=0.275 Acc=0.36 ---572665.91 ms/batch
Step 00000650 L_out=0.356 Acc=0.34 ---619226.59 ms/batch
Round 2 | epoch=0, train costTime=635.147748708725, | total_activation_sum=6803907
Round 2 | epoch=1, current m_iou=0.14539619827561984
Round 2 | Best m_IoU is: 0.145, OA is: 0.362 | val costTime=182.3688998222351
Round 2 | ****EPOCH 1****
Step 00000700 L_out=0.507 Acc=0.24 ---18281.18 ms/batch
Step 00000750 L_out=0.242 Acc=0.57 ---46052.31 ms/batch
Step 00000800 L_out=0.213 Acc=0.48 ---73736.16 ms/batch
Step 00000850 L_out=0.560 Acc=0.53 ---101524.32 ms/batch
Step 00000900 L_out=0.165 Acc=0.26 ---129258.81 ms/batch
Step 00000950 L_out=0.046 Acc=0.43 ---157047.39 ms/batch
Step 00001000 L_out=0.356 Acc=0.34 ---185204.07 ms/batch
Step 00001050 L_out=0.468 Acc=0.71 ---213513.39 ms/batch
Step 00001100 L_out=0.137 Acc=0.34 ---241856.69 ms/batch
Step 00001150 L_out=0.255 Acc=0.42 ---269966.69 ms/batch
Step 00001200 L_out=0.387 Acc=0.44 ---298268.90 ms/batch
Step 00001250 L_out=0.069 Acc=0.45 ---326556.92 ms/batch
Step 00001300 L_out=0.386 Acc=0.18 ---354947.89 ms/batch
Round 2 | epoch=1, train costTime=373.76417875289917, | total_activation_sum=6011393
Round 2 | epoch=2, current m_iou=0.18884887763163796
Round 2 | Best m_IoU is: 0.189, OA is: 0.475 | val costTime=145.10441827774048
Round 2 | ****EPOCH 2****
Step 00001350 L_out=0.150 Acc=0.65 --- 9101.92 ms/batch
Step 00001400 L_out=0.223 Acc=0.31 ---37607.24 ms/batch
Step 00001450 L_out=0.084 Acc=0.26 ---65761.53 ms/batch
Step 00001500 L_out=0.213 Acc=0.46 ---93892.73 ms/batch
Step 00001550 L_out=0.057 Acc=0.50 ---121964.53 ms/batch
Step 00001600 L_out=0.281 Acc=0.66 ---150420.99 ms/batch
Step 00001650 L_out=0.086 Acc=0.64 ---178662.94 ms/batch
Step 00001700 L_out=0.201 Acc=0.60 ---206823.32 ms/batch
Step 00001750 L_out=0.349 Acc=0.38 ---235036.82 ms/batch
Step 00001800 L_out=0.018 Acc=0.40 ---263411.50 ms/batch
Step 00001850 L_out=0.325 Acc=0.38 ---291979.88 ms/batch
Step 00001900 L_out=0.227 Acc=0.54 ---320311.99 ms/batch
Step 00001950 L_out=0.758 Acc=0.56 ---348632.46 ms/batch
Step 00002000 L_out=0.249 Acc=0.47 ---376823.69 ms/batch
Round 2 | epoch=2, train costTime=377.4025592803955, | total_activation_sum=5897790
Round 2 | epoch=3, current m_iou=0.21253952181038177
Round 2 | Best m_IoU is: 0.213, OA is: 0.528 | val costTime=142.37237906455994
Round 2 | ****EPOCH 3****
Step 00002050 L_out=0.211 Acc=0.52 ---27669.43 ms/batch
Step 00002100 L_out=0.353 Acc=0.59 ---55913.19 ms/batch
Step 00002150 L_out=0.224 Acc=0.65 ---84255.92 ms/batch
Step 00002200 L_out=0.129 Acc=0.67 ---112376.62 ms/batch
Step 00002250 L_out=0.200 Acc=0.55 ---140759.46 ms/batch
Step 00002300 L_out=0.100 Acc=0.49 ---169112.31 ms/batch
Step 00002350 L_out=0.164 Acc=0.62 ---197054.09 ms/batch
Step 00002400 L_out=0.346 Acc=0.29 ---225537.29 ms/batch
Step 00002450 L_out=0.273 Acc=0.59 ---253758.26 ms/batch
Step 00002500 L_out=0.044 Acc=0.52 ---281987.33 ms/batch
Step 00002550 L_out=0.216 Acc=0.60 ---309942.81 ms/batch
Step 00002600 L_out=0.317 Acc=0.80 ---338138.68 ms/batch
Step 00002650 L_out=0.146 Acc=0.55 ---366631.51 ms/batch
Round 2 | epoch=3, train costTime=376.6803414821625, | total_activation_sum=5967643
Round 2 | epoch=4, current m_iou=0.18608832100232087
Round 2 | Best m_IoU is: 0.213, OA is: 0.528 | val costTime=138.84375858306885
Round 2 | ****EPOCH 4****
Step 00002700 L_out=0.285 Acc=0.57 ---17865.03 ms/batch
Step 00002750 L_out=0.018 Acc=0.45 ---45429.85 ms/batch
Step 00002800 L_out=0.125 Acc=0.33 ---73207.92 ms/batch
Step 00002850 L_out=0.371 Acc=0.29 ---100943.35 ms/batch
Step 00002900 L_out=0.110 Acc=0.62 ---128496.37 ms/batch
Step 00002950 L_out=0.147 Acc=0.50 ---156254.32 ms/batch
Step 00003000 L_out=0.181 Acc=0.52 ---183704.25 ms/batch
Step 00003050 L_out=0.079 Acc=0.30 ---211350.17 ms/batch
Step 00003100 L_out=0.132 Acc=0.48 ---239081.66 ms/batch
Step 00003150 L_out=0.007 Acc=0.77 ---266553.25 ms/batch
Step 00003200 L_out=0.110 Acc=0.50 ---294331.23 ms/batch
Step 00003250 L_out=0.583 Acc=0.67 ---322095.56 ms/batch
Step 00003300 L_out=0.108 Acc=0.50 ---350024.50 ms/batch
Round 2 | epoch=4, train costTime=369.761118888855, | total_activation_sum=6079827
Round 2 | epoch=5, current m_iou=0.2363336817405418
Round 2 | Best m_IoU is: 0.236, OA is: 0.533 | val costTime=143.23611164093018
Round 2 | ****EPOCH 5****
Step 00003350 L_out=0.194 Acc=0.38 --- 8608.46 ms/batch
Step 00003400 L_out=0.199 Acc=0.47 ---36889.09 ms/batch
Step 00003450 L_out=0.012 Acc=0.62 ---65140.26 ms/batch
Step 00003500 L_out=0.478 Acc=0.58 ---93352.43 ms/batch
Step 00003550 L_out=0.064 Acc=0.63 ---121422.13 ms/batch
Step 00003600 L_out=0.570 Acc=0.50 ---149573.29 ms/batch
Step 00003650 L_out=0.089 Acc=0.85 ---178032.73 ms/batch
Step 00003700 L_out=0.138 Acc=0.71 ---206297.08 ms/batch
Step 00003750 L_out=0.022 Acc=0.60 ---234429.12 ms/batch
Step 00003800 L_out=0.194 Acc=0.38 ---262652.41 ms/batch
Step 00003850 L_out=0.212 Acc=0.43 ---291028.57 ms/batch
Step 00003900 L_out=0.336 Acc=0.47 ---318997.37 ms/batch
Step 00003950 L_out=0.052 Acc=0.81 ---347236.79 ms/batch
Step 00004000 L_out=0.157 Acc=0.51 ---375155.85 ms/batch
Round 2 | epoch=5, train costTime=376.17260813713074, | total_activation_sum=5997731
Round 2 | epoch=6, current m_iou=0.32328649358560957
Round 2 | Best m_IoU is: 0.323, OA is: 0.602 | val costTime=143.40646958351135
Round 2 | ****EPOCH 6****
Step 00004050 L_out=0.028 Acc=0.62 ---26957.32 ms/batch
Step 00004100 L_out=0.093 Acc=0.75 ---55474.86 ms/batch
Step 00004150 L_out=0.194 Acc=0.50 ---83599.74 ms/batch
Step 00004200 L_out=0.086 Acc=0.56 ---111889.52 ms/batch
Step 00004250 L_out=0.073 Acc=0.73 ---140212.43 ms/batch
Step 00004300 L_out=0.138 Acc=0.48 ---168519.38 ms/batch
Step 00004350 L_out=0.224 Acc=0.55 ---196683.37 ms/batch
Step 00004400 L_out=0.260 Acc=0.54 ---224841.74 ms/batch
Step 00004450 L_out=0.048 Acc=0.78 ---252956.89 ms/batch
Step 00004500 L_out=0.395 Acc=0.60 ---281399.38 ms/batch
Step 00004550 L_out=0.203 Acc=0.68 ---309716.14 ms/batch
Step 00004600 L_out=0.081 Acc=0.73 ---337972.15 ms/batch
Step 00004650 L_out=0.128 Acc=0.68 ---366055.05 ms/batch
Round 2 | epoch=6, train costTime=376.764123916626, | total_activation_sum=6154164
Round 2 | epoch=7, current m_iou=0.3140024116209838
Round 2 | Best m_IoU is: 0.323, OA is: 0.602 | val costTime=142.41146421432495
Round 2 | ****EPOCH 7****
Step 00004700 L_out=0.061 Acc=0.60 ---17236.51 ms/batch
Step 00004750 L_out=0.043 Acc=0.55 ---45682.07 ms/batch
Step 00004800 L_out=0.410 Acc=0.71 ---74061.01 ms/batch
Step 00004850 L_out=0.045 Acc=0.62 ---102027.98 ms/batch
Step 00004900 L_out=0.273 Acc=0.68 ---130131.04 ms/batch
Step 00004950 L_out=0.399 Acc=0.46 ---158363.98 ms/batch
Step 00005000 L_out=0.311 Acc=0.57 ---186543.25 ms/batch
Step 00005050 L_out=0.053 Acc=0.52 ---214778.92 ms/batch
Step 00005100 L_out=0.468 Acc=0.58 ---242736.82 ms/batch
Step 00005150 L_out=0.317 Acc=0.33 ---270790.48 ms/batch
Step 00005200 L_out=0.483 Acc=0.71 ---299092.12 ms/batch
Step 00005250 L_out=0.052 Acc=0.78 ---327372.26 ms/batch
Step 00005300 L_out=0.109 Acc=0.77 ---355804.32 ms/batch
Round 2 | epoch=7, train costTime=375.9443726539612, | total_activation_sum=6061301
Round 2 | epoch=8, current m_iou=0.36454869004809154
Round 2 | Best m_IoU is: 0.365, OA is: 0.686 | val costTime=141.94639682769775
Round 2 | ****EPOCH 8****
Step 00005350 L_out=0.362 Acc=0.51 --- 7623.48 ms/batch
Step 00005400 L_out=0.163 Acc=0.68 ---35775.20 ms/batch
Step 00005450 L_out=0.245 Acc=0.74 ---64158.71 ms/batch
Step 00005500 L_out=0.090 Acc=0.46 ---92336.99 ms/batch
Step 00005550 L_out=0.123 Acc=0.53 ---120443.32 ms/batch
Step 00005600 L_out=0.107 Acc=0.58 ---149196.35 ms/batch
Step 00005650 L_out=0.108 Acc=0.65 ---177432.54 ms/batch
Step 00005700 L_out=0.224 Acc=0.62 ---205614.52 ms/batch
Step 00005750 L_out=0.098 Acc=0.47 ---233669.25 ms/batch
Step 00005800 L_out=0.142 Acc=0.73 ---261887.95 ms/batch
Step 00005850 L_out=0.168 Acc=0.60 ---290289.21 ms/batch
Step 00005900 L_out=0.061 Acc=0.75 ---318355.60 ms/batch
Step 00005950 L_out=0.104 Acc=0.60 ---346669.44 ms/batch
Step 00006000 L_out=0.187 Acc=0.49 ---374804.18 ms/batch
Round 2 | epoch=8, train costTime=376.51198530197144, | total_activation_sum=6015964
Round 2 | epoch=9, current m_iou=0.3770862313458545
Round 2 | Best m_IoU is: 0.377, OA is: 0.713 | val costTime=142.67932105064392
Round 2 | ****EPOCH 9****
Step 00006050 L_out=0.200 Acc=0.76 ---26546.44 ms/batch
Step 00006100 L_out=0.097 Acc=0.54 ---54793.78 ms/batch
Step 00006150 L_out=0.087 Acc=0.70 ---83076.52 ms/batch
Step 00006200 L_out=0.165 Acc=0.59 ---111394.57 ms/batch
Step 00006250 L_out=0.010 Acc=0.72 ---139413.45 ms/batch
Step 00006300 L_out=0.049 Acc=0.55 ---167432.14 ms/batch
Step 00006350 L_out=0.137 Acc=0.53 ---195465.28 ms/batch
Step 00006400 L_out=0.111 Acc=0.56 ---223774.28 ms/batch
Step 00006450 L_out=0.025 Acc=0.47 ---252100.39 ms/batch
Step 00006500 L_out=0.109 Acc=0.75 ---280530.61 ms/batch
Step 00006550 L_out=0.032 Acc=0.81 ---308785.08 ms/batch
Step 00006600 L_out=0.052 Acc=0.39 ---337025.00 ms/batch
Step 00006650 L_out=0.179 Acc=0.72 ---365519.19 ms/batch
Round 2 | epoch=9, train costTime=376.83227705955505, | total_activation_sum=5950575
Round 2 | epoch=10, current m_iou=0.4094132247173011
Round 2 | Best m_IoU is: 0.409, OA is: 0.746 | val costTime=143.09123420715332
Round 2 | ****EPOCH 10****
Step 00006700 L_out=0.064 Acc=0.86 ---17068.07 ms/batch
Step 00006750 L_out=0.037 Acc=0.84 ---45257.81 ms/batch
Step 00006800 L_out=0.015 Acc=0.64 ---73437.83 ms/batch
Step 00006850 L_out=0.142 Acc=0.71 ---113207.32 ms/batch
Step 00006900 L_out=0.268 Acc=0.70 ---156236.55 ms/batch
Step 00006950 L_out=0.059 Acc=0.66 ---197544.49 ms/batch
Step 00007000 L_out=0.061 Acc=0.77 ---239301.61 ms/batch
Step 00007050 L_out=0.097 Acc=0.82 ---282636.37 ms/batch
Step 00007100 L_out=0.021 Acc=0.80 ---324144.91 ms/batch
Step 00007150 L_out=0.035 Acc=0.63 ---364480.15 ms/batch
Step 00007200 L_out=0.064 Acc=0.74 ---404266.06 ms/batch
Step 00007250 L_out=0.242 Acc=0.71 ---444137.74 ms/batch
Step 00007300 L_out=0.173 Acc=0.53 ---486457.28 ms/batch
Round 2 | epoch=10, train costTime=517.6229968070984, | total_activation_sum=6101990
Round 2 | epoch=11, current m_iou=0.446744448575908
Round 2 | Best m_IoU is: 0.447, OA is: 0.767 | val costTime=173.7305567264557
Round 2 | ****EPOCH 11****
Step 00007350 L_out=0.103 Acc=0.75 ---11125.88 ms/batch
Step 00007400 L_out=0.042 Acc=0.71 ---54454.38 ms/batch
Step 00007450 L_out=0.124 Acc=0.78 ---95221.91 ms/batch
Step 00007500 L_out=0.089 Acc=0.76 ---137498.50 ms/batch
Step 00007550 L_out=0.064 Acc=0.79 ---179503.31 ms/batch
Step 00007600 L_out=0.143 Acc=0.70 ---220788.27 ms/batch
Step 00007650 L_out=0.025 Acc=0.80 ---262153.38 ms/batch
Step 00007700 L_out=0.142 Acc=0.78 ---302258.74 ms/batch
Step 00007750 L_out=0.171 Acc=0.59 ---344790.16 ms/batch
Step 00007800 L_out=0.158 Acc=0.65 ---387664.78 ms/batch
Step 00007850 L_out=0.105 Acc=0.79 ---429465.65 ms/batch
Step 00007900 L_out=0.113 Acc=0.77 ---470273.46 ms/batch
Step 00007950 L_out=0.043 Acc=0.67 ---507950.24 ms/batch
Step 00008000 L_out=0.074 Acc=0.74 ---536139.60 ms/batch
Round 2 | epoch=11, train costTime=538.1926317214966, | total_activation_sum=6113422
Round 2 | epoch=12, current m_iou=0.4688613332414831
Round 2 | Best m_IoU is: 0.469, OA is: 0.799 | val costTime=141.9730031490326
Round 2 | ****EPOCH 12****
Step 00008050 L_out=0.128 Acc=0.84 ---26054.18 ms/batch
Step 00008100 L_out=0.092 Acc=0.77 ---54408.85 ms/batch
Step 00008150 L_out=0.069 Acc=0.80 ---82493.69 ms/batch
Step 00008200 L_out=0.086 Acc=0.61 ---110735.02 ms/batch
Step 00008250 L_out=0.044 Acc=0.67 ---138990.33 ms/batch
Step 00008300 L_out=0.128 Acc=0.76 ---167399.30 ms/batch
Step 00008350 L_out=0.114 Acc=0.56 ---195563.46 ms/batch
Step 00008400 L_out=0.128 Acc=0.76 ---223802.19 ms/batch
Step 00008450 L_out=0.068 Acc=0.70 ---251900.05 ms/batch
Step 00008500 L_out=0.071 Acc=0.82 ---280263.14 ms/batch
Step 00008550 L_out=0.106 Acc=0.87 ---308570.01 ms/batch
Step 00008600 L_out=0.087 Acc=0.63 ---336588.69 ms/batch
Step 00008650 L_out=0.050 Acc=0.78 ---364803.48 ms/batch
Round 2 | epoch=12, train costTime=376.6078751087189, | total_activation_sum=5923503
Round 2 | epoch=13, current m_iou=0.471720146834626
Round 2 | Best m_IoU is: 0.472, OA is: 0.796 | val costTime=143.09914088249207
Round 2 | ****EPOCH 13****
Step 00008700 L_out=0.017 Acc=0.71 ---16282.26 ms/batch
Step 00008750 L_out=0.183 Acc=0.82 ---44557.22 ms/batch
Step 00008800 L_out=0.275 Acc=0.63 ---73075.05 ms/batch
Step 00008850 L_out=0.342 Acc=0.66 ---101532.31 ms/batch
Step 00008900 L_out=0.098 Acc=0.79 ---129745.10 ms/batch
Step 00008950 L_out=0.111 Acc=0.69 ---157981.44 ms/batch
Step 00009000 L_out=0.085 Acc=0.73 ---186291.51 ms/batch
Step 00009050 L_out=0.122 Acc=0.82 ---214592.04 ms/batch
Step 00009100 L_out=0.040 Acc=0.80 ---242888.28 ms/batch
Step 00009150 L_out=0.088 Acc=0.77 ---271123.48 ms/batch
Step 00009200 L_out=0.042 Acc=0.76 ---299397.08 ms/batch
Step 00009250 L_out=0.049 Acc=0.80 ---327666.95 ms/batch
Step 00009300 L_out=0.050 Acc=0.75 ---355944.35 ms/batch
Round 2 | epoch=13, train costTime=377.1814510822296, | total_activation_sum=6055560
Round 2 | epoch=14, current m_iou=0.4941475078897783
Round 2 | Best m_IoU is: 0.494, OA is: 0.802 | val costTime=143.8391671180725
Round 2 | ****EPOCH 14****
Step 00009350 L_out=0.199 Acc=0.67 --- 6721.10 ms/batch
Step 00009400 L_out=0.075 Acc=0.85 ---35090.78 ms/batch
Step 00009450 L_out=0.072 Acc=0.73 ---63340.03 ms/batch
Step 00009500 L_out=0.057 Acc=0.82 ---91536.48 ms/batch
Step 00009550 L_out=0.041 Acc=0.78 ---119596.51 ms/batch
Step 00009600 L_out=0.044 Acc=0.74 ---148036.55 ms/batch
Step 00009650 L_out=0.080 Acc=0.77 ---176265.89 ms/batch
Step 00009700 L_out=0.152 Acc=0.67 ---204212.04 ms/batch
Step 00009750 L_out=0.138 Acc=0.64 ---232103.42 ms/batch
Step 00009800 L_out=0.113 Acc=0.78 ---260131.64 ms/batch
Step 00009850 L_out=0.058 Acc=0.67 ---288135.76 ms/batch
Step 00009900 L_out=0.055 Acc=0.77 ---316419.39 ms/batch
Step 00009950 L_out=0.065 Acc=0.88 ---344764.59 ms/batch
Step 00010000 L_out=0.072 Acc=0.72 ---372936.03 ms/batch
Round 2 | epoch=14, train costTime=375.79379534721375, | total_activation_sum=6160861
Round 2 | epoch=15, current m_iou=0.5030972359268663
Round 2 | Best m_IoU is: 0.503, OA is: 0.804 | val costTime=143.01969623565674
Round 2 | ****EPOCH 15****
Step 00010050 L_out=0.652 Acc=0.55 ---25226.41 ms/batch
Step 00010100 L_out=0.040 Acc=0.87 ---53831.11 ms/batch
Step 00010150 L_out=0.098 Acc=0.58 ---82018.42 ms/batch
Step 00010200 L_out=0.116 Acc=0.84 ---110250.29 ms/batch
Step 00010250 L_out=0.111 Acc=0.83 ---138573.75 ms/batch
Step 00010300 L_out=0.028 Acc=0.83 ---166866.33 ms/batch
Step 00010350 L_out=0.069 Acc=0.62 ---195162.31 ms/batch
Step 00010400 L_out=0.045 Acc=0.57 ---223341.53 ms/batch
Step 00010450 L_out=0.263 Acc=0.69 ---251929.42 ms/batch
Step 00010500 L_out=0.094 Acc=0.71 ---280162.53 ms/batch
Step 00010550 L_out=0.122 Acc=0.82 ---308360.05 ms/batch
Step 00010600 L_out=0.137 Acc=0.74 ---336629.15 ms/batch
Step 00010650 L_out=0.098 Acc=0.87 ---365145.01 ms/batch
Round 2 | epoch=15, train costTime=377.478640794754, | total_activation_sum=5981438
Round 2 | epoch=16, current m_iou=0.5015477366531969
Round 2 | Best m_IoU is: 0.503, OA is: 0.804 | val costTime=145.61866736412048
Round 2 | ****EPOCH 16****
Step 00010700 L_out=0.168 Acc=0.83 ---15936.36 ms/batch
Step 00010750 L_out=0.106 Acc=0.93 ---44313.83 ms/batch
Step 00010800 L_out=0.115 Acc=0.73 ---72505.91 ms/batch
Step 00010850 L_out=0.155 Acc=0.63 ---100811.96 ms/batch
Step 00010900 L_out=0.084 Acc=0.79 ---129149.15 ms/batch
Step 00010950 L_out=0.022 Acc=0.81 ---157729.40 ms/batch
Step 00011000 L_out=0.181 Acc=0.88 ---185812.94 ms/batch
Step 00011050 L_out=0.067 Acc=0.77 ---213921.40 ms/batch
Step 00011100 L_out=0.052 Acc=0.66 ---242175.51 ms/batch
Step 00011150 L_out=0.015 Acc=0.74 ---270689.12 ms/batch
Step 00011200 L_out=0.176 Acc=0.83 ---298795.25 ms/batch
Step 00011250 L_out=0.071 Acc=0.65 ---327009.91 ms/batch
Step 00011300 L_out=0.054 Acc=0.86 ---355364.37 ms/batch
Round 2 | epoch=16, train costTime=377.48669695854187, | total_activation_sum=6091127
Round 2 | epoch=17, current m_iou=0.5003121206037027
Round 2 | Best m_IoU is: 0.503, OA is: 0.804 | val costTime=143.90261673927307
Round 2 | ****EPOCH 17****
Step 00011350 L_out=0.050 Acc=0.80 --- 6318.84 ms/batch
Step 00011400 L_out=0.072 Acc=0.83 ---34181.72 ms/batch
Step 00011450 L_out=0.112 Acc=0.71 ---62936.49 ms/batch
Step 00011500 L_out=0.242 Acc=0.75 ---91280.87 ms/batch
Step 00011550 L_out=0.067 Acc=0.73 ---119415.47 ms/batch
Step 00011600 L_out=0.285 Acc=0.71 ---147500.19 ms/batch
Step 00011650 L_out=0.022 Acc=0.78 ---175855.64 ms/batch
Step 00011700 L_out=0.111 Acc=0.81 ---204193.85 ms/batch
Step 00011750 L_out=0.104 Acc=0.87 ---232322.67 ms/batch
Step 00011800 L_out=0.081 Acc=0.58 ---260410.44 ms/batch
Step 00011850 L_out=0.035 Acc=0.90 ---288554.50 ms/batch
Step 00011900 L_out=0.165 Acc=0.83 ---316598.89 ms/batch
Step 00011950 L_out=0.016 Acc=0.86 ---344763.28 ms/batch
Step 00012000 L_out=0.132 Acc=0.76 ---373057.55 ms/batch
Round 2 | epoch=17, train costTime=376.4604477882385, | total_activation_sum=6172757
Round 2 | epoch=18, current m_iou=0.5198927388690637
Round 2 | Best m_IoU is: 0.520, OA is: 0.842 | val costTime=143.17112565040588
Round 2 | ****EPOCH 18****
Step 00012050 L_out=0.056 Acc=0.87 ---24680.05 ms/batch
Step 00012100 L_out=0.047 Acc=0.75 ---52836.36 ms/batch
Step 00012150 L_out=0.077 Acc=0.70 ---81136.98 ms/batch
Step 00012200 L_out=0.253 Acc=0.73 ---109375.72 ms/batch
Step 00012250 L_out=0.096 Acc=0.79 ---137824.96 ms/batch
Step 00012300 L_out=0.020 Acc=0.85 ---165944.37 ms/batch
Step 00012350 L_out=0.129 Acc=0.79 ---194158.71 ms/batch
Step 00012400 L_out=0.045 Acc=0.81 ---222378.53 ms/batch
Step 00012450 L_out=0.090 Acc=0.62 ---250591.33 ms/batch
Step 00012500 L_out=0.055 Acc=0.83 ---278605.20 ms/batch
Step 00012550 L_out=0.053 Acc=0.77 ---306846.54 ms/batch
Step 00012600 L_out=0.255 Acc=0.81 ---334863.95 ms/batch
Step 00012650 L_out=0.130 Acc=0.84 ---363148.48 ms/batch
Round 2 | epoch=18, train costTime=376.19432973861694, | total_activation_sum=6002783
Round 2 | epoch=19, current m_iou=0.4954126764004272
Round 2 | Best m_IoU is: 0.520, OA is: 0.842 | val costTime=143.98738503456116
Round 2 | ****EPOCH 19****
Step 00012700 L_out=0.037 Acc=0.82 ---15305.27 ms/batch
Step 00012750 L_out=0.112 Acc=0.76 ---43522.96 ms/batch
Step 00012800 L_out=0.050 Acc=0.83 ---71782.62 ms/batch
Step 00012850 L_out=0.027 Acc=0.72 ---100277.99 ms/batch
Step 00012900 L_out=0.058 Acc=0.80 ---128390.65 ms/batch
Step 00012950 L_out=0.045 Acc=0.71 ---156448.77 ms/batch
Step 00013000 L_out=0.221 Acc=0.72 ---184553.20 ms/batch
Step 00013050 L_out=0.125 Acc=0.67 ---212598.31 ms/batch
Step 00013100 L_out=0.063 Acc=0.78 ---239919.70 ms/batch
Step 00013150 L_out=0.007 Acc=0.87 ---262135.20 ms/batch
Step 00013200 L_out=0.032 Acc=0.89 ---284383.33 ms/batch
Step 00013250 L_out=0.060 Acc=0.63 ---306667.05 ms/batch
Step 00013300 L_out=0.048 Acc=0.80 ---328953.83 ms/batch
Round 2 | epoch=19, train costTime=346.95038175582886, | total_activation_sum=5972988
Round 2 | epoch=20, current m_iou=0.5238266029539079
Round 2 | Best m_IoU is: 0.524, OA is: 0.856 | val costTime=120.26770162582397
Round 2 | ****EPOCH 20****
Step 00013350 L_out=0.186 Acc=0.93 --- 4518.71 ms/batch
Step 00013400 L_out=0.009 Acc=0.90 ---26691.91 ms/batch
Step 00013450 L_out=0.019 Acc=0.81 ---48807.77 ms/batch
Step 00013500 L_out=0.211 Acc=0.64 ---70965.44 ms/batch
Step 00013550 L_out=0.043 Acc=0.74 ---93207.28 ms/batch
Step 00013600 L_out=0.021 Acc=0.72 ---115510.03 ms/batch
Step 00013650 L_out=0.010 Acc=0.92 ---137678.34 ms/batch
Step 00013700 L_out=0.033 Acc=0.81 ---159738.47 ms/batch
Step 00013750 L_out=0.036 Acc=0.84 ---182018.38 ms/batch
Step 00013800 L_out=0.036 Acc=0.77 ---204393.74 ms/batch
Step 00013850 L_out=0.113 Acc=0.86 ---226711.52 ms/batch
Step 00013900 L_out=0.045 Acc=0.82 ---248960.02 ms/batch
Step 00013950 L_out=0.230 Acc=0.75 ---271176.67 ms/batch
Step 00014000 L_out=0.024 Acc=0.70 ---293406.89 ms/batch
Round 2 | epoch=20, train costTime=296.5098023414612, | total_activation_sum=6027467
Round 2 | epoch=21, current m_iou=0.5131919955299509
Round 2 | Best m_IoU is: 0.524, OA is: 0.856 | val costTime=121.16067290306091
Round 2 | ****EPOCH 21****
Step 00014050 L_out=0.008 Acc=0.87 ---19159.67 ms/batch
Step 00014100 L_out=0.028 Acc=0.72 ---41775.67 ms/batch
Step 00014150 L_out=0.050 Acc=0.80 ---63951.51 ms/batch
Step 00014200 L_out=0.062 Acc=0.80 ---85992.91 ms/batch
Step 00014250 L_out=0.065 Acc=0.87 ---108151.99 ms/batch
Step 00014300 L_out=0.044 Acc=0.87 ---130567.99 ms/batch
Step 00014350 L_out=0.108 Acc=0.74 ---152983.53 ms/batch
Step 00014400 L_out=0.073 Acc=0.77 ---175129.87 ms/batch
Step 00014450 L_out=0.095 Acc=0.74 ---197751.58 ms/batch
Step 00014500 L_out=0.032 Acc=0.80 ---220096.48 ms/batch
Step 00014550 L_out=0.074 Acc=0.90 ---242392.22 ms/batch
Step 00014600 L_out=0.099 Acc=0.91 ---266019.21 ms/batch
Step 00014650 L_out=0.049 Acc=0.85 ---289877.77 ms/batch
Round 2 | epoch=21, train costTime=300.6136689186096, | total_activation_sum=6046968
Round 2 | epoch=22, current m_iou=0.5394991783319036
Round 2 | Best m_IoU is: 0.539, OA is: 0.860 | val costTime=121.63260269165039
Round 2 | ****EPOCH 22****
Step 00014700 L_out=0.028 Acc=0.84 ---13087.92 ms/batch
Step 00014750 L_out=0.031 Acc=0.85 ---35412.42 ms/batch
Step 00014800 L_out=0.022 Acc=0.88 ---57665.42 ms/batch
Step 00014850 L_out=0.045 Acc=0.82 ---84229.30 ms/batch
Step 00014900 L_out=0.119 Acc=0.84 ---109979.57 ms/batch
Step 00014950 L_out=0.087 Acc=0.71 ---132609.84 ms/batch
Step 00015000 L_out=0.099 Acc=0.80 ---155091.98 ms/batch
Step 00015050 L_out=0.092 Acc=0.82 ---177281.21 ms/batch
Step 00015100 L_out=0.045 Acc=0.87 ---199673.05 ms/batch
Step 00015150 L_out=0.021 Acc=0.83 ---221693.41 ms/batch
Step 00015200 L_out=0.077 Acc=0.80 ---243822.46 ms/batch
Step 00015250 L_out=0.046 Acc=0.80 ---265972.46 ms/batch
Step 00015300 L_out=0.072 Acc=0.88 ---288120.44 ms/batch
Round 2 | epoch=22, train costTime=306.48072600364685, | total_activation_sum=6125917
Round 2 | epoch=23, current m_iou=0.5274251754037891
Round 2 | Best m_IoU is: 0.539, OA is: 0.860 | val costTime=120.88670563697815
Round 2 | ****EPOCH 23****
Step 00015350 L_out=0.053 Acc=0.79 --- 4000.02 ms/batch
Step 00015400 L_out=0.038 Acc=0.77 ---26168.97 ms/batch
Step 00015450 L_out=0.216 Acc=0.82 ---48391.91 ms/batch
Step 00015500 L_out=0.122 Acc=0.78 ---70780.55 ms/batch
Step 00015550 L_out=0.057 Acc=0.85 ---92962.42 ms/batch
Step 00015600 L_out=0.049 Acc=0.67 ---115144.05 ms/batch
Step 00015650 L_out=0.167 Acc=0.86 ---137292.28 ms/batch
Step 00015700 L_out=0.070 Acc=0.85 ---159642.33 ms/batch
Step 00015750 L_out=0.126 Acc=0.78 ---181943.33 ms/batch
Step 00015800 L_out=0.118 Acc=0.82 ---204263.72 ms/batch
Step 00015850 L_out=0.050 Acc=0.79 ---226601.83 ms/batch
Step 00015900 L_out=0.065 Acc=0.73 ---249025.13 ms/batch
Step 00015950 L_out=0.040 Acc=0.75 ---271333.52 ms/batch
Step 00016000 L_out=0.119 Acc=0.91 ---293405.65 ms/batch
Round 2 | epoch=23, train costTime=297.0023534297943, | total_activation_sum=6096626
Round 2 | epoch=24, current m_iou=0.5454454501058008
Round 2 | Best m_IoU is: 0.545, OA is: 0.864 | val costTime=120.72169256210327
Round 2 | ****EPOCH 24****
Step 00016050 L_out=0.168 Acc=0.73 ---18709.12 ms/batch
Step 00016100 L_out=0.017 Acc=0.76 ---41141.47 ms/batch
Step 00016150 L_out=0.035 Acc=0.78 ---63216.72 ms/batch
Step 00016200 L_out=0.053 Acc=0.81 ---85219.22 ms/batch
Step 00016250 L_out=0.011 Acc=0.75 ---107462.50 ms/batch
Step 00016300 L_out=0.042 Acc=0.74 ---129679.63 ms/batch
Step 00016350 L_out=0.062 Acc=0.66 ---151864.33 ms/batch
Step 00016400 L_out=0.025 Acc=0.87 ---174143.58 ms/batch
Step 00016450 L_out=0.038 Acc=0.74 ---196538.09 ms/batch
Step 00016500 L_out=0.118 Acc=0.71 ---218867.13 ms/batch
Step 00016550 L_out=0.072 Acc=0.78 ---241210.17 ms/batch
Step 00016600 L_out=0.004 Acc=0.83 ---263627.38 ms/batch
Step 00016650 L_out=0.055 Acc=0.88 ---285980.41 ms/batch
Round 2 | epoch=24, train costTime=296.96579480171204, | total_activation_sum=6025610
Round 2 | epoch=25, current m_iou=0.5463307743089737
Round 2 | Best m_IoU is: 0.546, OA is: 0.859 | val costTime=119.93390345573425
Round 2 | ****EPOCH 25****
Step 00016700 L_out=0.034 Acc=0.70 ---11089.14 ms/batch
Step 00016750 L_out=0.009 Acc=0.68 ---33390.33 ms/batch
Step 00016800 L_out=0.108 Acc=0.70 ---55625.30 ms/batch
Step 00016850 L_out=0.025 Acc=0.91 ---77720.02 ms/batch
Step 00016900 L_out=0.062 Acc=0.81 ---100129.37 ms/batch
Step 00016950 L_out=0.128 Acc=0.71 ---122435.46 ms/batch
Step 00017000 L_out=0.036 Acc=0.85 ---144630.68 ms/batch
Step 00017050 L_out=0.021 Acc=0.87 ---166833.33 ms/batch
Step 00017100 L_out=0.053 Acc=0.82 ---189220.12 ms/batch
Step 00017150 L_out=0.214 Acc=0.61 ---211385.65 ms/batch
Step 00017200 L_out=0.091 Acc=0.83 ---233598.08 ms/batch
Step 00017250 L_out=0.027 Acc=0.84 ---255724.18 ms/batch
Step 00017300 L_out=0.105 Acc=0.83 ---277959.81 ms/batch
Round 2 | epoch=25, train costTime=296.70604181289673, | total_activation_sum=5962990
Round 2 | epoch=26, current m_iou=0.5518715323949135
Round 2 | Best m_IoU is: 0.552, OA is: 0.860 | val costTime=120.73803281784058
Round 2 | ****EPOCH 26****
Step 00017350 L_out=0.012 Acc=0.77 --- 3523.95 ms/batch
Step 00017400 L_out=0.078 Acc=0.82 ---25599.78 ms/batch
Step 00017450 L_out=0.033 Acc=0.82 ---47666.50 ms/batch
Step 00017500 L_out=0.117 Acc=0.78 ---69704.50 ms/batch
Step 00017550 L_out=0.042 Acc=0.73 ---91929.11 ms/batch
Step 00017600 L_out=0.055 Acc=0.80 ---114413.43 ms/batch
Step 00017650 L_out=0.116 Acc=0.70 ---136554.30 ms/batch
Step 00017700 L_out=0.099 Acc=0.78 ---158763.66 ms/batch
Step 00017750 L_out=0.056 Acc=0.77 ---181007.86 ms/batch
Step 00017800 L_out=0.015 Acc=0.87 ---203250.35 ms/batch
Step 00017850 L_out=0.011 Acc=0.67 ---225359.88 ms/batch
Step 00017900 L_out=0.065 Acc=0.64 ---247536.30 ms/batch
Step 00017950 L_out=0.174 Acc=0.90 ---269749.38 ms/batch
Step 00018000 L_out=0.027 Acc=0.85 ---291951.47 ms/batch
Round 2 | epoch=26, train costTime=296.0210247039795, | total_activation_sum=5996892
Round 2 | epoch=27, current m_iou=0.5475400704457966
Round 2 | Best m_IoU is: 0.552, OA is: 0.860 | val costTime=120.07085490226746
Round 2 | ****EPOCH 27****
Step 00018050 L_out=0.103 Acc=0.68 ---18322.20 ms/batch
Step 00018100 L_out=0.075 Acc=0.85 ---40497.86 ms/batch
Step 00018150 L_out=0.067 Acc=0.80 ---62791.35 ms/batch
Step 00018200 L_out=0.128 Acc=0.80 ---85029.98 ms/batch
Step 00018250 L_out=0.022 Acc=0.91 ---107185.01 ms/batch
Step 00018300 L_out=0.117 Acc=0.89 ---129407.43 ms/batch
Step 00018350 L_out=0.047 Acc=0.93 ---151585.07 ms/batch
Step 00018400 L_out=0.006 Acc=0.74 ---173936.89 ms/batch
Step 00018450 L_out=0.035 Acc=0.84 ---196163.31 ms/batch
Step 00018500 L_out=0.082 Acc=0.80 ---218315.55 ms/batch
Step 00018550 L_out=0.056 Acc=0.83 ---240586.08 ms/batch
Step 00018600 L_out=0.096 Acc=0.87 ---262911.22 ms/batch
Step 00018650 L_out=0.042 Acc=0.79 ---285157.73 ms/batch
Round 2 | epoch=27, train costTime=296.76348543167114, | total_activation_sum=6158078
Round 2 | epoch=28, current m_iou=0.5579646366766264
Round 2 | Best m_IoU is: 0.558, OA is: 0.862 | val costTime=120.34501457214355
Round 2 | ****EPOCH 28****
Step 00018700 L_out=0.033 Acc=0.82 ---10674.78 ms/batch
Step 00018750 L_out=0.046 Acc=0.88 ---32882.52 ms/batch
Step 00018800 L_out=0.112 Acc=0.80 ---55225.65 ms/batch
Step 00018850 L_out=0.015 Acc=0.84 ---77562.13 ms/batch
Step 00018900 L_out=0.040 Acc=0.85 ---99775.70 ms/batch
Step 00018950 L_out=0.039 Acc=0.86 ---122080.85 ms/batch
Step 00019000 L_out=0.012 Acc=0.91 ---144523.26 ms/batch
Step 00019050 L_out=0.251 Acc=0.85 ---166755.09 ms/batch
Step 00019100 L_out=0.174 Acc=0.68 ---188841.65 ms/batch
Step 00019150 L_out=0.038 Acc=0.69 ---211129.13 ms/batch
Step 00019200 L_out=0.043 Acc=0.87 ---233184.46 ms/batch
Step 00019250 L_out=0.006 Acc=0.84 ---255417.51 ms/batch
Step 00019300 L_out=0.075 Acc=0.87 ---277538.24 ms/batch
Round 2 | epoch=28, train costTime=296.7374680042267, | total_activation_sum=5978719
Round 2 | epoch=29, current m_iou=0.5703654028824133
Round 2 | Best m_IoU is: 0.570, OA is: 0.871 | val costTime=120.74607110023499
Round 2 | ****EPOCH 29****
Step 00019350 L_out=0.074 Acc=0.71 --- 3179.92 ms/batch
Step 00019400 L_out=0.029 Acc=0.88 ---25437.54 ms/batch
Step 00019450 L_out=0.051 Acc=0.75 ---47481.04 ms/batch
Step 00019500 L_out=0.058 Acc=0.86 ---69667.57 ms/batch
Step 00019550 L_out=0.027 Acc=0.84 ---91870.37 ms/batch
Step 00019600 L_out=0.019 Acc=0.75 ---114168.38 ms/batch
Step 00019650 L_out=0.046 Acc=0.87 ---136372.00 ms/batch
Step 00019700 L_out=0.083 Acc=0.73 ---158502.56 ms/batch
Step 00019750 L_out=0.074 Acc=0.87 ---180767.88 ms/batch
Step 00019800 L_out=0.184 Acc=0.77 ---202992.24 ms/batch
Step 00019850 L_out=0.128 Acc=0.71 ---225254.74 ms/batch
Step 00019900 L_out=0.083 Acc=0.85 ---247501.43 ms/batch
Step 00019950 L_out=0.068 Acc=0.80 ---269737.82 ms/batch
Step 00020000 L_out=0.050 Acc=0.89 ---292082.10 ms/batch
Round 2 | epoch=29, train costTime=296.4848804473877, | total_activation_sum=6036277
Round 2 | epoch=30, current m_iou=0.5645270681766981
Round 2 | Best m_IoU is: 0.570, OA is: 0.871 | val costTime=121.15733170509338
Round 2 | ****EPOCH 30****
Round 3 | ****EPOCH 0****
Step 00020050 L_out=1.375 Acc=0.64 ---19598.42 ms/batch
Step 00020100 L_out=0.251 Acc=0.68 ---43770.13 ms/batch
Step 00020150 L_out=0.319 Acc=0.70 ---67847.61 ms/batch
Step 00020200 L_out=0.724 Acc=0.59 ---92193.70 ms/batch
Step 00020250 L_out=0.301 Acc=0.85 ---116339.70 ms/batch
Step 00020300 L_out=0.525 Acc=0.59 ---140563.48 ms/batch
Step 00020350 L_out=0.742 Acc=0.64 ---164904.00 ms/batch
Step 00020400 L_out=0.421 Acc=0.46 ---189479.62 ms/batch
Step 00020450 L_out=0.700 Acc=0.70 ---213761.67 ms/batch
Step 00020500 L_out=0.982 Acc=0.68 ---238127.81 ms/batch
Step 00020550 L_out=0.233 Acc=0.69 ---262551.73 ms/batch
Step 00020600 L_out=0.424 Acc=0.81 ---286825.29 ms/batch
Step 00020650 L_out=0.413 Acc=0.69 ---311291.76 ms/batch
Round 3 | epoch=0, train costTime=324.38065671920776, | total_activation_sum=12565823
Round 3 | epoch=1, current m_iou=0.43409963554978165
Round 3 | Best m_IoU is: 0.434, OA is: 0.755 | val costTime=118.4758837223053
Round 3 | ****EPOCH 1****
Step 00020700 L_out=0.168 Acc=0.75 ---11110.74 ms/batch
Step 00020750 L_out=0.180 Acc=0.78 ---35443.53 ms/batch
Step 00020800 L_out=0.403 Acc=0.53 ---59663.49 ms/batch
Step 00020850 L_out=0.089 Acc=0.79 ---83666.49 ms/batch
Step 00020900 L_out=0.171 Acc=0.43 ---107904.12 ms/batch
Step 00020950 L_out=0.064 Acc=0.79 ---132201.31 ms/batch
Step 00021000 L_out=0.304 Acc=0.78 ---156472.61 ms/batch
Step 00021050 L_out=0.234 Acc=0.80 ---180713.15 ms/batch
Step 00021100 L_out=0.402 Acc=0.38 ---205053.91 ms/batch
Step 00021150 L_out=0.325 Acc=0.86 ---229360.22 ms/batch
Step 00021200 L_out=0.262 Acc=0.70 ---253422.73 ms/batch
Step 00021250 L_out=0.479 Acc=0.57 ---277432.63 ms/batch
Step 00021300 L_out=0.578 Acc=0.57 ---301548.56 ms/batch
Round 3 | epoch=1, train costTime=322.8199634552002, | total_activation_sum=12494840
Round 3 | epoch=2, current m_iou=0.4748870519311884
Round 3 | Best m_IoU is: 0.475, OA is: 0.807 | val costTime=118.65527653694153
Round 3 | ****EPOCH 2****
Step 00021350 L_out=0.373 Acc=0.74 --- 2946.37 ms/batch
Step 00021400 L_out=0.288 Acc=0.74 ---27049.10 ms/batch
Step 00021450 L_out=0.430 Acc=0.79 ---51272.50 ms/batch
Step 00021500 L_out=0.363 Acc=0.76 ---75480.58 ms/batch
Step 00021550 L_out=0.108 Acc=0.88 ---99636.65 ms/batch
Step 00021600 L_out=0.186 Acc=0.69 ---123866.92 ms/batch
Step 00021650 L_out=0.295 Acc=0.74 ---148069.07 ms/batch
Step 00021700 L_out=0.583 Acc=0.79 ---172260.09 ms/batch
Step 00021750 L_out=0.228 Acc=0.61 ---196593.23 ms/batch
Step 00021800 L_out=0.254 Acc=0.80 ---220757.06 ms/batch
Step 00021850 L_out=0.544 Acc=0.70 ---244902.11 ms/batch
Step 00021900 L_out=0.261 Acc=0.58 ---269042.34 ms/batch
Step 00021950 L_out=0.311 Acc=0.66 ---293227.75 ms/batch
Step 00022000 L_out=0.445 Acc=0.84 ---317326.73 ms/batch
Round 3 | epoch=2, train costTime=322.65997409820557, | total_activation_sum=12619114
Round 3 | epoch=3, current m_iou=0.4813816727082154
Round 3 | Best m_IoU is: 0.481, OA is: 0.801 | val costTime=118.41250014305115
Round 3 | ****EPOCH 3****
Step 00022050 L_out=0.074 Acc=0.43 ---18750.36 ms/batch
Step 00022100 L_out=0.428 Acc=0.78 ---42745.95 ms/batch
Step 00022150 L_out=0.215 Acc=0.65 ---66908.38 ms/batch
Step 00022200 L_out=0.340 Acc=0.78 ---91013.50 ms/batch
Step 00022250 L_out=0.114 Acc=0.85 ---115196.36 ms/batch
Step 00022300 L_out=0.098 Acc=0.77 ---139453.46 ms/batch
Step 00022350 L_out=0.109 Acc=0.82 ---163788.10 ms/batch
Step 00022400 L_out=0.191 Acc=0.88 ---187945.22 ms/batch
Step 00022450 L_out=0.398 Acc=0.61 ---212290.70 ms/batch
Step 00022500 L_out=0.236 Acc=0.79 ---236564.16 ms/batch
Step 00022550 L_out=0.102 Acc=0.64 ---260587.12 ms/batch
Step 00022600 L_out=0.237 Acc=0.86 ---284752.99 ms/batch
Step 00022650 L_out=0.135 Acc=0.68 ---308971.92 ms/batch
Round 3 | epoch=3, train costTime=322.44053387641907, | total_activation_sum=12474639
Round 3 | epoch=4, current m_iou=0.5747064837238732
Round 3 | Best m_IoU is: 0.575, OA is: 0.874 | val costTime=118.40965676307678
Round 3 | ****EPOCH 4****
Step 00022700 L_out=0.063 Acc=0.86 ---10750.92 ms/batch
Step 00022750 L_out=0.622 Acc=0.79 ---34956.27 ms/batch
Step 00022800 L_out=0.470 Acc=0.83 ---59112.13 ms/batch
Step 00022850 L_out=0.793 Acc=0.85 ---83400.39 ms/batch
Step 00022900 L_out=0.120 Acc=0.79 ---107645.72 ms/batch
Step 00022950 L_out=0.187 Acc=0.87 ---131368.04 ms/batch
Step 00023000 L_out=0.280 Acc=0.73 ---153580.41 ms/batch
Step 00023050 L_out=0.506 Acc=0.82 ---177785.91 ms/batch
Step 00023100 L_out=0.194 Acc=0.86 ---201840.24 ms/batch
Step 00023150 L_out=0.140 Acc=0.81 ---224186.08 ms/batch
Step 00023200 L_out=0.219 Acc=0.72 ---246437.35 ms/batch
Step 00023250 L_out=0.195 Acc=0.89 ---268597.46 ms/batch
Step 00023300 L_out=0.231 Acc=0.85 ---290908.90 ms/batch
Round 3 | epoch=4, train costTime=310.93229961395264, | total_activation_sum=12720614
Round 3 | epoch=5, current m_iou=0.5518319451003622
Round 3 | Best m_IoU is: 0.575, OA is: 0.874 | val costTime=118.96979117393494
Round 3 | ****EPOCH 5****
Step 00023350 L_out=0.365 Acc=0.81 --- 2303.26 ms/batch
Step 00023400 L_out=0.099 Acc=0.81 ---24627.10 ms/batch
Step 00023450 L_out=0.239 Acc=0.39 ---46901.23 ms/batch
Step 00023500 L_out=0.098 Acc=0.86 ---69224.23 ms/batch
Step 00023550 L_out=0.149 Acc=0.86 ---91375.35 ms/batch
Step 00023600 L_out=0.215 Acc=0.77 ---113812.60 ms/batch
Step 00023650 L_out=0.147 Acc=0.63 ---136264.43 ms/batch
Step 00023700 L_out=0.247 Acc=0.77 ---158398.36 ms/batch
Step 00023750 L_out=0.063 Acc=0.84 ---180723.57 ms/batch
Step 00023800 L_out=0.130 Acc=0.79 ---203007.20 ms/batch
Step 00023850 L_out=0.535 Acc=0.76 ---225156.85 ms/batch
Step 00023900 L_out=0.338 Acc=0.67 ---247289.76 ms/batch
Step 00023950 L_out=0.130 Acc=0.70 ---269494.24 ms/batch
Step 00024000 L_out=0.081 Acc=0.81 ---291714.49 ms/batch
Round 3 | epoch=5, train costTime=297.0561947822571, | total_activation_sum=12628455
Round 3 | epoch=6, current m_iou=0.5557954468149215
Round 3 | Best m_IoU is: 0.575, OA is: 0.874 | val costTime=118.38288474082947
Round 3 | ****EPOCH 6****
Step 00024050 L_out=0.562 Acc=0.81 ---16983.69 ms/batch
Step 00024100 L_out=0.340 Acc=0.75 ---39228.22 ms/batch
Step 00024150 L_out=0.260 Acc=0.83 ---61417.69 ms/batch
Step 00024200 L_out=0.358 Acc=0.75 ---83742.06 ms/batch
Step 00024250 L_out=0.143 Acc=0.80 ---105973.21 ms/batch
Step 00024300 L_out=0.161 Acc=0.71 ---128187.08 ms/batch
Step 00024350 L_out=0.318 Acc=0.83 ---150309.22 ms/batch
Step 00024400 L_out=0.493 Acc=0.75 ---172517.24 ms/batch
Step 00024450 L_out=0.074 Acc=0.75 ---194781.13 ms/batch
Step 00024500 L_out=0.213 Acc=0.86 ---217122.48 ms/batch
Step 00024550 L_out=0.171 Acc=0.84 ---239237.35 ms/batch
Step 00024600 L_out=0.229 Acc=0.72 ---261597.61 ms/batch
Step 00024650 L_out=0.153 Acc=0.64 ---283926.45 ms/batch
Round 3 | epoch=6, train costTime=296.76290011405945, | total_activation_sum=12592801
Round 3 | epoch=7, current m_iou=0.5496976656640161
Round 3 | Best m_IoU is: 0.575, OA is: 0.874 | val costTime=120.76871037483215
Round 3 | ****EPOCH 7****
Step 00024700 L_out=0.018 Acc=0.83 --- 9304.64 ms/batch
Step 00024750 L_out=0.046 Acc=0.88 ---31583.00 ms/batch
Step 00024800 L_out=0.211 Acc=0.81 ---53810.27 ms/batch
Step 00024850 L_out=0.170 Acc=0.87 ---75917.84 ms/batch
Step 00024900 L_out=0.174 Acc=0.86 ---98213.17 ms/batch
Step 00024950 L_out=0.326 Acc=0.83 ---120334.76 ms/batch
Step 00025000 L_out=0.086 Acc=0.85 ---142431.58 ms/batch
Step 00025050 L_out=0.235 Acc=0.68 ---164671.55 ms/batch
Step 00025100 L_out=0.199 Acc=0.84 ---186882.65 ms/batch
Step 00025150 L_out=0.054 Acc=0.68 ---209257.64 ms/batch
Step 00025200 L_out=0.246 Acc=0.83 ---231557.28 ms/batch
Step 00025250 L_out=0.073 Acc=0.92 ---253917.68 ms/batch
Step 00025300 L_out=0.686 Acc=0.40 ---276143.09 ms/batch
Round 3 | epoch=7, train costTime=296.633341550827, | total_activation_sum=12466776
Round 3 | epoch=8, current m_iou=0.5744590736476881
Round 3 | Best m_IoU is: 0.575, OA is: 0.874 | val costTime=119.5801990032196
Round 3 | ****EPOCH 8****
Step 00025350 L_out=0.314 Acc=0.88 --- 1763.59 ms/batch
Step 00025400 L_out=0.267 Acc=0.80 ---23947.76 ms/batch
Step 00025450 L_out=0.034 Acc=0.84 ---46135.91 ms/batch
Step 00025500 L_out=0.450 Acc=0.86 ---68359.48 ms/batch
Step 00025550 L_out=0.086 Acc=0.85 ---90391.80 ms/batch
Step 00025600 L_out=0.048 Acc=0.89 ---112745.19 ms/batch
Step 00025650 L_out=0.110 Acc=0.89 ---134983.67 ms/batch
Step 00025700 L_out=0.127 Acc=0.85 ---157315.65 ms/batch
Step 00025750 L_out=0.214 Acc=0.85 ---179445.72 ms/batch
Step 00025800 L_out=0.094 Acc=0.86 ---201729.00 ms/batch
Step 00025850 L_out=0.191 Acc=0.82 ---224039.65 ms/batch
Step 00025900 L_out=0.177 Acc=0.80 ---246456.57 ms/batch
Step 00025950 L_out=0.165 Acc=0.70 ---268799.00 ms/batch
Step 00026000 L_out=0.059 Acc=0.72 ---291005.84 ms/batch
Round 3 | epoch=8, train costTime=296.8267800807953, | total_activation_sum=12603573
Round 3 | epoch=9, current m_iou=0.5666550102109174
Round 3 | Best m_IoU is: 0.575, OA is: 0.874 | val costTime=121.61072182655334
Round 3 | ****EPOCH 9****
Step 00026050 L_out=0.028 Acc=0.88 ---16386.40 ms/batch
Step 00026100 L_out=0.171 Acc=0.75 ---38694.05 ms/batch
Step 00026150 L_out=0.180 Acc=0.80 ---60888.22 ms/batch
Step 00026200 L_out=0.147 Acc=0.89 ---83153.84 ms/batch
Step 00026250 L_out=0.090 Acc=0.82 ---105526.87 ms/batch
Step 00026300 L_out=0.123 Acc=0.83 ---127894.91 ms/batch
Step 00026350 L_out=0.256 Acc=0.78 ---150445.73 ms/batch
Step 00026400 L_out=0.141 Acc=0.62 ---172867.58 ms/batch
Step 00026450 L_out=0.127 Acc=0.83 ---195279.41 ms/batch
Step 00026500 L_out=0.211 Acc=0.85 ---217697.94 ms/batch
Step 00026550 L_out=0.061 Acc=0.89 ---240037.72 ms/batch
Step 00026600 L_out=0.081 Acc=0.90 ---262413.05 ms/batch
Step 00026650 L_out=0.190 Acc=0.82 ---284832.25 ms/batch
Round 3 | epoch=9, train costTime=298.2444546222687, | total_activation_sum=12553854
Round 3 | epoch=10, current m_iou=0.5623227464189491
Round 3 | Best m_IoU is: 0.575, OA is: 0.874 | val costTime=120.00149416923523
Round 3 | ****EPOCH 10****
Step 00026700 L_out=0.184 Acc=0.85 --- 8805.67 ms/batch
Step 00026750 L_out=0.402 Acc=0.74 ---31201.48 ms/batch
Step 00026800 L_out=0.238 Acc=0.86 ---53542.08 ms/batch
Step 00026850 L_out=0.127 Acc=0.92 ---75669.91 ms/batch
Step 00026900 L_out=0.064 Acc=0.77 ---97830.28 ms/batch
Step 00026950 L_out=0.232 Acc=0.86 ---120276.87 ms/batch
Step 00027000 L_out=0.365 Acc=0.79 ---142566.46 ms/batch
Step 00027050 L_out=0.096 Acc=0.74 ---165105.50 ms/batch
Step 00027100 L_out=0.476 Acc=0.79 ---187371.66 ms/batch
Step 00027150 L_out=0.095 Acc=0.91 ---209701.91 ms/batch
Step 00027200 L_out=0.198 Acc=0.82 ---232157.64 ms/batch
Step 00027250 L_out=0.165 Acc=0.83 ---254517.03 ms/batch
Step 00027300 L_out=0.085 Acc=0.82 ---276796.91 ms/batch
Round 3 | epoch=10, train costTime=297.70046758651733, | total_activation_sum=12657904
Round 3 | epoch=11, current m_iou=0.5661311664686643
Round 3 | Best m_IoU is: 0.575, OA is: 0.874 | val costTime=127.57820415496826
Round 3 | ****EPOCH 11****
Step 00027350 L_out=0.254 Acc=0.83 --- 1377.01 ms/batch
Step 00027400 L_out=0.107 Acc=0.89 ---23794.01 ms/batch
Step 00027450 L_out=0.103 Acc=0.84 ---46127.86 ms/batch
Step 00027500 L_out=0.348 Acc=0.91 ---68520.23 ms/batch
Step 00027550 L_out=0.083 Acc=0.90 ---90805.20 ms/batch
Step 00027600 L_out=0.121 Acc=0.87 ---113377.18 ms/batch
Step 00027650 L_out=0.249 Acc=0.90 ---135871.31 ms/batch
Step 00027700 L_out=0.159 Acc=0.84 ---158374.55 ms/batch
Step 00027750 L_out=0.040 Acc=0.88 ---180601.97 ms/batch
Step 00027800 L_out=0.213 Acc=0.79 ---202988.25 ms/batch
Step 00027850 L_out=0.182 Acc=0.85 ---225352.29 ms/batch
Step 00027900 L_out=0.184 Acc=0.86 ---247728.78 ms/batch
Step 00027950 L_out=0.200 Acc=0.86 ---270042.44 ms/batch
Step 00028000 L_out=0.238 Acc=0.82 ---292352.99 ms/batch
Round 3 | epoch=11, train costTime=298.6658499240875, | total_activation_sum=12563438
Round 3 | epoch=12, current m_iou=0.6056515457472813
Round 3 | Best m_IoU is: 0.606, OA is: 0.871 | val costTime=128.99441647529602
Round 3 | ****EPOCH 12****
Step 00028050 L_out=0.046 Acc=0.85 ---16154.64 ms/batch
Step 00028100 L_out=0.046 Acc=0.82 ---38557.05 ms/batch
Step 00028150 L_out=0.027 Acc=0.92 ---60929.14 ms/batch
Step 00028200 L_out=0.188 Acc=0.90 ---83422.75 ms/batch
Step 00028250 L_out=0.181 Acc=0.87 ---105924.93 ms/batch
Step 00028300 L_out=0.307 Acc=0.61 ---128455.17 ms/batch
Step 00028350 L_out=0.142 Acc=0.84 ---150825.01 ms/batch
Step 00028400 L_out=0.042 Acc=0.80 ---173176.42 ms/batch
Step 00028450 L_out=0.082 Acc=0.79 ---195353.45 ms/batch
Step 00028500 L_out=0.598 Acc=0.67 ---217651.76 ms/batch
Step 00028550 L_out=0.244 Acc=0.79 ---239863.35 ms/batch
Step 00028600 L_out=0.284 Acc=0.87 ---262257.69 ms/batch
Step 00028650 L_out=0.208 Acc=0.85 ---284477.15 ms/batch
Round 3 | epoch=12, train costTime=298.4067449569702, | total_activation_sum=12544368
Round 3 | epoch=13, current m_iou=0.5607706021679666
Round 3 | Best m_IoU is: 0.606, OA is: 0.871 | val costTime=132.03944873809814
Round 3 | ****EPOCH 13****
Step 00028700 L_out=0.106 Acc=0.88 --- 8588.62 ms/batch
Step 00028750 L_out=0.137 Acc=0.84 ---31046.16 ms/batch
Step 00028800 L_out=0.061 Acc=0.88 ---53292.50 ms/batch
Step 00028850 L_out=0.151 Acc=0.76 ---75633.99 ms/batch
Step 00028900 L_out=0.089 Acc=0.88 ---97963.20 ms/batch
Step 00028950 L_out=0.186 Acc=0.80 ---120070.44 ms/batch
Step 00029000 L_out=0.291 Acc=0.86 ---142151.86 ms/batch
Step 00029050 L_out=0.115 Acc=0.89 ---164333.42 ms/batch
Step 00029100 L_out=0.204 Acc=0.71 ---186486.99 ms/batch
Step 00029150 L_out=0.224 Acc=0.86 ---208499.06 ms/batch
Step 00029200 L_out=0.144 Acc=0.82 ---230709.32 ms/batch
Step 00029250 L_out=0.153 Acc=0.87 ---252815.45 ms/batch
Step 00029300 L_out=0.125 Acc=0.87 ---274968.31 ms/batch
Round 3 | epoch=13, train costTime=296.3104176521301, | total_activation_sum=12542671
Round 3 | epoch=14, current m_iou=0.5715760620048732
Round 3 | Best m_IoU is: 0.606, OA is: 0.871 | val costTime=123.55033421516418
Round 3 | ****EPOCH 14****
Step 00029350 L_out=0.176 Acc=0.85 ---  884.00 ms/batch
Step 00029400 L_out=0.196 Acc=0.67 ---23114.64 ms/batch
Step 00029450 L_out=0.099 Acc=0.87 ---45277.80 ms/batch
Step 00029500 L_out=0.060 Acc=0.85 ---67544.38 ms/batch
Step 00029550 L_out=0.057 Acc=0.90 ---89831.97 ms/batch
Step 00029600 L_out=0.113 Acc=0.92 ---112101.35 ms/batch
Step 00029650 L_out=0.028 Acc=0.84 ---134270.65 ms/batch
Step 00029700 L_out=0.046 Acc=0.86 ---156352.57 ms/batch
Step 00029750 L_out=0.129 Acc=0.89 ---178515.60 ms/batch
Step 00029800 L_out=0.140 Acc=0.88 ---200713.42 ms/batch
Step 00029850 L_out=0.066 Acc=0.90 ---222727.85 ms/batch
Step 00029900 L_out=0.042 Acc=0.79 ---244830.55 ms/batch
Step 00029950 L_out=0.266 Acc=0.85 ---267238.19 ms/batch
Step 00030000 L_out=0.133 Acc=0.87 ---289460.92 ms/batch
Round 3 | epoch=14, train costTime=296.17933201789856, | total_activation_sum=12588333
Round 3 | epoch=15, current m_iou=0.577678410403154
Round 3 | Best m_IoU is: 0.606, OA is: 0.871 | val costTime=121.52054595947266
Round 3 | ****EPOCH 15****
Step 00030050 L_out=0.119 Acc=0.88 ---15538.97 ms/batch
Step 00030100 L_out=0.156 Acc=0.82 ---37725.19 ms/batch
Step 00030150 L_out=0.081 Acc=0.92 ---59961.52 ms/batch
Step 00030200 L_out=0.027 Acc=0.90 ---82007.19 ms/batch
Step 00030250 L_out=0.180 Acc=0.93 ---104316.12 ms/batch
Step 00030300 L_out=0.081 Acc=0.86 ---126497.79 ms/batch
Step 00030350 L_out=0.046 Acc=0.87 ---148638.63 ms/batch
Step 00030400 L_out=0.249 Acc=0.79 ---170896.23 ms/batch
Step 00030450 L_out=0.118 Acc=0.84 ---193126.15 ms/batch
Step 00030500 L_out=0.072 Acc=0.86 ---215148.72 ms/batch
Step 00030550 L_out=0.062 Acc=0.84 ---237171.40 ms/batch
Step 00030600 L_out=0.110 Acc=0.83 ---259259.64 ms/batch
Step 00030650 L_out=0.100 Acc=0.86 ---281699.39 ms/batch
Round 3 | epoch=15, train costTime=295.8861463069916, | total_activation_sum=12582334
Round 3 | epoch=16, current m_iou=0.5578021935156404
Round 3 | Best m_IoU is: 0.606, OA is: 0.871 | val costTime=119.80327868461609
Round 3 | ****EPOCH 16****
Step 00030700 L_out=0.073 Acc=0.88 --- 7978.91 ms/batch
Step 00030750 L_out=0.112 Acc=0.86 ---30230.91 ms/batch
Step 00030800 L_out=0.046 Acc=0.94 ---52469.26 ms/batch
Step 00030850 L_out=0.112 Acc=0.87 ---74456.80 ms/batch
Step 00030900 L_out=0.085 Acc=0.78 ---96641.76 ms/batch
Step 00030950 L_out=0.209 Acc=0.88 ---118780.45 ms/batch
Step 00031000 L_out=0.156 Acc=0.89 ---140972.41 ms/batch
Step 00031050 L_out=0.272 Acc=0.91 ---163021.98 ms/batch
Step 00031100 L_out=0.068 Acc=0.90 ---185106.19 ms/batch
Step 00031150 L_out=0.033 Acc=0.83 ---207191.69 ms/batch
Step 00031200 L_out=0.130 Acc=0.89 ---229321.17 ms/batch
Step 00031250 L_out=0.304 Acc=0.84 ---251571.16 ms/batch
Step 00031300 L_out=0.123 Acc=0.92 ---273810.74 ms/batch
Round 3 | epoch=16, train costTime=295.7273621559143, | total_activation_sum=12788720
Round 3 | epoch=17, current m_iou=0.5617061561902177
Round 3 | Best m_IoU is: 0.606, OA is: 0.871 | val costTime=119.62067914009094
Round 3 | ****EPOCH 17****
Step 00031350 L_out=0.216 Acc=0.81 ---  438.93 ms/batch
Step 00031400 L_out=0.064 Acc=0.95 ---22557.40 ms/batch
Step 00031450 L_out=0.036 Acc=0.91 ---44884.54 ms/batch
Step 00031500 L_out=0.071 Acc=0.81 ---66917.57 ms/batch
Step 00031550 L_out=0.082 Acc=0.89 ---89321.52 ms/batch
Step 00031600 L_out=0.091 Acc=0.89 ---111637.93 ms/batch
Step 00031650 L_out=0.205 Acc=0.89 ---133899.94 ms/batch
Step 00031700 L_out=0.118 Acc=0.79 ---156131.59 ms/batch
Step 00031750 L_out=0.122 Acc=0.69 ---178358.79 ms/batch
Step 00031800 L_out=0.093 Acc=0.84 ---200541.49 ms/batch
Step 00031850 L_out=0.047 Acc=0.90 ---222601.22 ms/batch
Step 00031900 L_out=0.133 Acc=0.91 ---244977.02 ms/batch
Step 00031950 L_out=0.273 Acc=0.82 ---267045.48 ms/batch
Step 00032000 L_out=0.102 Acc=0.87 ---289320.90 ms/batch
Round 3 | epoch=17, train costTime=296.43640303611755, | total_activation_sum=12482144
Round 3 | epoch=18, current m_iou=0.5816325831291546
Round 3 | Best m_IoU is: 0.606, OA is: 0.871 | val costTime=119.63640880584717
Round 3 | ****EPOCH 18****
Step 00032050 L_out=0.045 Acc=0.82 ---15107.88 ms/batch
Step 00032100 L_out=0.167 Acc=0.91 ---37219.14 ms/batch
Step 00032150 L_out=0.191 Acc=0.85 ---59433.55 ms/batch
Step 00032200 L_out=0.196 Acc=0.91 ---81819.22 ms/batch
Step 00032250 L_out=0.233 Acc=0.73 ---103909.08 ms/batch
Step 00032300 L_out=0.118 Acc=0.89 ---126197.44 ms/batch
Step 00032350 L_out=0.098 Acc=0.87 ---148454.03 ms/batch
Step 00032400 L_out=0.202 Acc=0.76 ---170791.88 ms/batch
Step 00032450 L_out=0.080 Acc=0.90 ---193032.11 ms/batch
Step 00032500 L_out=0.049 Acc=0.90 ---215139.98 ms/batch
Step 00032550 L_out=0.123 Acc=0.82 ---237384.36 ms/batch
Step 00032600 L_out=0.144 Acc=0.88 ---259492.80 ms/batch
Step 00032650 L_out=0.053 Acc=0.90 ---281663.16 ms/batch
Round 3 | epoch=18, train costTime=296.3237075805664, | total_activation_sum=12541335
Round 3 | epoch=19, current m_iou=0.5845639137388471
Round 3 | Best m_IoU is: 0.606, OA is: 0.871 | val costTime=119.91600966453552
Round 3 | ****EPOCH 19****
Step 00032700 L_out=0.178 Acc=0.82 --- 7536.28 ms/batch
Step 00032750 L_out=0.015 Acc=0.90 ---29813.63 ms/batch
Step 00032800 L_out=0.034 Acc=0.90 ---51961.18 ms/batch
Step 00032850 L_out=0.284 Acc=0.77 ---74046.62 ms/batch
Step 00032900 L_out=0.741 Acc=0.81 ---96101.57 ms/batch
Step 00032950 L_out=0.089 Acc=0.85 ---118206.79 ms/batch
Step 00033000 L_out=0.066 Acc=0.83 ---140471.10 ms/batch
Step 00033050 L_out=0.356 Acc=0.85 ---162553.96 ms/batch
Step 00033100 L_out=0.057 Acc=0.77 ---184740.59 ms/batch
Step 00033150 L_out=0.052 Acc=0.93 ---206950.92 ms/batch
Step 00033200 L_out=0.068 Acc=0.83 ---229196.34 ms/batch
Step 00033250 L_out=0.107 Acc=0.89 ---251278.15 ms/batch
Step 00033300 L_out=0.259 Acc=0.84 ---273460.31 ms/batch
Step 00033350 L_out=0.092 Acc=0.92 ---295442.44 ms/batch
Round 3 | epoch=19, train costTime=295.442542552948, | total_activation_sum=12668236
Round 3 | epoch=20, current m_iou=0.5941944428915005
Round 3 | Best m_IoU is: 0.606, OA is: 0.871 | val costTime=120.16583275794983
Round 3 | ****EPOCH 20****
Step 00033400 L_out=0.055 Acc=0.85 ---22428.87 ms/batch
Step 00033450 L_out=0.059 Acc=0.91 ---44551.56 ms/batch
Step 00033500 L_out=0.026 Acc=0.92 ---66819.84 ms/batch
Step 00033550 L_out=0.066 Acc=0.86 ---88939.95 ms/batch
Step 00033600 L_out=0.267 Acc=0.77 ---111151.77 ms/batch
Step 00033650 L_out=0.032 Acc=0.83 ---133440.67 ms/batch
Step 00033700 L_out=0.051 Acc=0.92 ---155605.60 ms/batch
Step 00033750 L_out=0.077 Acc=0.91 ---177807.36 ms/batch
Step 00033800 L_out=0.081 Acc=0.87 ---200140.37 ms/batch
Step 00033850 L_out=0.077 Acc=0.89 ---222308.02 ms/batch
Step 00033900 L_out=0.045 Acc=0.89 ---244452.94 ms/batch
Step 00033950 L_out=0.048 Acc=0.92 ---266678.00 ms/batch
Step 00034000 L_out=0.147 Acc=0.86 ---288981.86 ms/batch
Round 3 | epoch=20, train costTime=296.5014626979828, | total_activation_sum=12506589
Round 3 | epoch=21, current m_iou=0.5851020159662714
Round 3 | Best m_IoU is: 0.606, OA is: 0.871 | val costTime=121.08078670501709
Round 3 | ****EPOCH 21****
Step 00034050 L_out=0.144 Acc=0.86 ---14708.30 ms/batch
Step 00034100 L_out=0.191 Acc=0.88 ---36738.19 ms/batch
Step 00034150 L_out=0.102 Acc=0.70 ---58928.50 ms/batch
Step 00034200 L_out=0.064 Acc=0.93 ---81330.88 ms/batch
Step 00034250 L_out=0.084 Acc=0.81 ---103511.48 ms/batch
Step 00034300 L_out=0.104 Acc=0.73 ---125742.34 ms/batch
Step 00034350 L_out=0.097 Acc=0.94 ---147707.21 ms/batch
Step 00034400 L_out=0.007 Acc=0.86 ---169892.19 ms/batch
Step 00034450 L_out=0.093 Acc=0.92 ---192053.31 ms/batch
Step 00034500 L_out=0.085 Acc=0.73 ---214198.88 ms/batch
Step 00034550 L_out=0.096 Acc=0.80 ---236304.03 ms/batch
Step 00034600 L_out=0.127 Acc=0.82 ---258278.97 ms/batch
Step 00034650 L_out=0.126 Acc=0.88 ---280704.43 ms/batch
Round 3 | epoch=21, train costTime=295.8179180622101, | total_activation_sum=12667074
Round 3 | epoch=22, current m_iou=0.5741403219707863
Round 3 | Best m_IoU is: 0.606, OA is: 0.871 | val costTime=119.96924042701721
Round 3 | ****EPOCH 22****
Step 00034700 L_out=0.013 Acc=0.93 --- 7060.04 ms/batch
Step 00034750 L_out=0.053 Acc=0.87 ---29316.77 ms/batch
Step 00034800 L_out=0.051 Acc=0.89 ---51576.96 ms/batch
Step 00034850 L_out=0.050 Acc=0.82 ---73717.09 ms/batch
Step 00034900 L_out=0.158 Acc=0.93 ---95946.42 ms/batch
Step 00034950 L_out=0.174 Acc=0.88 ---118102.47 ms/batch
Step 00035000 L_out=0.045 Acc=0.88 ---140536.93 ms/batch
Step 00035050 L_out=0.139 Acc=0.82 ---162983.68 ms/batch
Step 00035100 L_out=0.129 Acc=0.89 ---187281.12 ms/batch
Step 00035150 L_out=0.064 Acc=0.78 ---215517.19 ms/batch
Step 00035200 L_out=0.198 Acc=0.90 ---243784.11 ms/batch
Step 00035250 L_out=0.065 Acc=0.87 ---271817.10 ms/batch
Step 00035300 L_out=0.015 Acc=0.92 ---299894.75 ms/batch
Step 00035350 L_out=0.063 Acc=0.77 ---328042.01 ms/batch
Round 3 | epoch=22, train costTime=328.6130414009094, | total_activation_sum=12556765
Round 3 | epoch=23, current m_iou=0.5858707972736996
Round 3 | Best m_IoU is: 0.606, OA is: 0.871 | val costTime=142.73505282402039
Round 3 | ****EPOCH 23****
Step 00035400 L_out=0.114 Acc=0.88 ---27705.07 ms/batch
Step 00035450 L_out=0.136 Acc=0.95 ---55925.32 ms/batch
Step 00035500 L_out=0.245 Acc=0.85 ---83891.20 ms/batch
Step 00035550 L_out=0.585 Acc=0.82 ---111869.13 ms/batch
Step 00035600 L_out=0.108 Acc=0.82 ---140125.31 ms/batch
Step 00035650 L_out=0.016 Acc=0.88 ---168264.92 ms/batch
Step 00035700 L_out=0.079 Acc=0.90 ---196565.31 ms/batch
Step 00035750 L_out=0.059 Acc=0.75 ---224561.07 ms/batch
Step 00035800 L_out=0.039 Acc=0.86 ---252663.45 ms/batch
Step 00035850 L_out=0.111 Acc=0.89 ---280999.99 ms/batch
Step 00035900 L_out=0.038 Acc=0.87 ---309121.91 ms/batch
Step 00035950 L_out=0.046 Acc=0.91 ---337237.22 ms/batch
Step 00036000 L_out=0.006 Acc=0.91 ---365311.56 ms/batch
Round 3 | epoch=23, train costTime=375.5795419216156, | total_activation_sum=12626621
Round 3 | epoch=24, current m_iou=0.5957433735686005
Round 3 | Best m_IoU is: 0.606, OA is: 0.871 | val costTime=141.82504892349243
Round 3 | ****EPOCH 24****
Step 00036050 L_out=0.026 Acc=0.90 ---18258.19 ms/batch
Step 00036100 L_out=0.026 Acc=0.79 ---46166.63 ms/batch
Step 00036150 L_out=0.216 Acc=0.89 ---74482.74 ms/batch
Step 00036200 L_out=0.097 Acc=0.88 ---102604.89 ms/batch
Step 00036250 L_out=0.181 Acc=0.89 ---130826.38 ms/batch
Step 00036300 L_out=0.045 Acc=0.93 ---159155.25 ms/batch
Step 00036350 L_out=0.025 Acc=0.91 ---187577.07 ms/batch
Step 00036400 L_out=0.025 Acc=0.85 ---215687.91 ms/batch
Step 00036450 L_out=0.224 Acc=0.87 ---243701.20 ms/batch
Step 00036500 L_out=0.051 Acc=0.94 ---271905.80 ms/batch
Step 00036550 L_out=0.132 Acc=0.88 ---299922.64 ms/batch
Step 00036600 L_out=0.075 Acc=0.91 ---327844.61 ms/batch
Step 00036650 L_out=0.056 Acc=0.90 ---355925.91 ms/batch
Round 3 | epoch=24, train costTime=376.0271837711334, | total_activation_sum=12504155
Round 3 | epoch=25, current m_iou=0.5996435281997868
Round 3 | Best m_IoU is: 0.606, OA is: 0.871 | val costTime=142.81904673576355
Round 3 | ****EPOCH 25****
Step 00036700 L_out=0.120 Acc=0.63 --- 8375.52 ms/batch
Step 00036750 L_out=0.128 Acc=0.92 ---36620.42 ms/batch
Step 00036800 L_out=0.018 Acc=0.89 ---64614.09 ms/batch
Step 00036850 L_out=0.120 Acc=0.92 ---92952.83 ms/batch
Step 00036900 L_out=0.073 Acc=0.92 ---120885.40 ms/batch
Step 00036950 L_out=0.107 Acc=0.92 ---149053.79 ms/batch
Step 00037000 L_out=0.159 Acc=0.84 ---177183.37 ms/batch
Step 00037050 L_out=0.028 Acc=0.83 ---205503.36 ms/batch
Step 00037100 L_out=0.117 Acc=0.91 ---233735.62 ms/batch
Step 00037150 L_out=0.153 Acc=0.89 ---261849.91 ms/batch
Step 00037200 L_out=0.070 Acc=0.90 ---289806.25 ms/batch
Step 00037250 L_out=0.053 Acc=0.85 ---318020.23 ms/batch
Step 00037300 L_out=0.066 Acc=0.85 ---346010.90 ms/batch
Step 00037350 L_out=0.025 Acc=0.92 ---374255.33 ms/batch
Round 3 | epoch=25, train costTime=375.3685531616211, | total_activation_sum=12589994
Round 3 | epoch=26, current m_iou=0.604447012897904
Round 3 | Best m_IoU is: 0.606, OA is: 0.871 | val costTime=141.7779083251953
Round 3 | ****EPOCH 26****
Step 00037400 L_out=0.185 Acc=0.70 ---27270.06 ms/batch
Step 00037450 L_out=0.132 Acc=0.89 ---55498.57 ms/batch
Step 00037500 L_out=0.059 Acc=0.90 ---83681.51 ms/batch
Step 00037550 L_out=0.087 Acc=0.79 ---111784.17 ms/batch
Step 00037600 L_out=0.099 Acc=0.94 ---140132.66 ms/batch
Step 00037650 L_out=0.265 Acc=0.85 ---168536.71 ms/batch
Step 00037700 L_out=0.056 Acc=0.92 ---196719.85 ms/batch
Step 00037750 L_out=0.303 Acc=0.91 ---225181.87 ms/batch
Step 00037800 L_out=0.102 Acc=0.83 ---253499.19 ms/batch
Step 00037850 L_out=0.088 Acc=0.83 ---281606.48 ms/batch
Step 00037900 L_out=0.149 Acc=0.93 ---309641.87 ms/batch
Step 00037950 L_out=0.049 Acc=0.86 ---337920.91 ms/batch
Step 00038000 L_out=0.165 Acc=0.92 ---366190.03 ms/batch
Round 3 | epoch=26, train costTime=376.60427045822144, | total_activation_sum=12468553
Round 3 | epoch=27, current m_iou=0.5861529453605387
Round 3 | Best m_IoU is: 0.606, OA is: 0.871 | val costTime=143.13684725761414
Round 3 | ****EPOCH 27****
Step 00038050 L_out=0.103 Acc=0.88 ---17266.66 ms/batch
Step 00038100 L_out=0.072 Acc=0.92 ---45359.32 ms/batch
Step 00038150 L_out=0.153 Acc=0.87 ---73766.07 ms/batch
Step 00038200 L_out=0.061 Acc=0.89 ---101893.48 ms/batch
Step 00038250 L_out=0.625 Acc=0.77 ---129819.59 ms/batch
Step 00038300 L_out=0.025 Acc=0.92 ---157972.32 ms/batch
Step 00038350 L_out=0.040 Acc=0.84 ---186159.34 ms/batch
Step 00038400 L_out=0.094 Acc=0.87 ---214422.02 ms/batch
Step 00038450 L_out=0.274 Acc=0.86 ---242697.78 ms/batch
Step 00038500 L_out=0.161 Acc=0.91 ---270924.22 ms/batch
Step 00038550 L_out=0.066 Acc=0.90 ---299110.93 ms/batch
Step 00038600 L_out=0.096 Acc=0.82 ---327312.33 ms/batch
Step 00038650 L_out=0.145 Acc=0.92 ---355642.46 ms/batch
Round 3 | epoch=27, train costTime=375.632520198822, | total_activation_sum=12713416
Round 3 | epoch=28, current m_iou=0.59051413878543
Round 3 | Best m_IoU is: 0.606, OA is: 0.871 | val costTime=142.2479953765869
Round 3 | ****EPOCH 28****
Step 00038700 L_out=0.051 Acc=0.87 --- 7825.11 ms/batch
Step 00038750 L_out=0.055 Acc=0.90 ---36050.83 ms/batch
Step 00038800 L_out=0.149 Acc=0.79 ---64032.13 ms/batch
Step 00038850 L_out=0.033 Acc=0.85 ---92183.29 ms/batch
Step 00038900 L_out=0.011 Acc=0.87 ---120751.15 ms/batch
Step 00038950 L_out=0.067 Acc=0.84 ---149126.05 ms/batch
Step 00039000 L_out=0.016 Acc=0.84 ---177458.22 ms/batch
Step 00039050 L_out=0.062 Acc=0.92 ---205690.31 ms/batch
Step 00039100 L_out=0.071 Acc=0.90 ---233736.41 ms/batch
Step 00039150 L_out=0.061 Acc=0.88 ---262107.59 ms/batch
Step 00039200 L_out=0.042 Acc=0.91 ---290105.90 ms/batch
Step 00039250 L_out=0.140 Acc=0.81 ---318103.70 ms/batch
Step 00039300 L_out=0.117 Acc=0.88 ---346179.54 ms/batch
Step 00039350 L_out=0.012 Acc=0.89 ---374229.61 ms/batch
Round 3 | epoch=28, train costTime=375.88623905181885, | total_activation_sum=12632890
Round 3 | epoch=29, current m_iou=0.5846837225629973
Round 3 | Best m_IoU is: 0.606, OA is: 0.871 | val costTime=142.245441198349
Round 3 | ****EPOCH 29****
Step 00039400 L_out=0.014 Acc=0.85 ---26400.57 ms/batch
Step 00039450 L_out=0.082 Acc=0.93 ---54235.19 ms/batch
Step 00039500 L_out=0.049 Acc=0.89 ---82822.39 ms/batch
Step 00039550 L_out=0.049 Acc=0.87 ---111117.78 ms/batch
Step 00039600 L_out=0.115 Acc=0.85 ---139756.90 ms/batch
Step 00039650 L_out=0.089 Acc=0.93 ---167799.51 ms/batch
Step 00039700 L_out=0.111 Acc=0.88 ---195881.68 ms/batch
Step 00039750 L_out=0.083 Acc=0.90 ---223980.96 ms/batch
Step 00039800 L_out=0.103 Acc=0.87 ---252281.39 ms/batch
Step 00039850 L_out=0.014 Acc=0.89 ---280307.73 ms/batch
Step 00039900 L_out=0.083 Acc=0.92 ---308347.97 ms/batch
Step 00039950 L_out=0.090 Acc=0.85 ---336362.58 ms/batch
Step 00040000 L_out=0.129 Acc=0.84 ---364381.97 ms/batch
Round 3 | epoch=29, train costTime=375.6982698440552, | total_activation_sum=12608909
Round 3 | epoch=30, current m_iou=0.5937395821364864
Round 3 | Best m_IoU is: 0.606, OA is: 0.871 | val costTime=143.64546585083008
Round 3 | ****EPOCH 30****
Round 4 | ****EPOCH 0****
Step 00040050 L_out=0.600 Acc=0.62 ---17055.90 ms/batch
Step 00040100 L_out=0.195 Acc=0.55 ---45384.82 ms/batch
Step 00040150 L_out=0.622 Acc=0.36 ---73715.17 ms/batch
Step 00040200 L_out=0.630 Acc=0.67 ---102071.56 ms/batch
Step 00040250 L_out=0.781 Acc=0.65 ---130277.48 ms/batch
Step 00040300 L_out=0.901 Acc=0.81 ---158295.93 ms/batch
Step 00040350 L_out=0.109 Acc=0.91 ---186740.45 ms/batch
Step 00040400 L_out=0.365 Acc=0.83 ---214952.32 ms/batch
Step 00040450 L_out=0.274 Acc=0.80 ---243215.69 ms/batch
Step 00040500 L_out=0.400 Acc=0.80 ---271451.69 ms/batch
Step 00040550 L_out=0.374 Acc=0.71 ---299526.12 ms/batch
Step 00040600 L_out=0.107 Acc=0.82 ---327538.80 ms/batch
Step 00040650 L_out=0.220 Acc=0.80 ---355681.23 ms/batch
Round 4 | epoch=0, train costTime=376.4286460876465, | total_activation_sum=16482422
Round 4 | epoch=1, current m_iou=0.44794389137128016
Round 4 | Best m_IoU is: 0.448, OA is: 0.542 | val costTime=143.63822293281555
Round 4 | ****EPOCH 1****
Step 00040700 L_out=0.744 Acc=0.66 --- 7358.55 ms/batch
Step 00040750 L_out=0.531 Acc=0.69 ---35559.02 ms/batch
Step 00040800 L_out=0.243 Acc=0.79 ---64089.98 ms/batch
Step 00040850 L_out=0.387 Acc=0.87 ---92611.87 ms/batch
Step 00040900 L_out=0.424 Acc=0.72 ---120715.25 ms/batch
Step 00040950 L_out=0.485 Acc=0.76 ---149131.32 ms/batch
Step 00041000 L_out=0.193 Acc=0.90 ---177268.98 ms/batch
Step 00041050 L_out=0.322 Acc=0.77 ---205692.90 ms/batch
Step 00041100 L_out=0.583 Acc=0.63 ---233873.71 ms/batch
Step 00041150 L_out=1.067 Acc=0.76 ---262094.99 ms/batch
Step 00041200 L_out=0.260 Acc=0.83 ---290233.28 ms/batch
Step 00041250 L_out=0.383 Acc=0.82 ---318513.12 ms/batch
Step 00041300 L_out=0.934 Acc=0.80 ---346707.54 ms/batch
Step 00041350 L_out=0.145 Acc=0.87 ---374785.80 ms/batch
Round 4 | epoch=1, train costTime=377.05809807777405, | total_activation_sum=16669254
Round 4 | epoch=2, current m_iou=0.43942128794190594
Round 4 | Best m_IoU is: 0.448, OA is: 0.542 | val costTime=143.32256722450256
Round 4 | ****EPOCH 2****
Step 00041400 L_out=0.144 Acc=0.85 ---26034.12 ms/batch
Step 00041450 L_out=0.155 Acc=0.83 ---54121.01 ms/batch
Step 00041500 L_out=0.573 Acc=0.77 ---82341.44 ms/batch
Step 00041550 L_out=0.126 Acc=0.93 ---110661.46 ms/batch
Step 00041600 L_out=1.027 Acc=0.72 ---138539.94 ms/batch
Step 00041650 L_out=0.170 Acc=0.78 ---166766.96 ms/batch
Step 00041700 L_out=0.289 Acc=0.85 ---194990.14 ms/batch
Step 00041750 L_out=0.381 Acc=0.80 ---223388.34 ms/batch
Step 00041800 L_out=0.435 Acc=0.75 ---251628.02 ms/batch
Step 00041850 L_out=0.347 Acc=0.79 ---279931.58 ms/batch
Step 00041900 L_out=0.339 Acc=0.86 ---308111.47 ms/batch
Step 00041950 L_out=0.121 Acc=0.81 ---336385.87 ms/batch
Step 00042000 L_out=0.383 Acc=0.90 ---364234.49 ms/batch
Round 4 | epoch=2, train costTime=375.92254972457886, | total_activation_sum=16671939
Round 4 | epoch=3, current m_iou=0.5259474480085597
Round 4 | Best m_IoU is: 0.526, OA is: 0.858 | val costTime=143.34597635269165
Round 4 | ****EPOCH 3****
Step 00042050 L_out=0.130 Acc=0.82 ---16289.45 ms/batch
Step 00042100 L_out=0.148 Acc=0.66 ---44532.07 ms/batch
Step 00042150 L_out=0.518 Acc=0.62 ---72868.55 ms/batch
Step 00042200 L_out=0.198 Acc=0.86 ---100997.69 ms/batch
Step 00042250 L_out=0.165 Acc=0.84 ---129529.26 ms/batch
Step 00042300 L_out=0.143 Acc=0.83 ---157652.86 ms/batch
Step 00042350 L_out=0.245 Acc=0.85 ---185999.48 ms/batch
Step 00042400 L_out=0.449 Acc=0.86 ---214216.25 ms/batch
Step 00042450 L_out=0.244 Acc=0.82 ---242421.25 ms/batch
Step 00042500 L_out=0.281 Acc=0.82 ---270777.30 ms/batch
Step 00042550 L_out=0.253 Acc=0.77 ---298843.61 ms/batch
Step 00042600 L_out=0.634 Acc=0.58 ---326989.78 ms/batch
Step 00042650 L_out=0.173 Acc=0.77 ---355240.84 ms/batch
Round 4 | epoch=3, train costTime=376.5920512676239, | total_activation_sum=16667743
Round 4 | epoch=4, current m_iou=0.5437585709382793
Round 4 | Best m_IoU is: 0.544, OA is: 0.870 | val costTime=142.13624739646912
Round 4 | ****EPOCH 4****
Step 00042700 L_out=0.095 Acc=0.89 --- 6666.00 ms/batch
Step 00042750 L_out=0.457 Acc=0.83 ---34907.79 ms/batch
Step 00042800 L_out=0.087 Acc=0.88 ---63045.79 ms/batch
Step 00042850 L_out=0.468 Acc=0.83 ---91413.87 ms/batch
Step 00042900 L_out=0.379 Acc=0.87 ---119711.12 ms/batch
Step 00042950 L_out=0.186 Acc=0.67 ---148128.12 ms/batch
Step 00043000 L_out=0.418 Acc=0.68 ---176107.77 ms/batch
Step 00043050 L_out=0.307 Acc=0.77 ---204275.42 ms/batch
Step 00043100 L_out=0.253 Acc=0.90 ---232378.77 ms/batch
Step 00043150 L_out=0.351 Acc=0.77 ---260441.87 ms/batch
Step 00043200 L_out=0.207 Acc=0.74 ---288896.35 ms/batch
Step 00043250 L_out=0.272 Acc=0.76 ---317062.61 ms/batch
Step 00043300 L_out=0.117 Acc=0.82 ---345520.01 ms/batch
Step 00043350 L_out=1.105 Acc=0.52 ---373946.23 ms/batch
Round 4 | epoch=4, train costTime=376.7917664051056, | total_activation_sum=16608351
Round 4 | epoch=5, current m_iou=0.5388752248399249
Round 4 | Best m_IoU is: 0.544, OA is: 0.870 | val costTime=144.18904042243958
Round 4 | ****EPOCH 5****
Step 00043400 L_out=0.077 Acc=0.71 ---25338.45 ms/batch
Step 00043450 L_out=0.220 Acc=0.86 ---53814.75 ms/batch
Step 00043500 L_out=0.165 Acc=0.81 ---82034.23 ms/batch
Step 00043550 L_out=0.285 Acc=0.71 ---110470.72 ms/batch
Step 00043600 L_out=0.710 Acc=0.84 ---139124.26 ms/batch
Step 00043650 L_out=0.200 Acc=0.78 ---167708.99 ms/batch
Step 00043700 L_out=0.047 Acc=0.82 ---195989.06 ms/batch
Step 00043750 L_out=0.259 Acc=0.73 ---224274.87 ms/batch
Step 00043800 L_out=0.795 Acc=0.76 ---252606.64 ms/batch
Step 00043850 L_out=0.142 Acc=0.83 ---280772.56 ms/batch
Step 00043900 L_out=0.084 Acc=0.83 ---309026.26 ms/batch
Step 00043950 L_out=0.167 Acc=0.85 ---337588.39 ms/batch
Step 00044000 L_out=0.181 Acc=0.88 ---366073.78 ms/batch
Round 4 | epoch=5, train costTime=378.5339102745056, | total_activation_sum=16596905
Round 4 | epoch=6, current m_iou=0.594571117729209
Round 4 | Best m_IoU is: 0.595, OA is: 0.895 | val costTime=144.4849236011505
Round 4 | ****EPOCH 6****
Step 00044050 L_out=0.167 Acc=0.87 ---16048.07 ms/batch
Step 00044100 L_out=0.155 Acc=0.85 ---44767.25 ms/batch
Step 00044150 L_out=0.282 Acc=0.83 ---73310.46 ms/batch
Step 00044200 L_out=0.296 Acc=0.82 ---101846.48 ms/batch
Step 00044250 L_out=0.228 Acc=0.88 ---130332.88 ms/batch
Step 00044300 L_out=0.186 Acc=0.81 ---158829.06 ms/batch
Step 00044350 L_out=0.154 Acc=0.91 ---187392.07 ms/batch
Step 00044400 L_out=0.133 Acc=0.87 ---216216.02 ms/batch
Step 00044450 L_out=0.652 Acc=0.71 ---244696.30 ms/batch
Step 00044500 L_out=0.220 Acc=0.86 ---272960.51 ms/batch
Step 00044550 L_out=0.248 Acc=0.88 ---301216.71 ms/batch
Step 00044600 L_out=0.524 Acc=0.77 ---329496.50 ms/batch
Step 00044650 L_out=0.118 Acc=0.88 ---357611.14 ms/batch
Round 4 | epoch=6, train costTime=379.74544191360474, | total_activation_sum=16760245
Round 4 | epoch=7, current m_iou=0.6151616761913381
Round 4 | Best m_IoU is: 0.615, OA is: 0.896 | val costTime=145.38865160942078
Round 4 | ****EPOCH 7****
Step 00044700 L_out=0.288 Acc=0.84 --- 6116.74 ms/batch
Step 00044750 L_out=0.108 Acc=0.84 ---34735.01 ms/batch
Step 00044800 L_out=0.037 Acc=0.90 ---63272.18 ms/batch
Step 00044850 L_out=0.083 Acc=0.86 ---91942.74 ms/batch
Step 00044900 L_out=0.389 Acc=0.73 ---120434.05 ms/batch
Step 00044950 L_out=0.230 Acc=0.68 ---148869.74 ms/batch
Step 00045000 L_out=0.325 Acc=0.87 ---177410.20 ms/batch
Step 00045050 L_out=0.435 Acc=0.84 ---206080.93 ms/batch
Step 00045100 L_out=0.200 Acc=0.91 ---234587.22 ms/batch
Step 00045150 L_out=0.285 Acc=0.76 ---262976.35 ms/batch
Step 00045200 L_out=0.024 Acc=0.92 ---291294.95 ms/batch
Step 00045250 L_out=0.076 Acc=0.86 ---319482.95 ms/batch
Step 00045300 L_out=0.221 Acc=0.82 ---347757.23 ms/batch
Step 00045350 L_out=0.724 Acc=0.76 ---376189.21 ms/batch
Round 4 | epoch=7, train costTime=379.5561149120331, | total_activation_sum=16639442
Round 4 | epoch=8, current m_iou=0.5921426775220708
Round 4 | Best m_IoU is: 0.615, OA is: 0.896 | val costTime=146.94122529029846
Round 4 | ****EPOCH 8****
Step 00045400 L_out=0.255 Acc=0.86 ---24865.63 ms/batch
Step 00045450 L_out=0.225 Acc=0.88 ---53456.32 ms/batch
Step 00045500 L_out=0.179 Acc=0.86 ---81551.81 ms/batch
Step 00045550 L_out=0.093 Acc=0.88 ---109918.33 ms/batch
Step 00045600 L_out=0.143 Acc=0.86 ---138459.61 ms/batch
Step 00045650 L_out=0.168 Acc=0.89 ---166887.29 ms/batch
Step 00045700 L_out=0.155 Acc=0.79 ---195258.45 ms/batch
Step 00045750 L_out=0.193 Acc=0.88 ---223573.39 ms/batch
Step 00045800 L_out=0.359 Acc=0.86 ---251822.02 ms/batch
Step 00045850 L_out=0.222 Acc=0.93 ---280060.22 ms/batch
Step 00045900 L_out=0.169 Acc=0.62 ---308341.86 ms/batch
Step 00045950 L_out=0.136 Acc=0.82 ---336739.34 ms/batch
Step 00046000 L_out=0.919 Acc=0.86 ---365013.01 ms/batch
Round 4 | epoch=8, train costTime=377.9148180484772, | total_activation_sum=16548956
Round 4 | epoch=9, current m_iou=0.6205216984465126
Round 4 | Best m_IoU is: 0.621, OA is: 0.896 | val costTime=145.6589732170105
Round 4 | ****EPOCH 9****
Step 00046050 L_out=0.211 Acc=0.89 ---15147.02 ms/batch
Step 00046100 L_out=0.074 Acc=0.84 ---43272.35 ms/batch
Step 00046150 L_out=0.255 Acc=0.86 ---71652.84 ms/batch
Step 00046200 L_out=0.179 Acc=0.89 ---100012.40 ms/batch
Step 00046250 L_out=0.081 Acc=0.86 ---128380.58 ms/batch
Step 00046300 L_out=0.064 Acc=0.82 ---156651.17 ms/batch
Step 00046350 L_out=0.387 Acc=0.82 ---185062.07 ms/batch
Step 00046400 L_out=0.146 Acc=0.90 ---213311.56 ms/batch
Step 00046450 L_out=0.238 Acc=0.87 ---241599.43 ms/batch
Step 00046500 L_out=0.220 Acc=0.80 ---269836.38 ms/batch
Step 00046550 L_out=0.109 Acc=0.88 ---297928.61 ms/batch
Step 00046600 L_out=0.464 Acc=0.76 ---326086.07 ms/batch
Step 00046650 L_out=0.312 Acc=0.87 ---354596.96 ms/batch
Round 4 | epoch=9, train costTime=377.4242000579834, | total_activation_sum=16591102
Round 4 | epoch=10, current m_iou=0.6138756357130108
Round 4 | Best m_IoU is: 0.621, OA is: 0.896 | val costTime=143.7602677345276
Round 4 | ****EPOCH 10****
Step 00046700 L_out=0.165 Acc=0.86 --- 4499.93 ms/batch
Step 00046750 L_out=0.096 Acc=0.89 ---26986.27 ms/batch
Step 00046800 L_out=0.073 Acc=0.87 ---49402.64 ms/batch
Step 00046850 L_out=0.169 Acc=0.89 ---71881.67 ms/batch
Step 00046900 L_out=0.188 Acc=0.92 ---94099.58 ms/batch
Step 00046950 L_out=0.119 Acc=0.84 ---116644.77 ms/batch
Step 00047000 L_out=0.140 Acc=0.93 ---139291.22 ms/batch
Step 00047050 L_out=0.083 Acc=0.84 ---161666.77 ms/batch
Step 00047100 L_out=0.370 Acc=0.86 ---183866.87 ms/batch
Step 00047150 L_out=0.222 Acc=0.80 ---206073.03 ms/batch
Step 00047200 L_out=0.036 Acc=0.90 ---228365.91 ms/batch
Step 00047250 L_out=0.092 Acc=0.86 ---250593.67 ms/batch
Step 00047300 L_out=0.169 Acc=0.91 ---272873.00 ms/batch
Step 00047350 L_out=0.443 Acc=0.87 ---295024.50 ms/batch
Round 4 | epoch=10, train costTime=298.1137447357178, | total_activation_sum=16490239
Round 4 | epoch=11, current m_iou=0.5947494923657919
Round 4 | Best m_IoU is: 0.621, OA is: 0.896 | val costTime=118.58106803894043
Round 4 | ****EPOCH 11****
Step 00047400 L_out=0.451 Acc=0.73 ---19045.63 ms/batch
Step 00047450 L_out=0.132 Acc=0.87 ---40961.61 ms/batch
Step 00047500 L_out=0.184 Acc=0.87 ---63225.75 ms/batch
Step 00047550 L_out=0.236 Acc=0.81 ---85354.60 ms/batch
Step 00047600 L_out=0.091 Acc=0.90 ---107380.07 ms/batch
Step 00047650 L_out=0.492 Acc=0.81 ---129958.16 ms/batch
Step 00047700 L_out=0.249 Acc=0.87 ---153088.85 ms/batch
Step 00047750 L_out=0.155 Acc=0.91 ---176317.29 ms/batch
Step 00047800 L_out=0.091 Acc=0.85 ---200513.85 ms/batch
Step 00047850 L_out=0.241 Acc=0.86 ---224713.08 ms/batch
Step 00047900 L_out=0.348 Acc=0.94 ---248959.73 ms/batch
Step 00047950 L_out=0.231 Acc=0.91 ---273168.71 ms/batch
Step 00048000 L_out=0.135 Acc=0.89 ---297132.40 ms/batch
Round 4 | epoch=11, train costTime=308.6836998462677, | total_activation_sum=16633060
Round 4 | epoch=12, current m_iou=0.6257197246048772
Round 4 | Best m_IoU is: 0.626, OA is: 0.899 | val costTime=119.90870094299316
Round 4 | ****EPOCH 12****
Step 00048050 L_out=0.048 Acc=0.88 ---11465.76 ms/batch
Step 00048100 L_out=0.091 Acc=0.95 ---33501.09 ms/batch
Step 00048150 L_out=0.050 Acc=0.91 ---55683.27 ms/batch
Step 00048200 L_out=0.216 Acc=0.88 ---77660.15 ms/batch
Step 00048250 L_out=0.392 Acc=0.81 ---100268.97 ms/batch
Step 00048300 L_out=0.078 Acc=0.86 ---124510.70 ms/batch
Step 00048350 L_out=0.407 Acc=0.92 ---148501.25 ms/batch
Step 00048400 L_out=0.513 Acc=0.82 ---172281.29 ms/batch
Step 00048450 L_out=0.106 Acc=0.86 ---196448.39 ms/batch
Step 00048500 L_out=0.131 Acc=0.84 ---220760.16 ms/batch
Step 00048550 L_out=0.140 Acc=0.90 ---244973.18 ms/batch
Step 00048600 L_out=0.299 Acc=0.81 ---269192.06 ms/batch
Step 00048650 L_out=0.110 Acc=0.86 ---292974.56 ms/batch
Round 4 | epoch=12, train costTime=312.8626809120178, | total_activation_sum=16798468
Round 4 | epoch=13, current m_iou=0.6270075365914449
Round 4 | Best m_IoU is: 0.627, OA is: 0.901 | val costTime=118.84512686729431
Round 4 | ****EPOCH 13****
Step 00048700 L_out=0.435 Acc=0.87 --- 4398.67 ms/batch
Step 00048750 L_out=0.019 Acc=0.93 ---28520.76 ms/batch
Step 00048800 L_out=0.201 Acc=0.89 ---52660.59 ms/batch
Step 00048850 L_out=0.059 Acc=0.92 ---76922.69 ms/batch
Step 00048900 L_out=0.219 Acc=0.90 ---100869.84 ms/batch
Step 00048950 L_out=0.136 Acc=0.83 ---125049.07 ms/batch
Step 00049000 L_out=0.279 Acc=0.86 ---149435.45 ms/batch
Step 00049050 L_out=0.086 Acc=0.92 ---173673.84 ms/batch
Step 00049100 L_out=0.232 Acc=0.74 ---197885.20 ms/batch
Step 00049150 L_out=0.165 Acc=0.92 ---222354.05 ms/batch
Step 00049200 L_out=0.090 Acc=0.92 ---246638.72 ms/batch
Step 00049250 L_out=0.121 Acc=0.88 ---270670.50 ms/batch
Step 00049300 L_out=0.097 Acc=0.89 ---294875.16 ms/batch
Step 00049350 L_out=0.243 Acc=0.89 ---319062.26 ms/batch
Round 4 | epoch=13, train costTime=322.8976671695709, | total_activation_sum=16645470
Round 4 | epoch=14, current m_iou=0.6060641675150104
Round 4 | Best m_IoU is: 0.627, OA is: 0.901 | val costTime=118.02685046195984
Round 4 | ****EPOCH 14****
Step 00049400 L_out=0.612 Acc=0.81 ---20308.00 ms/batch
Step 00049450 L_out=0.047 Acc=0.89 ---44514.64 ms/batch
Step 00049500 L_out=0.137 Acc=0.88 ---68634.55 ms/batch
Step 00049550 L_out=0.130 Acc=0.92 ---93005.57 ms/batch
Step 00049600 L_out=0.140 Acc=0.79 ---117350.91 ms/batch
Step 00049650 L_out=2.058 Acc=0.49 ---141544.66 ms/batch
Step 00049700 L_out=0.158 Acc=0.89 ---165888.54 ms/batch
Step 00049750 L_out=1.259 Acc=0.82 ---189795.66 ms/batch
Step 00049800 L_out=0.207 Acc=0.87 ---213925.65 ms/batch
Step 00049850 L_out=0.100 Acc=0.93 ---237915.23 ms/batch
Step 00049900 L_out=0.354 Acc=0.87 ---262159.49 ms/batch
Step 00049950 L_out=0.459 Acc=0.81 ---286448.55 ms/batch
Step 00050000 L_out=0.114 Acc=0.90 ---310748.42 ms/batch
Round 4 | epoch=14, train costTime=322.9222915172577, | total_activation_sum=16528284
Round 4 | epoch=15, current m_iou=0.6262040989946008
Round 4 | Best m_IoU is: 0.627, OA is: 0.901 | val costTime=118.06668257713318
Round 4 | ****EPOCH 15****
Step 00050050 L_out=0.180 Acc=0.91 ---12326.51 ms/batch
Step 00050100 L_out=0.394 Acc=0.84 ---36592.83 ms/batch
Step 00050150 L_out=0.104 Acc=0.84 ---60753.46 ms/batch
Step 00050200 L_out=0.132 Acc=0.92 ---84730.17 ms/batch
Step 00050250 L_out=0.015 Acc=0.88 ---108954.17 ms/batch
Step 00050300 L_out=0.178 Acc=0.87 ---133037.41 ms/batch
Step 00050350 L_out=0.111 Acc=0.77 ---157350.95 ms/batch
Step 00050400 L_out=0.230 Acc=0.90 ---181400.12 ms/batch
Step 00050450 L_out=0.054 Acc=0.86 ---205986.46 ms/batch
Step 00050500 L_out=0.168 Acc=0.89 ---232726.70 ms/batch
Step 00050550 L_out=0.054 Acc=0.88 ---260678.09 ms/batch
Step 00050600 L_out=0.100 Acc=0.88 ---287719.72 ms/batch
Step 00050650 L_out=0.085 Acc=0.89 ---314914.62 ms/batch
Round 4 | epoch=15, train costTime=338.1672043800354, | total_activation_sum=16816901
Round 4 | epoch=16, current m_iou=0.6235176336297434
Round 4 | Best m_IoU is: 0.627, OA is: 0.901 | val costTime=144.65720915794373
Round 4 | ****EPOCH 16****
Step 00050700 L_out=0.236 Acc=0.78 --- 4178.61 ms/batch
Step 00050750 L_out=0.083 Acc=0.92 ---32523.45 ms/batch
Step 00050800 L_out=0.060 Acc=0.90 ---58668.05 ms/batch
Step 00050850 L_out=0.175 Acc=0.83 ---86047.63 ms/batch
Step 00050900 L_out=0.211 Acc=0.83 ---113441.98 ms/batch
Step 00050950 L_out=0.248 Acc=0.75 ---139852.30 ms/batch
Step 00051000 L_out=0.183 Acc=0.73 ---168123.15 ms/batch
Step 00051050 L_out=0.071 Acc=0.92 ---194870.90 ms/batch
Step 00051100 L_out=0.062 Acc=0.95 ---223865.81 ms/batch
Step 00051150 L_out=0.380 Acc=0.91 ---250129.56 ms/batch
Step 00051200 L_out=0.355 Acc=0.76 ---277716.56 ms/batch
Step 00051250 L_out=0.066 Acc=0.84 ---304452.76 ms/batch
Step 00051300 L_out=0.230 Acc=0.81 ---331447.84 ms/batch
Step 00051350 L_out=0.201 Acc=0.84 ---359212.03 ms/batch
Round 4 | epoch=16, train costTime=364.1234016418457, | total_activation_sum=16542800
Round 4 | epoch=17, current m_iou=0.6216749997429671
Round 4 | Best m_IoU is: 0.627, OA is: 0.901 | val costTime=146.80206179618835
Round 4 | ****EPOCH 17****
Step 00051400 L_out=0.636 Acc=0.76 ---24437.96 ms/batch
Step 00051450 L_out=0.140 Acc=0.85 ---50772.78 ms/batch
Step 00051500 L_out=0.076 Acc=0.94 ---78044.94 ms/batch
Step 00051550 L_out=0.109 Acc=0.86 ---104996.97 ms/batch
Step 00051600 L_out=0.166 Acc=0.88 ---131520.48 ms/batch
Step 00051650 L_out=0.116 Acc=0.89 ---159416.11 ms/batch
Step 00051700 L_out=0.717 Acc=0.54 ---185812.33 ms/batch
Step 00051750 L_out=0.085 Acc=0.91 ---214176.99 ms/batch
Step 00051800 L_out=0.028 Acc=0.85 ---240481.59 ms/batch
Step 00051850 L_out=0.085 Acc=0.88 ---268807.07 ms/batch
Step 00051900 L_out=0.157 Acc=0.92 ---295046.55 ms/batch
Step 00051950 L_out=0.147 Acc=0.88 ---322634.95 ms/batch
Step 00052000 L_out=0.203 Acc=0.92 ---350165.29 ms/batch
Round 4 | epoch=17, train costTime=363.8828194141388, | total_activation_sum=16659364
Round 4 | epoch=18, current m_iou=0.629466104795827
Round 4 | Best m_IoU is: 0.629, OA is: 0.897 | val costTime=143.90335178375244
Round 4 | ****EPOCH 18****
Step 00052050 L_out=0.130 Acc=0.76 ---12962.65 ms/batch
Step 00052100 L_out=0.185 Acc=0.87 ---39706.96 ms/batch
Step 00052150 L_out=0.082 Acc=0.86 ---68337.63 ms/batch
Step 00052200 L_out=0.141 Acc=0.94 ---95552.35 ms/batch
Step 00052250 L_out=0.309 Acc=0.77 ---123282.19 ms/batch
Step 00052300 L_out=0.326 Acc=0.83 ---150427.53 ms/batch
Step 00052350 L_out=0.519 Acc=0.91 ---176743.74 ms/batch
Step 00052400 L_out=0.187 Acc=0.88 ---204820.01 ms/batch
Step 00052450 L_out=0.346 Acc=0.87 ---231115.92 ms/batch
Step 00052500 L_out=0.206 Acc=0.81 ---259101.43 ms/batch
Step 00052550 L_out=0.072 Acc=0.93 ---285417.61 ms/batch
Step 00052600 L_out=0.107 Acc=0.87 ---313446.92 ms/batch
Step 00052650 L_out=0.173 Acc=0.86 ---340086.11 ms/batch
Round 4 | epoch=18, train costTime=362.8936722278595, | total_activation_sum=16721509
Round 4 | epoch=19, current m_iou=0.6368131858908401
Round 4 | Best m_IoU is: 0.637, OA is: 0.902 | val costTime=146.36562085151672
Round 4 | ****EPOCH 19****
Step 00052700 L_out=0.229 Acc=0.84 --- 3721.23 ms/batch
Step 00052750 L_out=0.030 Acc=0.83 ---29905.29 ms/batch
Step 00052800 L_out=0.099 Acc=0.85 ---58277.21 ms/batch
Step 00052850 L_out=0.124 Acc=0.91 ---81995.28 ms/batch
Step 00052900 L_out=0.077 Acc=0.94 ---106101.89 ms/batch
Step 00052950 L_out=0.226 Acc=0.86 ---130375.28 ms/batch
Step 00053000 L_out=0.030 Acc=0.93 ---154566.60 ms/batch
Step 00053050 L_out=0.217 Acc=0.91 ---178560.94 ms/batch
Step 00053100 L_out=0.107 Acc=0.92 ---202401.14 ms/batch
Step 00053150 L_out=0.279 Acc=0.91 ---226525.10 ms/batch
Step 00053200 L_out=0.235 Acc=0.87 ---250817.15 ms/batch
Step 00053250 L_out=0.124 Acc=0.83 ---274909.66 ms/batch
Step 00053300 L_out=0.101 Acc=0.91 ---298980.16 ms/batch
Step 00053350 L_out=0.216 Acc=0.73 ---322948.12 ms/batch
Round 4 | epoch=19, train costTime=327.7759418487549, | total_activation_sum=16474000
Round 4 | epoch=20, current m_iou=0.6388975060132462
Round 4 | Best m_IoU is: 0.639, OA is: 0.905 | val costTime=118.30719470977783
Round 4 | ****EPOCH 20****
Step 00053400 L_out=0.172 Acc=0.79 ---19371.71 ms/batch
Step 00053450 L_out=0.164 Acc=0.91 ---43437.01 ms/batch
Step 00053500 L_out=0.053 Acc=0.92 ---67771.16 ms/batch
Step 00053550 L_out=0.202 Acc=0.89 ---91705.02 ms/batch
Step 00053600 L_out=0.193 Acc=0.84 ---115663.57 ms/batch
Step 00053650 L_out=0.251 Acc=0.88 ---139752.41 ms/batch
Step 00053700 L_out=0.085 Acc=0.88 ---163805.23 ms/batch
Step 00053750 L_out=0.163 Acc=0.89 ---187881.09 ms/batch
Step 00053800 L_out=0.106 Acc=0.87 ---211883.95 ms/batch
Step 00053850 L_out=0.044 Acc=0.92 ---236043.96 ms/batch
Step 00053900 L_out=0.229 Acc=0.87 ---260037.87 ms/batch
Step 00053950 L_out=0.156 Acc=0.87 ---284368.78 ms/batch
Step 00054000 L_out=0.026 Acc=0.81 ---308432.39 ms/batch
Round 4 | epoch=20, train costTime=321.38221979141235, | total_activation_sum=16621324
Round 4 | epoch=21, current m_iou=0.6369345764602782
Round 4 | Best m_IoU is: 0.639, OA is: 0.905 | val costTime=117.53992557525635
Round 4 | ****EPOCH 21****
Step 00054050 L_out=0.056 Acc=0.93 ---11111.57 ms/batch
Step 00054100 L_out=0.146 Acc=0.90 ---35204.97 ms/batch
Step 00054150 L_out=0.837 Acc=0.90 ---59163.21 ms/batch
Step 00054200 L_out=0.168 Acc=0.90 ---83201.61 ms/batch
Step 00054250 L_out=0.089 Acc=0.88 ---107409.40 ms/batch
Step 00054300 L_out=0.095 Acc=0.89 ---131716.05 ms/batch
Step 00054350 L_out=0.186 Acc=0.85 ---155616.79 ms/batch
Step 00054400 L_out=0.175 Acc=0.84 ---179620.53 ms/batch
Step 00054450 L_out=0.117 Acc=0.88 ---203778.06 ms/batch
Step 00054500 L_out=0.023 Acc=0.93 ---227641.04 ms/batch
Step 00054550 L_out=0.354 Acc=0.77 ---251758.50 ms/batch
Step 00054600 L_out=0.087 Acc=0.88 ---275768.22 ms/batch
Step 00054650 L_out=0.065 Acc=0.90 ---299776.31 ms/batch
Round 4 | epoch=21, train costTime=321.0096275806427, | total_activation_sum=16643674
Round 4 | epoch=22, current m_iou=0.6393190845510887
Round 4 | Best m_IoU is: 0.639, OA is: 0.906 | val costTime=118.1999626159668
Round 4 | ****EPOCH 22****
Step 00054700 L_out=0.229 Acc=0.92 --- 2859.57 ms/batch
Step 00054750 L_out=0.440 Acc=0.80 ---27011.47 ms/batch
Step 00054800 L_out=0.047 Acc=0.90 ---51290.60 ms/batch
Step 00054850 L_out=0.121 Acc=0.94 ---75320.52 ms/batch
Step 00054900 L_out=0.324 Acc=0.88 ---99669.07 ms/batch
Step 00054950 L_out=0.150 Acc=0.80 ---123820.93 ms/batch
Step 00055000 L_out=0.327 Acc=0.93 ---147872.26 ms/batch
Step 00055050 L_out=0.309 Acc=0.80 ---171851.24 ms/batch
Step 00055100 L_out=0.094 Acc=0.91 ---195919.14 ms/batch
Step 00055150 L_out=0.471 Acc=0.77 ---220017.04 ms/batch
Step 00055200 L_out=0.157 Acc=0.89 ---244172.37 ms/batch
Step 00055250 L_out=0.319 Acc=0.86 ---268306.74 ms/batch
Step 00055300 L_out=0.059 Acc=0.81 ---292467.20 ms/batch
Step 00055350 L_out=0.236 Acc=0.89 ---316286.07 ms/batch
Round 4 | epoch=22, train costTime=321.5716338157654, | total_activation_sum=16717020
Round 4 | epoch=23, current m_iou=0.6458895213068205
Round 4 | Best m_IoU is: 0.646, OA is: 0.906 | val costTime=117.02016997337341
Round 4 | ****EPOCH 23****
Step 00055400 L_out=0.086 Acc=0.75 ---18943.53 ms/batch
Step 00055450 L_out=0.079 Acc=0.87 ---43269.83 ms/batch
Step 00055500 L_out=0.203 Acc=0.88 ---67223.09 ms/batch
Step 00055550 L_out=0.122 Acc=0.87 ---91593.70 ms/batch
Step 00055600 L_out=0.039 Acc=0.94 ---115752.22 ms/batch
Step 00055650 L_out=0.076 Acc=0.85 ---139840.01 ms/batch
Step 00055700 L_out=0.082 Acc=0.79 ---164055.70 ms/batch
Step 00055750 L_out=0.176 Acc=0.87 ---188065.60 ms/batch
Step 00055800 L_out=0.273 Acc=0.91 ---212320.46 ms/batch
Step 00055850 L_out=0.132 Acc=0.88 ---236452.23 ms/batch
Step 00055900 L_out=0.123 Acc=0.90 ---260699.20 ms/batch
Step 00055950 L_out=0.061 Acc=0.96 ---284625.40 ms/batch
Step 00056000 L_out=0.033 Acc=0.89 ---308812.37 ms/batch
Round 4 | epoch=23, train costTime=322.3444993495941, | total_activation_sum=16691437
Round 4 | epoch=24, current m_iou=0.643004867815678
Round 4 | Best m_IoU is: 0.646, OA is: 0.906 | val costTime=117.38428115844727
Round 4 | ****EPOCH 24****
Step 00056050 L_out=0.151 Acc=0.94 ---10628.22 ms/batch
Step 00056100 L_out=0.064 Acc=0.92 ---34646.45 ms/batch
Step 00056150 L_out=0.075 Acc=0.91 ---58605.14 ms/batch
Step 00056200 L_out=0.201 Acc=0.91 ---82858.00 ms/batch
Step 00056250 L_out=0.193 Acc=0.91 ---107151.64 ms/batch
Step 00056300 L_out=0.051 Acc=0.91 ---131291.46 ms/batch
Step 00056350 L_out=0.029 Acc=0.92 ---155501.43 ms/batch
Step 00056400 L_out=0.046 Acc=0.94 ---179540.60 ms/batch
Step 00056450 L_out=0.076 Acc=0.90 ---203562.04 ms/batch
Step 00056500 L_out=0.112 Acc=0.90 ---227608.33 ms/batch
Step 00056550 L_out=0.133 Acc=0.85 ---251704.80 ms/batch
Step 00056600 L_out=0.262 Acc=0.84 ---275880.10 ms/batch
Step 00056650 L_out=1.300 Acc=0.86 ---299899.75 ms/batch
Round 4 | epoch=24, train costTime=321.7603635787964, | total_activation_sum=16589667
Round 4 | epoch=25, current m_iou=0.6412984838767113
Round 4 | Best m_IoU is: 0.646, OA is: 0.906 | val costTime=117.49657654762268
Round 4 | ****EPOCH 25****
Step 00056700 L_out=0.182 Acc=0.92 --- 2328.56 ms/batch
Step 00056750 L_out=0.147 Acc=0.87 ---26391.18 ms/batch
Step 00056800 L_out=0.244 Acc=0.78 ---50414.78 ms/batch
Step 00056850 L_out=0.134 Acc=0.92 ---74660.73 ms/batch
Step 00056900 L_out=0.041 Acc=0.89 ---98633.55 ms/batch
Step 00056950 L_out=0.023 Acc=0.91 ---122726.07 ms/batch
Step 00057000 L_out=0.173 Acc=0.90 ---146815.95 ms/batch
Step 00057050 L_out=0.151 Acc=0.92 ---170791.24 ms/batch
Step 00057100 L_out=0.228 Acc=0.88 ---194998.81 ms/batch
Step 00057150 L_out=0.117 Acc=0.89 ---219042.69 ms/batch
Step 00057200 L_out=1.308 Acc=0.93 ---243239.53 ms/batch
Step 00057250 L_out=0.104 Acc=0.85 ---267524.04 ms/batch
Step 00057300 L_out=0.030 Acc=0.87 ---291796.41 ms/batch
Step 00057350 L_out=0.023 Acc=0.93 ---315852.95 ms/batch
Round 4 | epoch=25, train costTime=321.63383197784424, | total_activation_sum=16607433
Round 4 | epoch=26, current m_iou=0.6412863514789902
Round 4 | Best m_IoU is: 0.646, OA is: 0.906 | val costTime=117.71797800064087
Round 4 | ****EPOCH 26****
Step 00057400 L_out=0.100 Acc=0.89 ---18170.93 ms/batch
Step 00057450 L_out=0.170 Acc=0.92 ---42405.03 ms/batch
Step 00057500 L_out=0.108 Acc=0.90 ---66497.41 ms/batch
Step 00057550 L_out=0.074 Acc=0.90 ---90786.51 ms/batch
Step 00057600 L_out=0.075 Acc=0.91 ---114652.98 ms/batch
Step 00057650 L_out=0.042 Acc=0.96 ---138722.52 ms/batch
Step 00057700 L_out=0.225 Acc=0.89 ---163089.93 ms/batch
Step 00057750 L_out=0.118 Acc=0.88 ---187522.48 ms/batch
Step 00057800 L_out=0.114 Acc=0.93 ---211632.24 ms/batch
Step 00057850 L_out=0.085 Acc=0.94 ---235787.42 ms/batch
Step 00057900 L_out=0.138 Acc=0.89 ---260075.72 ms/batch
Step 00057950 L_out=0.045 Acc=0.91 ---284207.82 ms/batch
Step 00058000 L_out=0.270 Acc=0.85 ---308049.45 ms/batch
Round 4 | epoch=26, train costTime=321.98453855514526, | total_activation_sum=16534681
Round 4 | epoch=27, current m_iou=0.6407706649989215
Round 4 | Best m_IoU is: 0.646, OA is: 0.906 | val costTime=117.21961450576782
Round 4 | ****EPOCH 27****
Step 00058050 L_out=0.069 Acc=0.90 ---10187.88 ms/batch
Step 00058100 L_out=0.185 Acc=0.88 ---34441.48 ms/batch
Step 00058150 L_out=0.188 Acc=0.86 ---58696.11 ms/batch
Step 00058200 L_out=0.192 Acc=0.87 ---82946.25 ms/batch
Step 00058250 L_out=0.224 Acc=0.87 ---107093.06 ms/batch
Step 00058300 L_out=0.085 Acc=0.82 ---131062.82 ms/batch
Step 00058350 L_out=0.079 Acc=0.92 ---155321.87 ms/batch
Step 00058400 L_out=0.075 Acc=0.93 ---179377.67 ms/batch
Step 00058450 L_out=0.044 Acc=0.93 ---203413.42 ms/batch
Step 00058500 L_out=0.090 Acc=0.88 ---227723.98 ms/batch
Step 00058550 L_out=0.094 Acc=0.91 ---251836.73 ms/batch
Step 00058600 L_out=0.118 Acc=0.92 ---276066.96 ms/batch
Step 00058650 L_out=0.113 Acc=0.88 ---300179.74 ms/batch
Round 4 | epoch=27, train costTime=322.3364040851593, | total_activation_sum=16707711
Round 4 | epoch=28, current m_iou=0.6489909658533488
Round 4 | Best m_IoU is: 0.649, OA is: 0.906 | val costTime=118.00480818748474
Round 4 | ****EPOCH 28****
Step 00058700 L_out=0.035 Acc=0.87 --- 1910.98 ms/batch
Step 00058750 L_out=0.177 Acc=0.93 ---25838.55 ms/batch
Step 00058800 L_out=0.153 Acc=0.92 ---50070.82 ms/batch
Step 00058850 L_out=0.155 Acc=0.89 ---74083.06 ms/batch
Step 00058900 L_out=0.083 Acc=0.91 ---98204.40 ms/batch
Step 00058950 L_out=0.222 Acc=0.80 ---122246.54 ms/batch
Step 00059000 L_out=0.067 Acc=0.91 ---146484.92 ms/batch
Step 00059050 L_out=0.067 Acc=0.93 ---170350.55 ms/batch
Step 00059100 L_out=0.190 Acc=0.88 ---194498.82 ms/batch
Step 00059150 L_out=0.102 Acc=0.92 ---218922.53 ms/batch
Step 00059200 L_out=0.071 Acc=0.88 ---242850.36 ms/batch
Step 00059250 L_out=0.172 Acc=0.94 ---266836.36 ms/batch
Step 00059300 L_out=0.062 Acc=0.90 ---290980.40 ms/batch
Step 00059350 L_out=0.150 Acc=0.83 ---315004.14 ms/batch
Round 4 | epoch=28, train costTime=321.33818554878235, | total_activation_sum=16439485
Round 4 | epoch=29, current m_iou=0.6496807046883342
Round 4 | Best m_IoU is: 0.650, OA is: 0.907 | val costTime=118.2314670085907
Round 4 | ****EPOCH 29****
Step 00059400 L_out=0.041 Acc=0.92 ---17859.11 ms/batch
Step 00059450 L_out=0.154 Acc=0.92 ---42170.31 ms/batch
Step 00059500 L_out=0.218 Acc=0.93 ---66084.20 ms/batch
Step 00059550 L_out=0.179 Acc=0.89 ---90195.45 ms/batch
Step 00059600 L_out=0.473 Acc=0.76 ---114201.27 ms/batch
Step 00059650 L_out=0.079 Acc=0.91 ---138286.48 ms/batch
Step 00059700 L_out=0.121 Acc=0.97 ---162504.35 ms/batch
Step 00059750 L_out=0.220 Acc=0.89 ---186468.95 ms/batch
Step 00059800 L_out=0.055 Acc=0.92 ---210706.00 ms/batch
Step 00059850 L_out=0.059 Acc=0.92 ---234875.16 ms/batch
Step 00059900 L_out=0.077 Acc=0.92 ---259079.18 ms/batch
Step 00059950 L_out=0.054 Acc=0.90 ---283312.80 ms/batch
Step 00060000 L_out=0.114 Acc=0.92 ---307512.85 ms/batch
Round 4 | epoch=29, train costTime=322.1079123020172, | total_activation_sum=16898834
Round 4 | epoch=30, current m_iou=0.6481876083151206
Round 4 | Best m_IoU is: 0.650, OA is: 0.907 | val costTime=117.8180775642395
Round 4 | ****EPOCH 30****
Round 5 | ****EPOCH 0****
Step 00060050 L_out=0.389 Acc=0.81 --- 9683.32 ms/batch
Step 00060100 L_out=0.277 Acc=0.90 ---33806.09 ms/batch
Step 00060150 L_out=0.315 Acc=0.63 ---57935.06 ms/batch
Step 00060200 L_out=0.350 Acc=0.67 ---82202.90 ms/batch
Step 00060250 L_out=0.605 Acc=0.77 ---106120.62 ms/batch
Step 00060300 L_out=0.108 Acc=0.89 ---130427.39 ms/batch
Step 00060350 L_out=0.164 Acc=0.70 ---154487.14 ms/batch
Step 00060400 L_out=0.371 Acc=0.85 ---178799.52 ms/batch
Step 00060450 L_out=0.585 Acc=0.83 ---202899.59 ms/batch
Step 00060500 L_out=0.435 Acc=0.78 ---227056.50 ms/batch
Step 00060550 L_out=0.180 Acc=0.66 ---251369.89 ms/batch
Step 00060600 L_out=0.738 Acc=0.84 ---275460.33 ms/batch
Step 00060650 L_out=0.127 Acc=0.92 ---299636.08 ms/batch
Round 5 | epoch=0, train costTime=322.35902762413025, | total_activation_sum=20783622
Round 5 | epoch=1, current m_iou=0.44874831854548847
Round 5 | Best m_IoU is: 0.449, OA is: 0.846 | val costTime=117.07284092903137
Round 5 | ****EPOCH 1****
Step 00060700 L_out=0.107 Acc=0.91 --- 1425.81 ms/batch
Step 00060750 L_out=0.238 Acc=0.85 ---25795.91 ms/batch
Step 00060800 L_out=0.360 Acc=0.85 ---49771.23 ms/batch
Step 00060850 L_out=0.167 Acc=0.78 ---73717.78 ms/batch
Step 00060900 L_out=0.335 Acc=0.85 ---97497.25 ms/batch
Step 00060950 L_out=0.334 Acc=0.91 ---121664.97 ms/batch
Step 00061000 L_out=0.081 Acc=0.90 ---145667.77 ms/batch
Step 00061050 L_out=0.293 Acc=0.90 ---169746.99 ms/batch
Step 00061100 L_out=0.246 Acc=0.90 ---194059.35 ms/batch
Step 00061150 L_out=0.225 Acc=0.89 ---218135.06 ms/batch
Step 00061200 L_out=0.441 Acc=0.82 ---242141.21 ms/batch
Step 00061250 L_out=0.457 Acc=0.71 ---266251.61 ms/batch
Step 00061300 L_out=0.294 Acc=0.77 ---290400.43 ms/batch
Step 00061350 L_out=0.150 Acc=0.87 ---314492.47 ms/batch
Round 5 | epoch=1, train costTime=321.1758065223694, | total_activation_sum=21424264
Round 5 | epoch=2, current m_iou=0.5518716093373134
Round 5 | Best m_IoU is: 0.552, OA is: 0.872 | val costTime=117.1789710521698
Round 5 | ****EPOCH 2****
Step 00061400 L_out=0.312 Acc=0.81 ---17259.91 ms/batch
Step 00061450 L_out=0.162 Acc=0.70 ---41308.67 ms/batch
Step 00061500 L_out=0.205 Acc=0.86 ---65395.76 ms/batch
Step 00061550 L_out=0.618 Acc=0.84 ---89705.20 ms/batch
Step 00061600 L_out=0.564 Acc=0.84 ---113964.87 ms/batch
Step 00061650 L_out=0.280 Acc=0.89 ---138346.80 ms/batch
Step 00061700 L_out=0.470 Acc=0.83 ---162416.80 ms/batch
Step 00061750 L_out=0.339 Acc=0.74 ---186450.44 ms/batch
Step 00061800 L_out=0.206 Acc=0.88 ---210417.78 ms/batch
Step 00061850 L_out=0.190 Acc=0.83 ---234611.91 ms/batch
Step 00061900 L_out=0.210 Acc=0.90 ---258715.16 ms/batch
Step 00061950 L_out=0.269 Acc=0.81 ---282924.15 ms/batch
Step 00062000 L_out=0.591 Acc=0.76 ---307091.44 ms/batch
Round 5 | epoch=2, train costTime=322.0242202281952, | total_activation_sum=21249238
Round 5 | epoch=3, current m_iou=0.5461835200073211
Round 5 | Best m_IoU is: 0.552, OA is: 0.872 | val costTime=116.85706615447998
Round 5 | ****EPOCH 3****
Step 00062050 L_out=0.273 Acc=0.92 --- 9253.83 ms/batch
Step 00062100 L_out=0.250 Acc=0.91 ---33476.08 ms/batch
Step 00062150 L_out=0.449 Acc=0.89 ---57530.42 ms/batch
Step 00062200 L_out=0.322 Acc=0.76 ---81507.48 ms/batch
Step 00062250 L_out=0.180 Acc=0.86 ---105864.92 ms/batch
Step 00062300 L_out=0.157 Acc=0.95 ---129824.53 ms/batch
Step 00062350 L_out=0.122 Acc=0.84 ---153841.05 ms/batch
Step 00062400 L_out=0.296 Acc=0.72 ---177922.24 ms/batch
Step 00062450 L_out=0.160 Acc=0.80 ---202020.79 ms/batch
Step 00062500 L_out=0.196 Acc=0.88 ---226313.07 ms/batch
Step 00062550 L_out=0.443 Acc=0.84 ---250379.38 ms/batch
Step 00062600 L_out=0.185 Acc=0.87 ---274493.66 ms/batch
Step 00062650 L_out=0.438 Acc=0.75 ---298546.99 ms/batch
Round 5 | epoch=3, train costTime=321.694051027298, | total_activation_sum=21534098
Round 5 | epoch=4, current m_iou=0.5401322171964299
Round 5 | Best m_IoU is: 0.552, OA is: 0.872 | val costTime=116.96355080604553
Round 5 | ****EPOCH 4****
Step 00062700 L_out=0.135 Acc=0.97 ---  940.60 ms/batch
Step 00062750 L_out=0.338 Acc=0.87 ---25145.84 ms/batch
Step 00062800 L_out=0.476 Acc=0.74 ---49194.85 ms/batch
Step 00062850 L_out=0.281 Acc=0.79 ---73603.29 ms/batch
Step 00062900 L_out=0.259 Acc=0.91 ---97630.31 ms/batch
Step 00062950 L_out=0.503 Acc=0.84 ---121668.89 ms/batch
Step 00063000 L_out=0.257 Acc=0.74 ---145644.54 ms/batch
Step 00063050 L_out=1.000 Acc=0.78 ---169692.69 ms/batch
Step 00063100 L_out=0.603 Acc=0.90 ---193697.70 ms/batch
Step 00063150 L_out=0.420 Acc=0.84 ---217934.29 ms/batch
Step 00063200 L_out=0.174 Acc=0.90 ---241782.21 ms/batch
Step 00063250 L_out=0.255 Acc=0.89 ---265907.34 ms/batch
Step 00063300 L_out=0.089 Acc=0.89 ---289963.11 ms/batch
Step 00063350 L_out=0.474 Acc=0.90 ---313926.10 ms/batch
Round 5 | epoch=4, train costTime=321.17368602752686, | total_activation_sum=21371490
Round 5 | epoch=5, current m_iou=0.5656853031200891
Round 5 | Best m_IoU is: 0.566, OA is: 0.881 | val costTime=117.61881828308105
Round 5 | ****EPOCH 5****
Step 00063400 L_out=0.389 Acc=0.74 ---16999.76 ms/batch
Step 00063450 L_out=0.125 Acc=0.77 ---41090.69 ms/batch
Step 00063500 L_out=0.233 Acc=0.90 ---65341.15 ms/batch
Step 00063550 L_out=0.092 Acc=0.89 ---89602.38 ms/batch
Step 00063600 L_out=0.124 Acc=0.89 ---113773.92 ms/batch
Step 00063650 L_out=0.322 Acc=0.85 ---137839.86 ms/batch
Step 00063700 L_out=0.143 Acc=0.85 ---161779.89 ms/batch
Step 00063750 L_out=0.253 Acc=0.91 ---185937.87 ms/batch
Step 00063800 L_out=0.907 Acc=0.81 ---210000.43 ms/batch
Step 00063850 L_out=0.172 Acc=0.85 ---233934.62 ms/batch
Step 00063900 L_out=0.273 Acc=0.81 ---257993.35 ms/batch
Step 00063950 L_out=0.237 Acc=0.97 ---282347.68 ms/batch
Step 00064000 L_out=0.862 Acc=0.84 ---306298.02 ms/batch
Round 5 | epoch=5, train costTime=321.836359500885, | total_activation_sum=21129711
Round 5 | epoch=6, current m_iou=0.5843976933062545
Round 5 | Best m_IoU is: 0.584, OA is: 0.883 | val costTime=117.5414924621582
Round 5 | ****EPOCH 6****
Step 00064050 L_out=0.089 Acc=0.92 --- 8709.26 ms/batch
Step 00064100 L_out=0.476 Acc=0.77 ---32559.22 ms/batch
Step 00064150 L_out=0.150 Acc=0.91 ---56755.58 ms/batch
Step 00064200 L_out=0.043 Acc=0.94 ---80906.80 ms/batch
Step 00064250 L_out=0.099 Acc=0.93 ---105046.85 ms/batch
Step 00064300 L_out=0.197 Acc=0.73 ---129079.11 ms/batch
Step 00064350 L_out=0.262 Acc=0.84 ---153149.15 ms/batch
Step 00064400 L_out=0.137 Acc=0.91 ---177167.00 ms/batch
Step 00064450 L_out=0.563 Acc=0.90 ---201160.55 ms/batch
Step 00064500 L_out=0.692 Acc=0.77 ---225229.94 ms/batch
Step 00064550 L_out=0.207 Acc=0.89 ---249236.37 ms/batch
Step 00064600 L_out=0.234 Acc=0.92 ---273303.19 ms/batch
Step 00064650 L_out=0.164 Acc=0.87 ---297454.04 ms/batch
Round 5 | epoch=6, train costTime=320.9815022945404, | total_activation_sum=21417165
-------------------------------------------------------------------------------------------------------------5.10 morning end,final m_IoU 0.650
-------------------------------------------------------------------------------------------------------------5.14 16:46 neighbour_do_label != do_label or purity - neighbour_purity>0.05:continue
---------------------------------------------------------------------------------------------------------------忘了调全部训练集了.....
Round 2 | ****EPOCH 0****
Step 00000050 L_out=0.184 Acc=0.05 ---24947.01 ms/batch
Step 00000100 L_out=0.032 Acc=0.35 ---46939.20 ms/batch
Step 00000150 L_out=0.163 Acc=0.50 ---68783.57 ms/batch
Step 00000200 L_out=0.324 Acc=0.36 ---90672.27 ms/batch
Step 00000250 L_out=0.111 Acc=0.12 ---112648.08 ms/batch
Step 00000300 L_out=0.122 Acc=0.17 ---134532.26 ms/batch
Step 00000350 L_out=0.909 Acc=0.01 ---156563.01 ms/batch
Step 00000400 L_out=0.165 Acc=0.39 ---178933.42 ms/batch
Step 00000450 L_out=0.073 Acc=0.48 ---200985.70 ms/batch
Step 00000500 L_out=0.188 Acc=0.54 ---223256.18 ms/batch
Step 00000550 L_out=0.023 Acc=0.44 ---245396.21 ms/batch
Step 00000600 L_out=1.448 Acc=0.59 ---267618.31 ms/batch
Step 00000650 L_out=0.087 Acc=0.54 ---290843.70 ms/batch
Round 2 | epoch=0, train costTime=299.0777997970581, | total_activation_sum=3400608
Round 2 | epoch=1, current m_iou=0.1625461352824759
Round 2 | Best m_IoU is: 0.163, OA is: 0.537 | val costTime=135.72127676010132
Round 2 | ****EPOCH 1****
Step 00000700 L_out=0.099 Acc=0.53 ---16288.41 ms/batch
Step 00000750 L_out=0.034 Acc=0.49 ---40764.36 ms/batch
Step 00000800 L_out=0.029 Acc=0.13 ---64881.99 ms/batch
Step 00000850 L_out=0.029 Acc=0.20 ---88732.98 ms/batch
Step 00000900 L_out=0.054 Acc=0.16 ---112735.40 ms/batch
Step 00000950 L_out=0.126 Acc=0.56 ---137726.91 ms/batch
Step 00001000 L_out=0.438 Acc=0.48 ---162014.09 ms/batch
Step 00001050 L_out=0.289 Acc=0.55 ---185400.62 ms/batch
Step 00001100 L_out=1.913 Acc=0.50 ---208399.49 ms/batch
Step 00001150 L_out=0.089 Acc=0.57 ---232210.09 ms/batch
Step 00001200 L_out=0.085 Acc=0.11 ---256069.29 ms/batch
Step 00001250 L_out=1.117 Acc=0.40 ---280020.46 ms/batch
Step 00001300 L_out=0.094 Acc=0.51 ---303899.49 ms/batch
Round 2 | epoch=1, train costTime=466.8284764289856, | total_activation_sum=3266776
Round 2 | ****EPOCH 0****
Step 00000050 L_out=0.041 Acc=0.33 ---24098.59 ms/batch
Step 00000100 L_out=0.056 Acc=0.37 ---46593.29 ms/batch
Step 00000150 L_out=0.361 Acc=0.02 ---72017.55 ms/batch
Step 00000200 L_out=0.189 Acc=0.08 ---97324.22 ms/batch
Step 00000250 L_out=0.285 Acc=0.37 ---122471.56 ms/batch
Step 00000300 L_out=0.019 Acc=0.35 ---147649.44 ms/batch
Step 00000350 L_out=0.155 Acc=0.07 ---173161.58 ms/batch
Step 00000400 L_out=0.065 Acc=0.05 ---198544.54 ms/batch
Step 00000450 L_out=2.793 Acc=0.48 ---223087.55 ms/batch
Step 00000500 L_out=0.134 Acc=0.76 ---247097.51 ms/batch
Step 00000550 L_out=2.369 Acc=0.11 ---271227.34 ms/batch
Step 00000600 L_out=0.074 Acc=0.26 ---296001.85 ms/batch
Step 00000650 L_out=0.082 Acc=0.31 ---320867.21 ms/batch
Round 2 | epoch=0, train costTime=329.4868531227112, | total_activation_sum=3558034
Round 2 | epoch=1, current m_iou=0.1132899863482508
Round 2 | Best m_IoU is: 0.113, OA is: 0.371 | val costTime=139.5184564590454
Round 2 | ****EPOCH 1****
Step 00000700 L_out=0.127 Acc=0.38 ---16241.89 ms/batch
Step 00000750 L_out=0.047 Acc=0.19 ---40023.78 ms/batch
Step 00000800 L_out=0.207 Acc=0.73 ---63669.47 ms/batch
Step 00000850 L_out=0.164 Acc=0.57 ---87016.02 ms/batch
Step 00000900 L_out=0.057 Acc=0.63 ---110591.82 ms/batch
Step 00000950 L_out=0.068 Acc=0.19 ---134174.04 ms/batch
Step 00001000 L_out=1.642 Acc=0.58 ---157575.12 ms/batch
Step 00001050 L_out=0.098 Acc=0.75 ---181151.86 ms/batch
Step 00001100 L_out=0.050 Acc=0.31 ---204734.55 ms/batch
Step 00001150 L_out=0.046 Acc=0.54 ---228220.50 ms/batch
Step 00001200 L_out=0.052 Acc=0.28 ---251886.20 ms/batch
Step 00001250 L_out=0.036 Acc=0.40 ---275380.91 ms/batch
Step 00001300 L_out=1.399 Acc=0.29 ---298946.61 ms/batch
Round 2 | epoch=1, train costTime=314.9677233695984, | total_activation_sum=3425487
Round 2 | epoch=2, current m_iou=0.17617730738088994
Round 2 | Best m_IoU is: 0.176, OA is: 0.542 | val costTime=117.08820915222168
Round 2 | ****EPOCH 2****
Step 00001350 L_out=0.124 Acc=0.58 --- 7650.73 ms/batch
Step 00001400 L_out=0.030 Acc=0.43 ---31137.52 ms/batch
Step 00001450 L_out=0.022 Acc=0.64 ---54766.89 ms/batch
Step 00001500 L_out=1.704 Acc=0.50 ---78511.19 ms/batch
Step 00001550 L_out=0.080 Acc=0.44 ---102114.01 ms/batch
Step 00001600 L_out=0.046 Acc=0.64 ---125653.48 ms/batch
Step 00001650 L_out=1.607 Acc=0.43 ---149033.15 ms/batch
Step 00001700 L_out=1.428 Acc=0.48 ---172694.05 ms/batch
Step 00001750 L_out=0.123 Acc=0.35 ---196310.76 ms/batch
Step 00001800 L_out=0.851 Acc=0.59 ---220012.50 ms/batch
Step 00001850 L_out=1.005 Acc=0.42 ---243429.47 ms/batch
Step 00001900 L_out=0.074 Acc=0.26 ---266733.27 ms/batch
Step 00001950 L_out=0.137 Acc=0.27 ---290028.42 ms/batch
Step 00002000 L_out=0.051 Acc=0.71 ---313272.27 ms/batch
Round 2 | epoch=2, train costTime=313.7346932888031, | total_activation_sum=3255401
Round 2 | epoch=3, current m_iou=0.18728176572044175
Round 2 | Best m_IoU is: 0.187, OA is: 0.571 | val costTime=116.91735696792603
Round 2 | ****EPOCH 3****
Step 00002050 L_out=0.043 Acc=0.52 ---21515.01 ms/batch
Step 00002100 L_out=0.067 Acc=0.58 ---43328.17 ms/batch
Step 00002150 L_out=0.058 Acc=0.52 ---65257.21 ms/batch
Step 00002200 L_out=0.131 Acc=0.48 ---87166.46 ms/batch
Step 00002250 L_out=0.056 Acc=0.50 ---109031.64 ms/batch
Step 00002300 L_out=0.074 Acc=0.65 ---131026.61 ms/batch
Step 00002350 L_out=0.034 Acc=0.36 ---152849.20 ms/batch
Step 00002400 L_out=0.147 Acc=0.33 ---175744.26 ms/batch
Step 00002450 L_out=0.142 Acc=0.45 ---199215.62 ms/batch
Step 00002500 L_out=0.092 Acc=0.71 ---222792.67 ms/batch
Step 00002550 L_out=0.026 Acc=0.43 ---245983.94 ms/batch
Step 00002600 L_out=1.183 Acc=0.72 ---269412.90 ms/batch
Step 00002650 L_out=0.087 Acc=0.60 ---293059.53 ms/batch
Round 2 | epoch=3, train costTime=301.6234929561615, | total_activation_sum=3350496
Round 2 | epoch=4, current m_iou=0.19066249475080466
Round 2 | Best m_IoU is: 0.191, OA is: 0.580 | val costTime=117.7517032623291
Round 2 | ****EPOCH 4****
Step 00002700 L_out=1.142 Acc=0.72 ---15055.58 ms/batch
Step 00002750 L_out=0.054 Acc=0.72 ---38467.29 ms/batch
Step 00002800 L_out=0.075 Acc=0.49 ---61963.91 ms/batch
Step 00002850 L_out=0.024 Acc=0.49 ---85629.61 ms/batch
Step 00002900 L_out=0.030 Acc=0.63 ---110535.95 ms/batch
Step 00002950 L_out=0.095 Acc=0.60 ---134049.27 ms/batch
Step 00003000 L_out=0.172 Acc=0.50 ---157596.34 ms/batch
Step 00003050 L_out=0.190 Acc=0.19 ---181268.12 ms/batch
Step 00003100 L_out=0.038 Acc=0.63 ---204940.66 ms/batch
Step 00003150 L_out=0.013 Acc=0.67 ---228441.56 ms/batch
Step 00003200 L_out=0.017 Acc=0.44 ---252150.06 ms/batch
Step 00003250 L_out=0.038 Acc=0.61 ---276287.62 ms/batch
Step 00003300 L_out=0.050 Acc=0.61 ---300355.96 ms/batch
Round 2 | epoch=4, train costTime=317.72546124458313, | total_activation_sum=3319219
Round 2 | epoch=5, current m_iou=0.20958822238858907
Round 2 | Best m_IoU is: 0.210, OA is: 0.585 | val costTime=135.03543758392334
Round 2 | ****EPOCH 5****
Step 00003350 L_out=0.033 Acc=0.21 --- 7127.35 ms/batch
Step 00003400 L_out=0.040 Acc=0.73 ---31395.51 ms/batch
Step 00003450 L_out=0.018 Acc=0.56 ---55684.94 ms/batch
Step 00003500 L_out=0.064 Acc=0.56 ---79961.08 ms/batch
Step 00003550 L_out=0.048 Acc=0.66 ---104066.53 ms/batch
Step 00003600 L_out=0.080 Acc=0.32 ---128587.22 ms/batch
Step 00003650 L_out=0.031 Acc=0.54 ---152838.40 ms/batch
Step 00003700 L_out=0.419 Acc=0.71 ---176990.93 ms/batch
Step 00003750 L_out=0.041 Acc=0.38 ---201495.35 ms/batch
Step 00003800 L_out=0.559 Acc=0.71 ---226056.89 ms/batch
Step 00003850 L_out=0.497 Acc=0.44 ---251032.38 ms/batch
Step 00003900 L_out=0.235 Acc=0.73 ---276555.09 ms/batch
Step 00003950 L_out=0.055 Acc=0.57 ---301771.79 ms/batch
Step 00004000 L_out=0.012 Acc=0.63 ---326394.59 ms/batch
Round 2 | epoch=5, train costTime=327.23806619644165, | total_activation_sum=3305229
Round 2 | epoch=6, current m_iou=0.2984783404740599
Round 2 | Best m_IoU is: 0.298, OA is: 0.617 | val costTime=125.40836119651794
Round 2 | ****EPOCH 6****
Step 00004050 L_out=0.116 Acc=0.64 ---21597.25 ms/batch
Step 00004100 L_out=0.103 Acc=0.75 ---43923.57 ms/batch
Step 00004150 L_out=0.128 Acc=0.66 ---66608.97 ms/batch
Step 00004200 L_out=0.122 Acc=0.62 ---89061.21 ms/batch
Step 00004250 L_out=0.089 Acc=0.53 ---111520.52 ms/batch
Step 00004300 L_out=0.044 Acc=0.43 ---134969.65 ms/batch
Step 00004350 L_out=0.068 Acc=0.65 ---158600.12 ms/batch
Step 00004400 L_out=0.130 Acc=0.57 ---183271.14 ms/batch
Step 00004450 L_out=0.038 Acc=0.61 ---208335.66 ms/batch
Step 00004500 L_out=0.109 Acc=0.44 ---233620.49 ms/batch
Step 00004550 L_out=0.640 Acc=0.63 ---258866.87 ms/batch
Step 00004600 L_out=0.128 Acc=0.42 ---284694.13 ms/batch
Step 00004650 L_out=0.559 Acc=0.66 ---309579.84 ms/batch
Round 2 | epoch=6, train costTime=319.0235505104065, | total_activation_sum=3485259
Round 2 | epoch=7, current m_iou=0.3359043294210319
Round 2 | Best m_IoU is: 0.336, OA is: 0.572 | val costTime=142.02617168426514
Round 2 | ****EPOCH 7****
Step 00004700 L_out=0.048 Acc=0.62 ---15526.15 ms/batch
Step 00004750 L_out=0.063 Acc=0.66 ---40949.55 ms/batch
Step 00004800 L_out=0.045 Acc=0.72 ---65993.11 ms/batch
Step 00004850 L_out=0.084 Acc=0.49 ---91884.22 ms/batch
Step 00004900 L_out=0.030 Acc=0.57 ---117326.28 ms/batch
Step 00004950 L_out=0.080 Acc=0.72 ---142509.42 ms/batch
Step 00005000 L_out=0.016 Acc=0.38 ---167426.12 ms/batch
Step 00005050 L_out=0.017 Acc=0.73 ---192606.02 ms/batch
Step 00005100 L_out=0.028 Acc=0.78 ---217144.19 ms/batch
Step 00005150 L_out=0.483 Acc=0.78 ---242475.34 ms/batch
Step 00005200 L_out=0.041 Acc=0.64 ---267614.06 ms/batch
Step 00005250 L_out=0.095 Acc=0.58 ---292412.32 ms/batch
Step 00005300 L_out=0.566 Acc=0.57 ---317158.15 ms/batch
Round 2 | epoch=7, train costTime=335.2478539943695, | total_activation_sum=3217429
Round 2 | epoch=8, current m_iou=0.30387735333036103
Round 2 | Best m_IoU is: 0.336, OA is: 0.572 | val costTime=139.15334343910217
Round 2 | ****EPOCH 8****
Step 00005350 L_out=0.052 Acc=0.63 --- 6999.65 ms/batch
Step 00005400 L_out=0.078 Acc=0.50 ---32320.36 ms/batch
Step 00005450 L_out=0.080 Acc=0.61 ---57662.36 ms/batch
Step 00005500 L_out=0.037 Acc=0.54 ---83293.15 ms/batch
Step 00005550 L_out=0.070 Acc=0.66 ---109555.03 ms/batch
Step 00005600 L_out=0.013 Acc=0.75 ---134948.84 ms/batch
Step 00005650 L_out=0.034 Acc=0.70 ---160301.59 ms/batch
Step 00005700 L_out=0.445 Acc=0.79 ---185347.45 ms/batch
Step 00005750 L_out=0.161 Acc=0.44 ---210747.52 ms/batch
Step 00005800 L_out=0.071 Acc=0.54 ---237021.98 ms/batch
Step 00005850 L_out=0.023 Acc=0.77 ---265248.60 ms/batch
Step 00005900 L_out=0.020 Acc=0.59 ---293373.36 ms/batch
Step 00005950 L_out=0.241 Acc=0.42 ---320184.16 ms/batch
Step 00006000 L_out=0.102 Acc=0.15 ---346121.05 ms/batch
Round 2 | epoch=8, train costTime=347.51849842071533, | total_activation_sum=3355591
Round 2 | epoch=9, current m_iou=0.3309274925190231
Round 2 | Best m_IoU is: 0.336, OA is: 0.572 | val costTime=144.09235191345215
Round 2 | ****EPOCH 9****
Step 00006050 L_out=0.036 Acc=0.68 ---24155.63 ms/batch
Step 00006100 L_out=0.043 Acc=0.63 ---49839.16 ms/batch
Step 00006150 L_out=0.034 Acc=0.53 ---75340.65 ms/batch
Step 00006200 L_out=0.004 Acc=0.78 ---100828.99 ms/batch
Step 00006250 L_out=0.346 Acc=0.69 ---126334.60 ms/batch
Step 00006300 L_out=0.031 Acc=0.70 ---152454.09 ms/batch
Step 00006350 L_out=0.267 Acc=0.80 ---177748.57 ms/batch
Step 00006400 L_out=0.006 Acc=0.82 ---203279.89 ms/batch
Step 00006450 L_out=0.013 Acc=0.70 ---228791.80 ms/batch
Step 00006500 L_out=0.007 Acc=0.67 ---254387.07 ms/batch
Step 00006550 L_out=0.033 Acc=0.69 ---279743.14 ms/batch
Step 00006600 L_out=0.036 Acc=0.50 ---305578.61 ms/batch
Step 00006650 L_out=0.064 Acc=0.50 ---330877.45 ms/batch
Round 2 | epoch=9, train costTime=341.1951882839203, | total_activation_sum=3343138
Round 2 | epoch=10, current m_iou=0.3221106308418003
Round 2 | Best m_IoU is: 0.336, OA is: 0.572 | val costTime=141.36703324317932
Round 2 | ****EPOCH 10****
Step 00006700 L_out=0.050 Acc=0.66 ---15316.98 ms/batch
Step 00006750 L_out=0.053 Acc=0.38 ---41263.72 ms/batch
Step 00006800 L_out=0.042 Acc=0.50 ---68451.51 ms/batch
Step 00006850 L_out=0.070 Acc=0.75 ---94482.96 ms/batch
Step 00006900 L_out=0.154 Acc=0.70 ---119815.42 ms/batch
Step 00006950 L_out=0.088 Acc=0.57 ---145732.15 ms/batch
Step 00007000 L_out=0.015 Acc=0.67 ---171775.36 ms/batch
Step 00007050 L_out=0.019 Acc=0.46 ---197519.92 ms/batch
Step 00007100 L_out=0.039 Acc=0.71 ---223695.95 ms/batch
Step 00007150 L_out=0.120 Acc=0.62 ---250190.13 ms/batch
Step 00007200 L_out=0.127 Acc=0.64 ---276131.94 ms/batch
Step 00007250 L_out=0.011 Acc=0.67 ---302844.27 ms/batch
Step 00007300 L_out=0.017 Acc=0.75 ---332011.42 ms/batch
Round 2 | epoch=10, train costTime=351.63536739349365, | total_activation_sum=3439391
Round 2 | epoch=11, current m_iou=0.3644034848433032
Round 2 | Best m_IoU is: 0.364, OA is: 0.609 | val costTime=163.28569436073303
Round 2 | ****EPOCH 11****
Step 00007350 L_out=0.106 Acc=0.35 ---10819.58 ms/batch
Step 00007400 L_out=0.020 Acc=0.57 ---52402.79 ms/batch
Step 00007450 L_out=0.018 Acc=0.48 ---91794.37 ms/batch
Step 00007500 L_out=0.093 Acc=0.67 ---131451.85 ms/batch
Step 00007550 L_out=0.003 Acc=0.65 ---173022.66 ms/batch
Step 00007600 L_out=0.074 Acc=0.49 ---212738.61 ms/batch
Step 00007650 L_out=0.044 Acc=0.62 ---252044.15 ms/batch
Step 00007700 L_out=0.087 Acc=0.53 ---291933.36 ms/batch
Step 00007750 L_out=0.032 Acc=0.68 ---322542.03 ms/batch
Step 00007800 L_out=0.042 Acc=0.66 ---363712.62 ms/batch
Step 00007850 L_out=0.069 Acc=0.63 ---405753.92 ms/batch
Step 00007900 L_out=0.098 Acc=0.63 ---448590.21 ms/batch
Step 00007950 L_out=0.014 Acc=0.65 ---486546.89 ms/batch
Step 00008000 L_out=0.016 Acc=0.76 ---524147.98 ms/batch
Round 2 | epoch=11, train costTime=527.040774345398, | total_activation_sum=3328630
Round 2 | epoch=12, current m_iou=0.4055396732802341
Round 2 | Best m_IoU is: 0.406, OA is: 0.710 | val costTime=184.16819882392883
Round 2 | ****EPOCH 12****
Step 00008050 L_out=0.008 Acc=0.55 ---29601.18 ms/batch
Step 00008100 L_out=0.021 Acc=0.71 ---65028.61 ms/batch
Step 00008150 L_out=0.054 Acc=0.62 ---102049.79 ms/batch
Step 00008200 L_out=0.079 Acc=0.56 ---136755.99 ms/batch
Step 00008250 L_out=1.193 Acc=0.66 ---170467.58 ms/batch
Step 00008300 L_out=0.051 Acc=0.68 ---205420.99 ms/batch
Step 00008350 L_out=0.102 Acc=0.60 ---236408.19 ms/batch
Step 00008400 L_out=0.051 Acc=0.65 ---271823.28 ms/batch
Step 00008450 L_out=0.329 Acc=0.45 ---307032.55 ms/batch
Step 00008500 L_out=0.034 Acc=0.59 ---342213.19 ms/batch
Step 00008550 L_out=0.577 Acc=0.64 ---376798.98 ms/batch
Step 00008600 L_out=0.050 Acc=0.42 ---412857.90 ms/batch
Step 00008650 L_out=0.048 Acc=0.58 ---446409.01 ms/batch
Round 2 | epoch=12, train costTime=460.18556547164917, | total_activation_sum=3302546
Round 2 | epoch=13, current m_iou=0.39159972794228526
Round 2 | Best m_IoU is: 0.406, OA is: 0.710 | val costTime=189.04488110542297
Round 2 | ****EPOCH 13****
Step 00008700 L_out=0.052 Acc=0.82 ---15215.22 ms/batch
Step 00008750 L_out=0.037 Acc=0.67 ---41719.91 ms/batch
Step 00008800 L_out=0.042 Acc=0.54 ---68114.32 ms/batch
Step 00008850 L_out=0.086 Acc=0.51 ---94115.80 ms/batch
Step 00008900 L_out=0.045 Acc=0.72 ---119505.82 ms/batch
Step 00008950 L_out=0.043 Acc=0.82 ---143788.66 ms/batch
Step 00009000 L_out=0.017 Acc=0.49 ---167839.83 ms/batch
Step 00009050 L_out=0.015 Acc=0.74 ---192141.80 ms/batch
Step 00009100 L_out=0.012 Acc=0.84 ---218636.66 ms/batch
Step 00009150 L_out=0.032 Acc=0.68 ---244314.93 ms/batch
Step 00009200 L_out=0.014 Acc=0.68 ---270384.30 ms/batch
Step 00009250 L_out=0.016 Acc=0.74 ---296024.17 ms/batch
Step 00009300 L_out=0.035 Acc=0.74 ---321633.32 ms/batch
Round 2 | epoch=13, train costTime=340.87163853645325, | total_activation_sum=3275707
Round 2 | epoch=14, current m_iou=0.37270336136822224
Round 2 | Best m_IoU is: 0.406, OA is: 0.710 | val costTime=151.08330869674683
Round 2 | ****EPOCH 14****
Step 00009350 L_out=0.040 Acc=0.71 --- 6308.71 ms/batch
Step 00009400 L_out=0.015 Acc=0.63 ---30673.12 ms/batch
Step 00009450 L_out=0.007 Acc=0.63 ---54821.31 ms/batch
Step 00009500 L_out=0.031 Acc=0.68 ---79182.74 ms/batch
Step 00009550 L_out=0.020 Acc=0.67 ---103873.17 ms/batch
Step 00009600 L_out=0.031 Acc=0.64 ---131283.49 ms/batch
Step 00009650 L_out=0.011 Acc=0.71 ---158005.63 ms/batch
Step 00009700 L_out=0.030 Acc=0.69 ---183207.73 ms/batch
Step 00009750 L_out=0.048 Acc=0.71 ---207836.51 ms/batch
Step 00009800 L_out=0.046 Acc=0.77 ---232120.25 ms/batch
Step 00009850 L_out=0.026 Acc=0.45 ---256585.25 ms/batch
Step 00009900 L_out=0.030 Acc=0.63 ---281757.07 ms/batch
Step 00009950 L_out=0.106 Acc=0.74 ---307399.02 ms/batch
Step 00010000 L_out=0.198 Acc=0.51 ---333069.00 ms/batch
Round 2 | epoch=14, train costTime=335.754554271698, | total_activation_sum=3298522
Round 2 | epoch=15, current m_iou=0.4008870429258621
Round 2 | Best m_IoU is: 0.406, OA is: 0.710 | val costTime=141.7317042350769
Round 2 | ****EPOCH 15****
Step 00010050 L_out=0.075 Acc=0.79 ---23363.73 ms/batch
Step 00010100 L_out=0.904 Acc=0.78 ---48870.88 ms/batch
Step 00010150 L_out=0.033 Acc=0.53 ---74923.33 ms/batch
Step 00010200 L_out=0.036 Acc=0.53 ---100871.37 ms/batch
Step 00010250 L_out=0.102 Acc=0.61 ---127211.86 ms/batch
Step 00010300 L_out=0.012 Acc=0.66 ---152679.63 ms/batch
Step 00010350 L_out=0.020 Acc=0.76 ---179089.33 ms/batch
Step 00010400 L_out=0.031 Acc=0.63 ---205205.61 ms/batch
Step 00010450 L_out=0.024 Acc=0.79 ---231745.38 ms/batch
Step 00010500 L_out=0.293 Acc=0.72 ---257271.95 ms/batch
Step 00010550 L_out=0.283 Acc=0.80 ---283208.49 ms/batch
Step 00010600 L_out=0.043 Acc=0.59 ---309002.12 ms/batch
Step 00010650 L_out=0.020 Acc=0.86 ---334925.07 ms/batch
Round 2 | epoch=15, train costTime=346.4760913848877, | total_activation_sum=3387220
Round 2 | epoch=16, current m_iou=0.42353558416799225
Round 2 | Best m_IoU is: 0.424, OA is: 0.693 | val costTime=175.0141155719757
Round 2 | ****EPOCH 16****
Step 00010700 L_out=0.032 Acc=0.76 ---18278.53 ms/batch
Step 00010750 L_out=0.024 Acc=0.51 ---49076.54 ms/batch
Step 00010800 L_out=0.017 Acc=0.66 ---83628.32 ms/batch
Step 00010850 L_out=0.015 Acc=0.63 ---120842.57 ms/batch
Step 00010900 L_out=0.094 Acc=0.86 ---155554.36 ms/batch
Step 00010950 L_out=0.032 Acc=0.66 ---189106.46 ms/batch
Step 00011000 L_out=0.037 Acc=0.75 ---227024.05 ms/batch
Step 00011050 L_out=0.022 Acc=0.73 ---264140.65 ms/batch
Step 00011100 L_out=0.007 Acc=0.64 ---301929.83 ms/batch
Step 00011150 L_out=0.039 Acc=0.64 ---341477.84 ms/batch
Step 00011200 L_out=0.262 Acc=0.75 ---381442.43 ms/batch
Step 00011250 L_out=0.112 Acc=0.75 ---414008.56 ms/batch
Step 00011300 L_out=0.023 Acc=0.71 ---439938.07 ms/batch
Round 2 | epoch=16, train costTime=459.7439136505127, | total_activation_sum=3351705
Round 2 | epoch=17, current m_iou=0.4332325758201836
Round 2 | Best m_IoU is: 0.433, OA is: 0.715 | val costTime=150.45484113693237
Round 2 | ****EPOCH 17****
Step 00011350 L_out=0.022 Acc=0.61 --- 5417.73 ms/batch
Step 00011400 L_out=0.021 Acc=0.63 ---29903.46 ms/batch
Step 00011450 L_out=0.063 Acc=0.44 ---54218.17 ms/batch
Step 00011500 L_out=0.001 Acc=0.82 ---78021.34 ms/batch
Step 00011550 L_out=0.095 Acc=0.72 ---102397.26 ms/batch
Step 00011600 L_out=0.117 Acc=0.64 ---131497.75 ms/batch
Step 00011650 L_out=0.037 Acc=0.69 ---154334.34 ms/batch
Step 00011700 L_out=0.028 Acc=0.63 ---176967.46 ms/batch
Step 00011750 L_out=0.043 Acc=0.74 ---201140.69 ms/batch
Step 00011800 L_out=0.053 Acc=0.64 ---224257.67 ms/batch
Step 00011850 L_out=0.028 Acc=0.68 ---249124.57 ms/batch
Step 00011900 L_out=0.018 Acc=0.69 ---273781.30 ms/batch
Step 00011950 L_out=0.102 Acc=0.67 ---298351.72 ms/batch
Step 00012000 L_out=0.153 Acc=0.70 ---323272.90 ms/batch
Round 2 | epoch=17, train costTime=326.1222720146179, | total_activation_sum=3322499
Round 2 | epoch=18, current m_iou=0.45069529797752894
Round 2 | Best m_IoU is: 0.451, OA is: 0.751 | val costTime=149.61997389793396
Round 2 | ****EPOCH 18****
Step 00012050 L_out=0.013 Acc=0.63 ---21776.71 ms/batch
Step 00012100 L_out=0.027 Acc=0.73 ---46429.58 ms/batch
Step 00012150 L_out=0.052 Acc=0.66 ---71061.45 ms/batch
Step 00012200 L_out=0.015 Acc=0.69 ---94833.31 ms/batch
Step 00012250 L_out=0.052 Acc=0.71 ---118491.60 ms/batch
Step 00012300 L_out=0.012 Acc=0.79 ---142393.71 ms/batch
Step 00012350 L_out=0.050 Acc=0.75 ---166432.84 ms/batch
Step 00012400 L_out=0.066 Acc=0.73 ---189828.85 ms/batch
Step 00012450 L_out=0.003 Acc=0.79 ---213886.15 ms/batch
Step 00012500 L_out=0.060 Acc=0.70 ---237986.03 ms/batch
Step 00012550 L_out=0.061 Acc=0.68 ---261764.85 ms/batch
Step 00012600 L_out=0.042 Acc=0.67 ---286013.60 ms/batch
Step 00012650 L_out=0.052 Acc=0.78 ---309659.76 ms/batch
Round 2 | epoch=18, train costTime=320.5081341266632, | total_activation_sum=3371007
Round 2 | epoch=19, current m_iou=0.4769347424558467
Round 2 | Best m_IoU is: 0.477, OA is: 0.777 | val costTime=147.63203477859497
Round 2 | ****EPOCH 19****
Step 00012700 L_out=0.160 Acc=0.46 ---12745.38 ms/batch
Step 00012750 L_out=0.056 Acc=0.65 ---35902.65 ms/batch
Step 00012800 L_out=0.035 Acc=0.77 ---59168.75 ms/batch
Step 00012850 L_out=0.040 Acc=0.42 ---82151.03 ms/batch
Step 00012900 L_out=0.029 Acc=0.82 ---105653.55 ms/batch
Step 00012950 L_out=0.047 Acc=0.82 ---129403.79 ms/batch
Step 00013000 L_out=0.084 Acc=0.75 ---153339.97 ms/batch
Step 00013050 L_out=0.009 Acc=0.67 ---176433.97 ms/batch
Step 00013100 L_out=0.038 Acc=0.70 ---199373.99 ms/batch
Step 00013150 L_out=0.012 Acc=0.65 ---222704.36 ms/batch
Step 00013200 L_out=0.557 Acc=0.58 ---245894.54 ms/batch
Step 00013250 L_out=0.025 Acc=0.73 ---270380.25 ms/batch
Step 00013300 L_out=0.034 Acc=0.80 ---294521.33 ms/batch
Round 2 | epoch=19, train costTime=313.5829904079437, | total_activation_sum=3333434
Round 2 | epoch=20, current m_iou=0.4735429438601106
Round 2 | Best m_IoU is: 0.477, OA is: 0.777 | val costTime=137.98624324798584
Round 2 | ****EPOCH 20****
Step 00013350 L_out=0.047 Acc=0.72 --- 4657.04 ms/batch
Step 00013400 L_out=0.059 Acc=0.72 ---28210.93 ms/batch
Step 00013450 L_out=0.022 Acc=0.87 ---51882.75 ms/batch
Step 00013500 L_out=0.024 Acc=0.68 ---75591.54 ms/batch
Step 00013550 L_out=0.529 Acc=0.85 ---99268.96 ms/batch
Step 00013600 L_out=0.011 Acc=0.73 ---123136.33 ms/batch
Step 00013650 L_out=0.009 Acc=0.77 ---147524.38 ms/batch
Step 00013700 L_out=0.033 Acc=0.62 ---171688.00 ms/batch
Step 00013750 L_out=0.020 Acc=0.83 ---196170.52 ms/batch
Step 00013800 L_out=0.021 Acc=0.77 ---220366.14 ms/batch
Step 00013850 L_out=0.006 Acc=0.59 ---244205.11 ms/batch
Step 00013900 L_out=0.015 Acc=0.68 ---268090.79 ms/batch
Step 00013950 L_out=0.035 Acc=0.75 ---291832.82 ms/batch
Step 00014000 L_out=0.051 Acc=0.46 ---315915.57 ms/batch
Round 2 | epoch=20, train costTime=319.2877285480499, | total_activation_sum=3271036
Round 2 | epoch=21, current m_iou=0.5032452456878111
Round 2 | Best m_IoU is: 0.503, OA is: 0.795 | val costTime=144.86499047279358
Round 2 | ****EPOCH 21****
Step 00014050 L_out=0.028 Acc=0.57 ---19985.88 ms/batch
Step 00014100 L_out=0.040 Acc=0.46 ---43206.91 ms/batch
Step 00014150 L_out=0.044 Acc=0.77 ---66946.82 ms/batch
Step 00014200 L_out=0.398 Acc=0.77 ---90937.16 ms/batch
Step 00014250 L_out=0.009 Acc=0.82 ---113790.43 ms/batch
Step 00014300 L_out=0.012 Acc=0.78 ---136815.90 ms/batch
Step 00014350 L_out=0.029 Acc=0.75 ---159689.05 ms/batch
Step 00014400 L_out=0.013 Acc=0.71 ---183219.96 ms/batch
Step 00014450 L_out=0.490 Acc=0.58 ---206311.24 ms/batch
Step 00014500 L_out=0.040 Acc=0.81 ---229602.07 ms/batch
Step 00014550 L_out=0.125 Acc=0.76 ---252941.55 ms/batch
Step 00014600 L_out=0.049 Acc=0.72 ---277466.27 ms/batch
Step 00014650 L_out=0.106 Acc=0.82 ---301223.02 ms/batch
Round 2 | epoch=21, train costTime=312.4890823364258, | total_activation_sum=3384517
Round 2 | epoch=22, current m_iou=0.5213736620201288
Round 2 | Best m_IoU is: 0.521, OA is: 0.812 | val costTime=143.01197266578674
Round 2 | ****EPOCH 22****
Step 00014700 L_out=0.030 Acc=0.71 ---11806.22 ms/batch
Step 00014750 L_out=0.017 Acc=0.75 ---35106.10 ms/batch
Step 00014800 L_out=0.024 Acc=0.77 ---58281.27 ms/batch
Step 00014850 L_out=0.014 Acc=0.79 ---81302.49 ms/batch
Step 00014900 L_out=0.021 Acc=0.91 ---105310.92 ms/batch
Step 00014950 L_out=0.014 Acc=0.85 ---129586.88 ms/batch
Step 00015000 L_out=0.035 Acc=0.84 ---153864.89 ms/batch
Step 00015050 L_out=0.021 Acc=0.71 ---177742.01 ms/batch
Step 00015100 L_out=0.024 Acc=0.82 ---201742.88 ms/batch
Step 00015150 L_out=0.093 Acc=0.69 ---225303.24 ms/batch
Step 00015200 L_out=0.022 Acc=0.87 ---248844.75 ms/batch
Step 00015250 L_out=0.026 Acc=0.78 ---272332.48 ms/batch
Step 00015300 L_out=0.059 Acc=0.79 ---295866.49 ms/batch
Round 2 | epoch=22, train costTime=315.5082242488861, | total_activation_sum=3265118
Round 2 | epoch=23, current m_iou=0.526363142195309
Round 2 | Best m_IoU is: 0.526, OA is: 0.811 | val costTime=140.38242268562317
Round 2 | ****EPOCH 23****
Step 00015350 L_out=0.010 Acc=0.54 --- 4164.42 ms/batch
Step 00015400 L_out=0.026 Acc=0.73 ---27632.76 ms/batch
Step 00015450 L_out=0.034 Acc=0.73 ---50241.51 ms/batch
Step 00015500 L_out=0.002 Acc=0.75 ---73041.07 ms/batch
Step 00015550 L_out=0.006 Acc=0.73 ---95616.11 ms/batch
Step 00015600 L_out=0.027 Acc=0.67 ---118198.70 ms/batch
Step 00015650 L_out=0.026 Acc=0.55 ---140764.14 ms/batch
Step 00015700 L_out=0.081 Acc=0.81 ---163285.03 ms/batch
Step 00015750 L_out=0.073 Acc=0.77 ---185931.16 ms/batch
Step 00015800 L_out=0.005 Acc=0.89 ---208497.35 ms/batch
Step 00015850 L_out=0.016 Acc=0.69 ---231228.90 ms/batch
Step 00015900 L_out=0.009 Acc=0.75 ---253837.21 ms/batch
Step 00015950 L_out=0.203 Acc=0.74 ---276741.94 ms/batch
Step 00016000 L_out=0.018 Acc=0.79 ---299328.73 ms/batch
Round 2 | epoch=23, train costTime=303.00937056541443, | total_activation_sum=3365753
Round 2 | epoch=24, current m_iou=0.49858857125665634
Round 2 | Best m_IoU is: 0.526, OA is: 0.811 | val costTime=127.50957012176514
Round 2 | ****EPOCH 24****
Step 00016050 L_out=0.026 Acc=0.74 ---18779.06 ms/batch
Step 00016100 L_out=0.025 Acc=0.84 ---41333.90 ms/batch
Step 00016150 L_out=0.350 Acc=0.61 ---63975.58 ms/batch
Step 00016200 L_out=0.032 Acc=0.62 ---86462.50 ms/batch
Step 00016250 L_out=0.043 Acc=0.59 ---109083.23 ms/batch
Step 00016300 L_out=0.030 Acc=0.74 ---131548.47 ms/batch
Step 00016350 L_out=0.051 Acc=0.52 ---154293.44 ms/batch
Step 00016400 L_out=0.192 Acc=0.73 ---176945.02 ms/batch
Step 00016450 L_out=0.112 Acc=0.57 ---199524.00 ms/batch
Step 00016500 L_out=0.103 Acc=0.71 ---222251.08 ms/batch
Step 00016550 L_out=0.017 Acc=0.65 ---245002.97 ms/batch
Step 00016600 L_out=0.024 Acc=0.67 ---267553.99 ms/batch
Step 00016650 L_out=0.143 Acc=0.82 ---290037.84 ms/batch
Round 2 | epoch=24, train costTime=301.26944398880005, | total_activation_sum=3410142
Round 2 | epoch=25, current m_iou=0.48744895055841786
Round 2 | Best m_IoU is: 0.526, OA is: 0.811 | val costTime=126.89274954795837
Round 2 | ****EPOCH 25****
Step 00016700 L_out=0.006 Acc=0.62 ---11389.75 ms/batch
Step 00016750 L_out=0.015 Acc=0.60 ---33832.40 ms/batch
Step 00016800 L_out=0.007 Acc=0.64 ---56613.55 ms/batch
Step 00016850 L_out=0.021 Acc=0.68 ---79252.59 ms/batch
Step 00016900 L_out=0.013 Acc=0.70 ---101851.94 ms/batch
Step 00016950 L_out=0.074 Acc=0.78 ---124383.08 ms/batch
Step 00017000 L_out=0.192 Acc=0.90 ---146978.54 ms/batch
Step 00017050 L_out=0.025 Acc=0.69 ---169602.84 ms/batch
Step 00017100 L_out=0.002 Acc=0.83 ---192195.25 ms/batch
Step 00017150 L_out=0.047 Acc=0.69 ---214586.21 ms/batch
Step 00017200 L_out=0.095 Acc=0.56 ---237097.86 ms/batch
Step 00017250 L_out=0.047 Acc=0.81 ---259634.46 ms/batch
Step 00017300 L_out=0.101 Acc=0.85 ---282294.78 ms/batch
Round 2 | epoch=25, train costTime=301.0780231952667, | total_activation_sum=3189981
Round 2 | epoch=26, current m_iou=0.48104089675202993
Round 2 | Best m_IoU is: 0.526, OA is: 0.811 | val costTime=127.05482649803162
Round 2 | ****EPOCH 26****
Step 00017350 L_out=0.059 Acc=0.70 --- 3472.37 ms/batch
Step 00017400 L_out=0.013 Acc=0.66 ---26160.82 ms/batch
Step 00017450 L_out=0.009 Acc=0.77 ---48709.45 ms/batch
Step 00017500 L_out=0.217 Acc=0.93 ---71351.56 ms/batch
Step 00017550 L_out=0.113 Acc=0.59 ---94327.97 ms/batch
Step 00017600 L_out=0.017 Acc=0.77 ---117723.13 ms/batch
Step 00017650 L_out=0.009 Acc=0.86 ---141090.45 ms/batch
Step 00017700 L_out=0.047 Acc=0.65 ---165710.42 ms/batch
Step 00017750 L_out=0.059 Acc=0.45 ---190912.02 ms/batch
Step 00017800 L_out=0.028 Acc=0.72 ---214180.52 ms/batch
Step 00017850 L_out=0.023 Acc=0.71 ---239443.99 ms/batch
Step 00017900 L_out=0.023 Acc=0.56 ---263614.70 ms/batch
Step 00017950 L_out=0.281 Acc=0.91 ---289003.25 ms/batch
Step 00018000 L_out=0.055 Acc=0.65 ---312697.35 ms/batch
Round 2 | epoch=26, train costTime=317.1176760196686, | total_activation_sum=3360057
Round 2 | epoch=27, current m_iou=0.48215727352814586
Round 2 | Best m_IoU is: 0.526, OA is: 0.811 | val costTime=126.59900116920471
Round 2 | ****EPOCH 27****
Step 00018050 L_out=0.047 Acc=0.84 ---19339.25 ms/batch
Step 00018100 L_out=0.023 Acc=0.85 ---43041.51 ms/batch
Step 00018150 L_out=0.042 Acc=0.82 ---66983.85 ms/batch
Step 00018200 L_out=0.052 Acc=0.52 ---91241.01 ms/batch
Step 00018250 L_out=0.009 Acc=0.94 ---115130.86 ms/batch
Step 00018300 L_out=0.031 Acc=0.77 ---138840.51 ms/batch
Step 00018350 L_out=0.042 Acc=0.57 ---162328.24 ms/batch
Step 00018400 L_out=0.018 Acc=0.70 ---185832.71 ms/batch
Step 00018450 L_out=0.087 Acc=0.68 ---209812.67 ms/batch
Step 00018500 L_out=0.056 Acc=0.64 ---233192.82 ms/batch
Step 00018550 L_out=0.009 Acc=0.75 ---257050.22 ms/batch
Step 00018600 L_out=0.452 Acc=0.90 ---280954.39 ms/batch
Step 00018650 L_out=0.006 Acc=0.72 ---304308.99 ms/batch
Round 2 | epoch=27, train costTime=316.488977432251, | total_activation_sum=3327938
Round 2 | epoch=28, current m_iou=0.478082056311949
Round 2 | Best m_IoU is: 0.526, OA is: 0.811 | val costTime=127.84834384918213
Round 2 | ****EPOCH 28****
Step 00018700 L_out=0.056 Acc=0.71 ---11403.45 ms/batch
Step 00018750 L_out=0.154 Acc=0.94 ---35468.20 ms/batch
Step 00018800 L_out=0.013 Acc=0.81 ---59530.34 ms/batch
Step 00018850 L_out=0.028 Acc=0.77 ---82398.33 ms/batch
Step 00018900 L_out=0.009 Acc=0.66 ---106064.33 ms/batch
Step 00018950 L_out=0.031 Acc=0.79 ---130112.02 ms/batch
Step 00019000 L_out=0.031 Acc=0.69 ---154287.97 ms/batch
Step 00019050 L_out=0.019 Acc=0.88 ---177658.67 ms/batch
Step 00019100 L_out=0.067 Acc=0.62 ---201244.66 ms/batch
Step 00019150 L_out=0.039 Acc=0.73 ---224792.12 ms/batch
Step 00019200 L_out=0.047 Acc=0.55 ---248586.97 ms/batch
Step 00019250 L_out=0.049 Acc=0.68 ---272111.39 ms/batch
Step 00019300 L_out=0.010 Acc=0.84 ---296248.42 ms/batch
Round 2 | epoch=28, train costTime=316.41419672966003, | total_activation_sum=3353383
Round 2 | epoch=29, current m_iou=0.4892619149547921
Round 2 | Best m_IoU is: 0.526, OA is: 0.811 | val costTime=127.30193424224854
Round 2 | ****EPOCH 29****
Step 00019350 L_out=0.047 Acc=0.79 --- 3284.81 ms/batch
Step 00019400 L_out=0.014 Acc=0.61 ---26653.91 ms/batch
Step 00019450 L_out=0.011 Acc=0.85 ---49423.59 ms/batch
Step 00019500 L_out=0.011 Acc=0.81 ---72853.47 ms/batch
Step 00019550 L_out=0.024 Acc=0.80 ---96695.04 ms/batch
Step 00019600 L_out=0.052 Acc=0.71 ---120006.06 ms/batch
Step 00019650 L_out=0.020 Acc=0.73 ---143878.74 ms/batch
Step 00019700 L_out=0.045 Acc=0.70 ---167723.27 ms/batch
Step 00019750 L_out=0.009 Acc=0.83 ---191286.14 ms/batch
Step 00019800 L_out=0.012 Acc=0.78 ---215129.66 ms/batch
Step 00019850 L_out=0.010 Acc=0.71 ---239275.59 ms/batch
Step 00019900 L_out=0.027 Acc=0.77 ---262817.79 ms/batch
Step 00019950 L_out=0.008 Acc=0.78 ---286461.53 ms/batch
Step 00020000 L_out=0.085 Acc=0.79 ---310223.84 ms/batch
Round 2 | epoch=29, train costTime=314.87812972068787, | total_activation_sum=3382795
Round 2 | epoch=30, current m_iou=0.4941309287091813
Round 2 | Best m_IoU is: 0.526, OA is: 0.811 | val costTime=136.43260979652405
Round 2 | ****EPOCH 30****
Round 3 | ****EPOCH 0****
Step 00020050 L_out=0.001 Acc=0.78 ---19103.59 ms/batch
Step 00020100 L_out=0.043 Acc=0.42 ---42940.48 ms/batch
Step 00020150 L_out=0.288 Acc=0.60 ---67044.22 ms/batch
Step 00020200 L_out=0.051 Acc=0.59 ---89952.64 ms/batch
Step 00020250 L_out=1.833 Acc=0.40 ---114061.00 ms/batch
Step 00020300 L_out=0.316 Acc=0.46 ---137989.72 ms/batch
Step 00020350 L_out=1.227 Acc=0.10 ---162330.92 ms/batch
Step 00020400 L_out=0.044 Acc=0.41 ---186795.70 ms/batch
Step 00020450 L_out=0.030 Acc=0.25 ---210524.44 ms/batch
Step 00020500 L_out=0.038 Acc=0.42 ---234536.61 ms/batch
Step 00020550 L_out=3.291 Acc=0.70 ---258307.20 ms/batch
Step 00020600 L_out=0.078 Acc=0.62 ---281417.65 ms/batch
Step 00020650 L_out=0.050 Acc=0.62 ---304559.68 ms/batch
Round 3 | epoch=0, train costTime=317.4800889492035, | total_activation_sum=4205605
Round 3 | epoch=1, current m_iou=0.4277576533605699
Round 3 | Best m_IoU is: 0.428, OA is: 0.730 | val costTime=130.9930136203766
Round 3 | ****EPOCH 1****
Step 00020700 L_out=0.024 Acc=0.55 ---10700.93 ms/batch
Step 00020750 L_out=0.033 Acc=0.53 ---34302.90 ms/batch
Step 00020800 L_out=0.130 Acc=0.57 ---62312.87 ms/batch
Step 00020850 L_out=0.041 Acc=0.58 ---90691.55 ms/batch
Step 00020900 L_out=0.043 Acc=0.43 ---118896.64 ms/batch
Step 00020950 L_out=0.043 Acc=0.58 ---149963.26 ms/batch
Step 00021000 L_out=0.063 Acc=0.52 ---178442.03 ms/batch
Step 00021050 L_out=0.098 Acc=0.76 ---206246.28 ms/batch
Step 00021100 L_out=2.421 Acc=0.57 ---234079.27 ms/batch
Step 00021150 L_out=0.100 Acc=0.28 ---262369.94 ms/batch
Step 00021200 L_out=0.011 Acc=0.73 ---290090.75 ms/batch
Step 00021250 L_out=0.048 Acc=0.53 ---318071.12 ms/batch
Step 00021300 L_out=0.070 Acc=0.59 ---344841.96 ms/batch
Round 3 | epoch=1, train costTime=369.20425820350647, | total_activation_sum=3904286
Round 3 | epoch=2, current m_iou=0.28412234392637836
Round 3 | Best m_IoU is: 0.428, OA is: 0.730 | val costTime=149.94750595092773
Round 3 | ****EPOCH 2****
Step 00021350 L_out=0.054 Acc=0.59 --- 3305.43 ms/batch
Step 00021400 L_out=0.023 Acc=0.78 ---30845.68 ms/batch
Step 00021450 L_out=0.072 Acc=0.62 ---58990.90 ms/batch
Step 00021500 L_out=0.063 Acc=0.67 ---86662.84 ms/batch
Step 00021550 L_out=0.111 Acc=0.51 ---114005.10 ms/batch
Step 00021600 L_out=0.041 Acc=0.56 ---141832.45 ms/batch
Step 00021650 L_out=0.037 Acc=0.64 ---169635.85 ms/batch
Step 00021700 L_out=0.707 Acc=0.64 ---197276.91 ms/batch
Step 00021750 L_out=0.049 Acc=0.56 ---225376.75 ms/batch
Step 00021800 L_out=0.106 Acc=0.62 ---253459.42 ms/batch
Step 00021850 L_out=0.070 Acc=0.56 ---283834.26 ms/batch
Step 00021900 L_out=0.982 Acc=0.79 ---311743.23 ms/batch
Step 00021950 L_out=0.050 Acc=0.73 ---342549.11 ms/batch
Step 00022000 L_out=0.059 Acc=0.47 ---370265.50 ms/batch
Round 3 | epoch=2, train costTime=376.32551622390747, | total_activation_sum=3773095
Round 3 | epoch=3, current m_iou=0.3796505264484753
Round 3 | Best m_IoU is: 0.428, OA is: 0.730 | val costTime=157.75939559936523
Round 3 | ****EPOCH 3****
Step 00022050 L_out=0.039 Acc=0.71 ---22734.60 ms/batch
Step 00022100 L_out=0.098 Acc=0.77 ---52247.58 ms/batch
Step 00022150 L_out=0.491 Acc=0.84 ---80958.51 ms/batch
Step 00022200 L_out=0.043 Acc=0.67 ---110382.91 ms/batch
Step 00022250 L_out=0.043 Acc=0.65 ---137665.60 ms/batch
Step 00022300 L_out=0.093 Acc=0.62 ---164082.41 ms/batch
Step 00022350 L_out=0.028 Acc=0.45 ---188186.06 ms/batch
Step 00022400 L_out=0.114 Acc=0.83 ---212542.48 ms/batch
Step 00022450 L_out=0.128 Acc=0.61 ---236328.08 ms/batch
Step 00022500 L_out=0.046 Acc=0.78 ---260472.52 ms/batch
Step 00022550 L_out=0.213 Acc=0.48 ---284609.17 ms/batch
Step 00022600 L_out=0.060 Acc=0.58 ---308433.61 ms/batch
Step 00022650 L_out=0.053 Acc=0.66 ---332485.72 ms/batch
Round 3 | epoch=3, train costTime=345.97272634506226, | total_activation_sum=3790806
Round 3 | epoch=4, current m_iou=0.40415675591559114
Round 3 | Best m_IoU is: 0.428, OA is: 0.730 | val costTime=128.9622187614441
Round 3 | ****EPOCH 4****
Step 00022700 L_out=0.019 Acc=0.76 ---10484.93 ms/batch
Step 00022750 L_out=0.005 Acc=0.71 ---34862.58 ms/batch
Step 00022800 L_out=0.030 Acc=0.52 ---59122.67 ms/batch
Step 00022850 L_out=0.062 Acc=0.59 ---82938.04 ms/batch
Step 00022900 L_out=0.212 Acc=0.66 ---107082.51 ms/batch
Step 00022950 L_out=0.038 Acc=0.74 ---131243.79 ms/batch
Step 00023000 L_out=0.034 Acc=0.76 ---155171.91 ms/batch
Step 00023050 L_out=0.045 Acc=0.48 ---179206.68 ms/batch
Step 00023100 L_out=0.053 Acc=0.69 ---203252.27 ms/batch
Step 00023150 L_out=0.032 Acc=0.41 ---227681.22 ms/batch
Step 00023200 L_out=0.029 Acc=0.68 ---251650.23 ms/batch
Step 00023250 L_out=0.010 Acc=0.59 ---275797.97 ms/batch
Step 00023300 L_out=0.093 Acc=0.62 ---299865.17 ms/batch
Round 3 | epoch=4, train costTime=322.0101110935211, | total_activation_sum=3737464
Round 3 | epoch=5, current m_iou=0.37665753448059375
Round 3 | Best m_IoU is: 0.428, OA is: 0.730 | val costTime=128.53280520439148
Round 3 | ****EPOCH 5****
Step 00023350 L_out=0.474 Acc=0.62 --- 2480.10 ms/batch
Step 00023400 L_out=0.037 Acc=0.60 ---26566.22 ms/batch
Step 00023450 L_out=0.008 Acc=0.81 ---51355.96 ms/batch
Step 00023500 L_out=0.008 Acc=0.74 ---76117.37 ms/batch
Step 00023550 L_out=0.022 Acc=0.64 ---100750.28 ms/batch
Step 00023600 L_out=0.008 Acc=0.79 ---124905.88 ms/batch
Step 00023650 L_out=0.039 Acc=0.63 ---149098.25 ms/batch
Step 00023700 L_out=0.031 Acc=0.81 ---173511.22 ms/batch
Step 00023750 L_out=0.005 Acc=0.87 ---197450.29 ms/batch
Step 00023800 L_out=0.054 Acc=0.62 ---221282.90 ms/batch
Step 00023850 L_out=0.051 Acc=0.62 ---245420.25 ms/batch
Step 00023900 L_out=0.024 Acc=0.75 ---269544.98 ms/batch
Step 00023950 L_out=0.150 Acc=0.57 ---294419.64 ms/batch
Step 00024000 L_out=0.042 Acc=0.69 ---318371.37 ms/batch
Round 3 | epoch=5, train costTime=324.00666213035583, | total_activation_sum=3967969
Round 3 | epoch=6, current m_iou=0.4101600245596709
Round 3 | Best m_IoU is: 0.428, OA is: 0.730 | val costTime=133.0990173816681
Round 3 | ****EPOCH 6****
Step 00024050 L_out=0.056 Acc=0.60 ---18205.26 ms/batch
Step 00024100 L_out=0.020 Acc=0.46 ---42403.26 ms/batch
Step 00024150 L_out=0.030 Acc=0.74 ---67219.35 ms/batch
Step 00024200 L_out=0.096 Acc=0.64 ---91608.50 ms/batch
Step 00024250 L_out=0.047 Acc=0.78 ---115535.52 ms/batch
Step 00024300 L_out=0.037 Acc=0.63 ---138955.35 ms/batch
Step 00024350 L_out=0.060 Acc=0.51 ---162788.21 ms/batch
Step 00024400 L_out=0.040 Acc=0.53 ---186767.24 ms/batch
Step 00024450 L_out=0.060 Acc=0.79 ---210654.93 ms/batch
Step 00024500 L_out=0.034 Acc=0.74 ---234480.51 ms/batch
Step 00024550 L_out=0.033 Acc=0.59 ---258721.71 ms/batch
Step 00024600 L_out=0.006 Acc=0.64 ---284390.60 ms/batch
Step 00024650 L_out=0.046 Acc=0.70 ---308897.35 ms/batch
Round 3 | epoch=6, train costTime=323.3526682853699, | total_activation_sum=3833646
Round 3 | epoch=7, current m_iou=0.4590916726356983
Round 3 | Best m_IoU is: 0.459, OA is: 0.710 | val costTime=141.60927200317383
Round 3 | ****EPOCH 7****
Step 00024700 L_out=0.076 Acc=0.62 ---10252.79 ms/batch
Step 00024750 L_out=0.048 Acc=0.68 ---34002.12 ms/batch
Step 00024800 L_out=0.014 Acc=0.79 ---58201.03 ms/batch
Step 00024850 L_out=0.013 Acc=0.66 ---82106.07 ms/batch
Step 00024900 L_out=0.037 Acc=0.59 ---106131.01 ms/batch
Step 00024950 L_out=0.054 Acc=0.77 ---130543.98 ms/batch
Step 00025000 L_out=0.133 Acc=0.67 ---154780.31 ms/batch
Step 00025050 L_out=0.045 Acc=0.73 ---178725.89 ms/batch
Step 00025100 L_out=0.035 Acc=0.64 ---202692.82 ms/batch
Step 00025150 L_out=0.033 Acc=0.64 ---226732.21 ms/batch
Step 00025200 L_out=0.024 Acc=0.78 ---250734.48 ms/batch
Step 00025250 L_out=0.034 Acc=0.83 ---275031.04 ms/batch
Step 00025300 L_out=0.051 Acc=0.70 ---299271.50 ms/batch
Round 3 | epoch=7, train costTime=321.733806848526, | total_activation_sum=3841521
Round 3 | epoch=8, current m_iou=0.5214004885317297
Round 3 | Best m_IoU is: 0.521, OA is: 0.798 | val costTime=138.10572743415833
Round 3 | ****EPOCH 8****
Step 00025350 L_out=1.333 Acc=0.81 --- 2390.20 ms/batch
Step 00025400 L_out=0.007 Acc=0.79 ---26250.22 ms/batch
Step 00025450 L_out=0.068 Acc=0.69 ---50698.92 ms/batch
Step 00025500 L_out=0.143 Acc=0.74 ---74535.96 ms/batch
Step 00025550 L_out=0.076 Acc=0.62 ---98772.66 ms/batch
Step 00025600 L_out=0.011 Acc=0.59 ---123008.32 ms/batch
Step 00025650 L_out=0.036 Acc=0.63 ---147267.88 ms/batch
Step 00025700 L_out=0.195 Acc=0.54 ---171374.10 ms/batch
Step 00025750 L_out=0.052 Acc=0.73 ---195534.67 ms/batch
Step 00025800 L_out=0.559 Acc=0.66 ---219561.84 ms/batch
Step 00025850 L_out=0.037 Acc=0.52 ---243442.79 ms/batch
Step 00025900 L_out=0.037 Acc=0.69 ---267570.32 ms/batch
Step 00025950 L_out=0.034 Acc=0.65 ---291851.40 ms/batch
Step 00026000 L_out=0.016 Acc=0.73 ---316125.65 ms/batch
Round 3 | epoch=8, train costTime=322.24554324150085, | total_activation_sum=3886863
Round 3 | epoch=9, current m_iou=0.5216189092615907
Round 3 | Best m_IoU is: 0.522, OA is: 0.798 | val costTime=132.679438829422
Round 3 | ****EPOCH 9****
Step 00026050 L_out=0.025 Acc=0.62 ---18221.18 ms/batch
Step 00026100 L_out=0.020 Acc=0.63 ---42345.59 ms/batch
Step 00026150 L_out=0.054 Acc=0.78 ---66520.51 ms/batch
Step 00026200 L_out=0.031 Acc=0.69 ---90621.79 ms/batch
Step 00026250 L_out=0.020 Acc=0.68 ---115132.90 ms/batch
Step 00026300 L_out=0.151 Acc=0.45 ---139386.95 ms/batch
Step 00026350 L_out=0.048 Acc=0.85 ---163919.91 ms/batch
Step 00026400 L_out=0.008 Acc=0.82 ---190059.40 ms/batch
Step 00026450 L_out=0.036 Acc=0.81 ---217327.99 ms/batch
Step 00026500 L_out=0.063 Acc=0.61 ---243497.42 ms/batch
Step 00026550 L_out=0.036 Acc=0.68 ---268064.69 ms/batch
Step 00026600 L_out=0.012 Acc=0.84 ---292588.06 ms/batch
Step 00026650 L_out=0.038 Acc=0.88 ---317095.45 ms/batch
Round 3 | epoch=9, train costTime=331.9086413383484, | total_activation_sum=4004567
Round 3 | epoch=10, current m_iou=0.5415826350196629
Round 3 | Best m_IoU is: 0.542, OA is: 0.824 | val costTime=146.07124090194702
Round 3 | ****EPOCH 10****
Step 00026700 L_out=0.389 Acc=0.83 --- 9786.22 ms/batch
Step 00026750 L_out=0.037 Acc=0.84 ---34159.15 ms/batch
Step 00026800 L_out=0.022 Acc=0.58 ---59596.44 ms/batch
Step 00026850 L_out=0.050 Acc=0.82 ---83695.69 ms/batch
Step 00026900 L_out=0.371 Acc=0.88 ---107789.07 ms/batch
Step 00026950 L_out=0.111 Acc=0.55 ---132301.62 ms/batch
Step 00027000 L_out=0.052 Acc=0.67 ---156971.46 ms/batch
Step 00027050 L_out=0.011 Acc=0.72 ---181144.83 ms/batch
Step 00027100 L_out=0.018 Acc=0.78 ---205753.99 ms/batch
Step 00027150 L_out=0.060 Acc=0.80 ---230212.92 ms/batch
Step 00027200 L_out=0.008 Acc=0.76 ---254438.91 ms/batch
Step 00027250 L_out=0.056 Acc=0.75 ---279149.12 ms/batch
Step 00027300 L_out=0.027 Acc=0.68 ---304103.47 ms/batch
Round 3 | epoch=10, train costTime=327.0129942893982, | total_activation_sum=3751580
Round 3 | epoch=11, current m_iou=0.5148783553982808
Round 3 | Best m_IoU is: 0.542, OA is: 0.824 | val costTime=140.5278286933899
Round 3 | ****EPOCH 11****
Step 00027350 L_out=0.016 Acc=0.72 --- 1440.16 ms/batch
Step 00027400 L_out=0.010 Acc=0.74 ---26370.24 ms/batch
Step 00027450 L_out=0.006 Acc=0.69 ---50828.45 ms/batch
Step 00027500 L_out=0.101 Acc=0.81 ---76187.47 ms/batch
Step 00027550 L_out=0.045 Acc=0.77 ---101190.60 ms/batch
Step 00027600 L_out=0.039 Acc=0.77 ---126036.20 ms/batch
Step 00027650 L_out=0.037 Acc=0.59 ---151170.52 ms/batch
Step 00027700 L_out=0.363 Acc=0.78 ---175606.35 ms/batch
Step 00027750 L_out=0.026 Acc=0.82 ---201153.16 ms/batch
Step 00027800 L_out=0.025 Acc=0.85 ---225749.21 ms/batch
Step 00027850 L_out=0.102 Acc=0.70 ---249924.10 ms/batch
Step 00027900 L_out=0.012 Acc=0.71 ---276314.72 ms/batch
Step 00027950 L_out=0.025 Acc=0.86 ---300635.37 ms/batch
Step 00028000 L_out=0.136 Acc=0.68 ---326081.41 ms/batch
Round 3 | epoch=11, train costTime=332.7601487636566, | total_activation_sum=3801823
Round 3 | epoch=12, current m_iou=0.5318796930227561
Round 3 | Best m_IoU is: 0.542, OA is: 0.824 | val costTime=142.87672805786133
Round 3 | ****EPOCH 12****
Step 00028050 L_out=0.101 Acc=0.83 ---16997.80 ms/batch
Step 00028100 L_out=0.024 Acc=0.81 ---40983.70 ms/batch
Step 00028150 L_out=0.086 Acc=0.73 ---65331.60 ms/batch
Step 00028200 L_out=0.052 Acc=0.82 ---89268.65 ms/batch
Step 00028250 L_out=0.068 Acc=0.70 ---113429.48 ms/batch
Step 00028300 L_out=0.834 Acc=0.72 ---137552.17 ms/batch
Step 00028350 L_out=0.186 Acc=0.59 ---161855.27 ms/batch
Step 00028400 L_out=0.097 Acc=0.72 ---186397.49 ms/batch
Step 00028450 L_out=0.019 Acc=0.83 ---210935.84 ms/batch
Step 00028500 L_out=0.046 Acc=0.78 ---235086.55 ms/batch
Step 00028550 L_out=0.047 Acc=0.87 ---259362.48 ms/batch
Step 00028600 L_out=0.031 Acc=0.77 ---283906.69 ms/batch
Step 00028650 L_out=0.036 Acc=0.71 ---309547.05 ms/batch
Round 3 | epoch=12, train costTime=325.01962876319885, | total_activation_sum=3725994
Round 3 | epoch=13, current m_iou=0.5423771562165642
Round 3 | Best m_IoU is: 0.542, OA is: 0.830 | val costTime=141.49735760688782
Round 3 | ****EPOCH 13****
Step 00028700 L_out=0.011 Acc=0.83 --- 9354.52 ms/batch
Step 00028750 L_out=0.029 Acc=0.78 ---34963.41 ms/batch
Step 00028800 L_out=0.058 Acc=0.72 ---59752.63 ms/batch
Step 00028850 L_out=0.427 Acc=0.83 ---84030.37 ms/batch
Step 00028900 L_out=0.006 Acc=0.85 ---108440.09 ms/batch
Step 00028950 L_out=0.838 Acc=0.53 ---133644.32 ms/batch
Step 00029000 L_out=0.016 Acc=0.53 ---158345.25 ms/batch
Step 00029050 L_out=0.014 Acc=0.68 ---183604.46 ms/batch
Step 00029100 L_out=0.007 Acc=0.84 ---209009.53 ms/batch
Step 00029150 L_out=0.024 Acc=0.59 ---234122.03 ms/batch
Step 00029200 L_out=0.255 Acc=0.78 ---258794.97 ms/batch
Step 00029250 L_out=0.013 Acc=0.72 ---283959.83 ms/batch
Step 00029300 L_out=0.025 Acc=0.71 ---308998.82 ms/batch
Round 3 | epoch=13, train costTime=333.01729798316956, | total_activation_sum=3981315
Round 3 | epoch=14, current m_iou=0.5506869194784821
Round 3 | Best m_IoU is: 0.551, OA is: 0.829 | val costTime=153.29574966430664
Round 3 | ****EPOCH 14****
Step 00029350 L_out=0.014 Acc=0.83 --- 1324.19 ms/batch
Step 00029400 L_out=0.005 Acc=0.77 ---27539.64 ms/batch
Step 00029450 L_out=0.087 Acc=0.74 ---54182.92 ms/batch
Step 00029500 L_out=0.035 Acc=0.79 ---80545.44 ms/batch
Step 00029550 L_out=0.011 Acc=0.53 ---105526.71 ms/batch
Step 00029600 L_out=0.039 Acc=0.75 ---130239.36 ms/batch
Step 00029650 L_out=0.024 Acc=0.63 ---155798.67 ms/batch
Step 00029700 L_out=0.016 Acc=0.88 ---182596.96 ms/batch
Step 00029750 L_out=0.349 Acc=0.78 ---208526.40 ms/batch
Step 00029800 L_out=0.014 Acc=0.79 ---234249.56 ms/batch
Step 00029850 L_out=0.055 Acc=0.63 ---258421.62 ms/batch
Step 00029900 L_out=0.036 Acc=0.75 ---282532.85 ms/batch
Step 00029950 L_out=0.007 Acc=0.78 ---306896.05 ms/batch
Step 00030000 L_out=0.038 Acc=0.85 ---331213.16 ms/batch
Round 3 | epoch=14, train costTime=338.4550096988678, | total_activation_sum=3913689
Round 3 | epoch=15, current m_iou=0.5430768194261759
Round 3 | Best m_IoU is: 0.551, OA is: 0.829 | val costTime=126.76834273338318
Round 3 | ****EPOCH 15****
Step 00030050 L_out=0.081 Acc=0.79 ---16792.55 ms/batch
Step 00030100 L_out=0.011 Acc=0.66 ---40750.50 ms/batch
Step 00030150 L_out=0.018 Acc=0.80 ---64752.37 ms/batch
Step 00030200 L_out=0.366 Acc=0.83 ---88872.99 ms/batch
Step 00030250 L_out=0.035 Acc=0.67 ---112812.27 ms/batch
Step 00030300 L_out=0.005 Acc=0.86 ---137765.54 ms/batch
Step 00030350 L_out=0.028 Acc=0.87 ---162526.29 ms/batch
Step 00030400 L_out=0.045 Acc=0.81 ---187241.14 ms/batch
Step 00030450 L_out=0.015 Acc=0.81 ---211983.53 ms/batch
Step 00030500 L_out=0.022 Acc=0.69 ---236415.65 ms/batch
Step 00030550 L_out=0.058 Acc=0.84 ---261121.32 ms/batch
Step 00030600 L_out=0.018 Acc=0.81 ---284912.12 ms/batch
Step 00030650 L_out=0.240 Acc=0.77 ---308494.94 ms/batch
Round 3 | epoch=15, train costTime=323.2606837749481, | total_activation_sum=3802839
Round 3 | epoch=16, current m_iou=0.5332090677495342
Round 3 | Best m_IoU is: 0.551, OA is: 0.829 | val costTime=137.31772184371948
Round 3 | ****EPOCH 16****
Step 00030700 L_out=0.018 Acc=0.77 --- 8408.71 ms/batch
Step 00030750 L_out=0.008 Acc=0.71 ---31880.71 ms/batch
Step 00030800 L_out=0.324 Acc=0.81 ---55335.25 ms/batch
Step 00030850 L_out=0.027 Acc=0.81 ---78580.11 ms/batch
Step 00030900 L_out=0.031 Acc=0.68 ---102247.05 ms/batch
Step 00030950 L_out=0.033 Acc=0.89 ---125631.00 ms/batch
Step 00031000 L_out=0.227 Acc=0.65 ---148786.27 ms/batch
Step 00031050 L_out=0.015 Acc=0.81 ---172288.30 ms/batch
Step 00031100 L_out=0.075 Acc=0.74 ---195589.95 ms/batch
Step 00031150 L_out=0.039 Acc=0.74 ---218856.38 ms/batch
Step 00031200 L_out=0.017 Acc=0.67 ---242207.22 ms/batch
Step 00031250 L_out=0.351 Acc=0.85 ---265386.66 ms/batch
Step 00031300 L_out=0.009 Acc=0.82 ---288448.93 ms/batch
Round 3 | epoch=16, train costTime=311.66798281669617, | total_activation_sum=3773007
Round 3 | epoch=17, current m_iou=0.5277702046275511
Round 3 | Best m_IoU is: 0.551, OA is: 0.829 | val costTime=136.23286151885986
Round 3 | ****EPOCH 17****
Step 00031350 L_out=0.008 Acc=0.72 ---  437.46 ms/batch
Step 00031400 L_out=0.041 Acc=0.52 ---23643.90 ms/batch
Step 00031450 L_out=0.022 Acc=0.84 ---46817.03 ms/batch
Step 00031500 L_out=0.492 Acc=0.73 ---70237.08 ms/batch
Step 00031550 L_out=0.018 Acc=0.81 ---93385.36 ms/batch
Step 00031600 L_out=0.002 Acc=0.83 ---116532.98 ms/batch
Step 00031650 L_out=0.058 Acc=0.77 ---139874.67 ms/batch
Step 00031700 L_out=0.592 Acc=0.79 ---163024.78 ms/batch
Step 00031750 L_out=0.008 Acc=0.74 ---186020.58 ms/batch
Step 00031800 L_out=0.029 Acc=0.84 ---209261.17 ms/batch
Step 00031850 L_out=0.018 Acc=0.79 ---232495.61 ms/batch
Step 00031900 L_out=0.024 Acc=0.72 ---255553.20 ms/batch
Step 00031950 L_out=0.013 Acc=0.75 ---279129.86 ms/batch
Step 00032000 L_out=0.020 Acc=0.70 ---302879.72 ms/batch
Round 3 | epoch=17, train costTime=310.20381355285645, | total_activation_sum=3841039
Round 3 | epoch=18, current m_iou=0.5174283468390357
Round 3 | Best m_IoU is: 0.551, OA is: 0.829 | val costTime=134.5378611087799
Round 3 | ****EPOCH 18****
Step 00032050 L_out=0.081 Acc=0.56 ---15721.96 ms/batch
Step 00032100 L_out=0.174 Acc=0.81 ---38879.08 ms/batch
Step 00032150 L_out=0.004 Acc=0.83 ---61888.88 ms/batch
Step 00032200 L_out=0.034 Acc=0.81 ---84771.03 ms/batch
Step 00032250 L_out=0.006 Acc=0.84 ---108308.45 ms/batch
Step 00032300 L_out=0.030 Acc=0.82 ---131366.19 ms/batch
Step 00032350 L_out=0.018 Acc=0.78 ---154378.40 ms/batch
Step 00032400 L_out=0.003 Acc=0.69 ---177475.04 ms/batch
Step 00032450 L_out=0.033 Acc=0.78 ---200551.87 ms/batch
Step 00032500 L_out=0.034 Acc=0.80 ---223870.71 ms/batch
Step 00032550 L_out=0.027 Acc=0.80 ---246789.18 ms/batch
Step 00032600 L_out=0.010 Acc=0.74 ---269860.99 ms/batch
Step 00032650 L_out=0.017 Acc=0.87 ---293006.54 ms/batch
Round 3 | epoch=18, train costTime=308.4975347518921, | total_activation_sum=4123575
Round 3 | epoch=19, current m_iou=0.5449829270297677
Round 3 | Best m_IoU is: 0.551, OA is: 0.829 | val costTime=134.95368313789368
Round 3 | ****EPOCH 19****
Step 00032700 L_out=0.002 Acc=0.81 --- 7929.45 ms/batch
Step 00032750 L_out=0.094 Acc=0.60 ---30897.08 ms/batch
Step 00032800 L_out=0.022 Acc=0.80 ---54276.58 ms/batch
Step 00032850 L_out=0.022 Acc=0.78 ---77353.73 ms/batch
Step 00032900 L_out=0.227 Acc=0.75 ---100454.28 ms/batch
Step 00032950 L_out=0.008 Acc=0.74 ---123714.13 ms/batch
Step 00033000 L_out=0.000 Acc=0.76 ---146929.01 ms/batch
Step 00033050 L_out=0.029 Acc=0.48 ---170536.84 ms/batch
Step 00033100 L_out=0.060 Acc=0.77 ---193981.88 ms/batch
Step 00033150 L_out=0.478 Acc=0.81 ---217199.55 ms/batch
Step 00033200 L_out=0.017 Acc=0.81 ---240106.57 ms/batch
Step 00033250 L_out=0.011 Acc=0.75 ---263195.18 ms/batch
Step 00033300 L_out=0.030 Acc=0.78 ---286740.06 ms/batch
Step 00033350 L_out=0.043 Acc=0.76 ---309825.75 ms/batch
Round 3 | epoch=19, train costTime=309.82581305503845, | total_activation_sum=3691577
Round 3 | epoch=20, current m_iou=0.5507237721254006
Round 3 | Best m_IoU is: 0.551, OA is: 0.834 | val costTime=134.86509919166565
Round 3 | ****EPOCH 20****
Step 00033400 L_out=0.421 Acc=0.81 ---23221.06 ms/batch
Step 00033450 L_out=0.022 Acc=0.76 ---46401.23 ms/batch
Step 00033500 L_out=0.367 Acc=0.78 ---69793.23 ms/batch
Step 00033550 L_out=0.012 Acc=0.84 ---93015.13 ms/batch
Step 00033600 L_out=0.875 Acc=0.82 ---116228.91 ms/batch
Step 00033650 L_out=0.368 Acc=0.87 ---139337.37 ms/batch
Step 00033700 L_out=0.014 Acc=0.80 ---162535.42 ms/batch
Step 00033750 L_out=0.050 Acc=0.73 ---185646.48 ms/batch
Step 00033800 L_out=0.274 Acc=0.82 ---208759.37 ms/batch
Step 00033850 L_out=0.078 Acc=0.53 ---231745.24 ms/batch
Step 00033900 L_out=0.013 Acc=0.81 ---254981.53 ms/batch
Step 00033950 L_out=0.024 Acc=0.70 ---278475.61 ms/batch
Step 00034000 L_out=0.231 Acc=0.69 ---301638.57 ms/batch
Round 3 | epoch=20, train costTime=309.4441330432892, | total_activation_sum=3847600
Round 3 | epoch=21, current m_iou=0.5571489575447703
Round 3 | Best m_IoU is: 0.557, OA is: 0.838 | val costTime=130.00743556022644
Round 3 | ****EPOCH 21****
Step 00034050 L_out=0.056 Acc=0.80 ---15393.01 ms/batch
Step 00034100 L_out=0.007 Acc=0.81 ---38961.41 ms/batch
Step 00034150 L_out=0.023 Acc=0.82 ---62325.16 ms/batch
Step 00034200 L_out=0.082 Acc=0.68 ---85691.39 ms/batch
Step 00034250 L_out=0.002 Acc=0.74 ---109303.08 ms/batch
Step 00034300 L_out=0.012 Acc=0.73 ---132675.88 ms/batch
Step 00034350 L_out=0.045 Acc=0.75 ---156463.65 ms/batch
Step 00034400 L_out=0.013 Acc=0.84 ---179804.35 ms/batch
Step 00034450 L_out=0.069 Acc=0.88 ---203168.71 ms/batch
Step 00034500 L_out=0.013 Acc=0.66 ---226662.85 ms/batch
Step 00034550 L_out=0.006 Acc=0.77 ---249077.85 ms/batch
Step 00034600 L_out=0.037 Acc=0.86 ---271342.98 ms/batch
Step 00034650 L_out=0.041 Acc=0.68 ---294580.94 ms/batch
Round 3 | epoch=21, train costTime=310.5743064880371, | total_activation_sum=3837774
Round 3 | epoch=22, current m_iou=0.5489152233696293
Round 3 | Best m_IoU is: 0.557, OA is: 0.838 | val costTime=130.2583532333374
Round 3 | ****EPOCH 22****
Step 00034700 L_out=0.018 Acc=0.79 --- 7508.60 ms/batch
Step 00034750 L_out=0.112 Acc=0.55 ---30861.18 ms/batch
Step 00034800 L_out=0.005 Acc=0.90 ---55538.57 ms/batch
Step 00034850 L_out=0.095 Acc=0.86 ---78775.81 ms/batch
Step 00034900 L_out=0.030 Acc=0.59 ---102077.05 ms/batch
Step 00034950 L_out=0.013 Acc=0.82 ---125398.70 ms/batch
Step 00035000 L_out=0.027 Acc=0.86 ---148462.02 ms/batch
Step 00035050 L_out=0.011 Acc=0.75 ---171526.22 ms/batch
Step 00035100 L_out=0.007 Acc=0.87 ---196239.61 ms/batch
Step 00035150 L_out=0.597 Acc=0.85 ---220975.19 ms/batch
Step 00035200 L_out=0.007 Acc=0.89 ---247378.09 ms/batch
Step 00035250 L_out=0.006 Acc=0.83 ---270450.14 ms/batch
Step 00035300 L_out=0.043 Acc=0.68 ---293691.55 ms/batch
Step 00035350 L_out=0.041 Acc=0.85 ---320932.84 ms/batch
Round 3 | epoch=22, train costTime=321.436642408371, | total_activation_sum=3852782
Round 3 | epoch=23, current m_iou=0.539580741317295
Round 3 | Best m_IoU is: 0.557, OA is: 0.838 | val costTime=133.92987513542175
Round 3 | ****EPOCH 23****
Step 00035400 L_out=0.027 Acc=0.86 ---23101.25 ms/batch
Step 00035450 L_out=0.021 Acc=0.80 ---46733.57 ms/batch
Step 00035500 L_out=0.424 Acc=0.79 ---72747.89 ms/batch
Step 00035550 L_out=0.017 Acc=0.71 ---97779.43 ms/batch
Step 00035600 L_out=0.029 Acc=0.76 ---123791.60 ms/batch
Step 00035650 L_out=0.054 Acc=0.76 ---148321.23 ms/batch
Step 00035700 L_out=0.353 Acc=0.83 ---173484.32 ms/batch
Step 00035750 L_out=0.065 Acc=0.80 ---198083.24 ms/batch
Step 00035800 L_out=0.014 Acc=0.85 ---223440.96 ms/batch
Step 00035850 L_out=0.007 Acc=0.87 ---249042.53 ms/batch
Step 00035900 L_out=0.484 Acc=0.91 ---274242.42 ms/batch
Step 00035950 L_out=0.029 Acc=0.70 ---300446.24 ms/batch
Step 00036000 L_out=0.050 Acc=0.75 ---325286.29 ms/batch
Round 3 | epoch=23, train costTime=333.70899653434753, | total_activation_sum=3818719
Round 3 | epoch=24, current m_iou=0.5535662049276117
Round 3 | Best m_IoU is: 0.557, OA is: 0.838 | val costTime=144.12210488319397
Round 3 | ****EPOCH 24****
Step 00036050 L_out=0.024 Acc=0.81 ---15586.74 ms/batch
Step 00036100 L_out=0.041 Acc=0.57 ---38586.64 ms/batch
Step 00036150 L_out=0.010 Acc=0.83 ---61503.47 ms/batch
Step 00036200 L_out=0.011 Acc=0.77 ---85120.41 ms/batch
Step 00036250 L_out=0.701 Acc=0.73 ---108436.93 ms/batch
Step 00036300 L_out=0.031 Acc=0.74 ---131984.58 ms/batch
Step 00036350 L_out=0.015 Acc=0.78 ---155718.57 ms/batch
Step 00036400 L_out=0.047 Acc=0.81 ---179239.59 ms/batch
Step 00036450 L_out=0.088 Acc=0.77 ---202629.92 ms/batch
Step 00036500 L_out=0.010 Acc=0.72 ---225835.47 ms/batch
Step 00036550 L_out=0.032 Acc=0.66 ---249037.09 ms/batch
Step 00036600 L_out=0.015 Acc=0.78 ---272747.99 ms/batch
Step 00036650 L_out=0.017 Acc=0.85 ---296155.51 ms/batch
Round 3 | epoch=24, train costTime=312.4193208217621, | total_activation_sum=3913914
Round 3 | epoch=25, current m_iou=0.5426007137666762
Round 3 | Best m_IoU is: 0.557, OA is: 0.838 | val costTime=125.58272671699524
Round 3 | ****EPOCH 25****
Step 00036700 L_out=0.010 Acc=0.86 --- 6781.36 ms/batch
Step 00036750 L_out=0.042 Acc=0.75 ---30117.47 ms/batch
Step 00036800 L_out=0.043 Acc=0.72 ---53495.57 ms/batch
Step 00036850 L_out=0.573 Acc=0.85 ---76759.86 ms/batch
Step 00036900 L_out=0.005 Acc=0.85 ---99781.19 ms/batch
Step 00036950 L_out=0.056 Acc=0.79 ---123319.47 ms/batch
Step 00037000 L_out=0.006 Acc=0.89 ---146511.78 ms/batch
Step 00037050 L_out=0.032 Acc=0.79 ---169852.36 ms/batch
Step 00037100 L_out=0.041 Acc=0.88 ---193196.44 ms/batch
Step 00037150 L_out=0.002 Acc=0.70 ---216504.70 ms/batch
Step 00037200 L_out=0.330 Acc=0.73 ---239990.09 ms/batch
Step 00037250 L_out=0.026 Acc=0.81 ---263137.25 ms/batch
Step 00037300 L_out=0.032 Acc=0.72 ---286187.53 ms/batch
Step 00037350 L_out=0.783 Acc=0.85 ---309460.82 ms/batch
Round 3 | epoch=25, train costTime=310.4031460285187, | total_activation_sum=3859066
Round 3 | epoch=26, current m_iou=0.54627275864156
Round 3 | Best m_IoU is: 0.557, OA is: 0.838 | val costTime=128.26880955696106
Round 3 | ****EPOCH 26****
Step 00037400 L_out=0.263 Acc=0.64 ---22319.40 ms/batch
Step 00037450 L_out=0.009 Acc=0.95 ---45314.25 ms/batch
Step 00037500 L_out=0.056 Acc=0.64 ---68557.51 ms/batch
Step 00037550 L_out=0.004 Acc=0.90 ---92106.69 ms/batch
Step 00037600 L_out=0.030 Acc=0.69 ---115733.76 ms/batch
Step 00037650 L_out=0.021 Acc=0.73 ---139303.05 ms/batch
Step 00037700 L_out=0.022 Acc=0.86 ---162509.42 ms/batch
Step 00037750 L_out=0.062 Acc=0.80 ---185840.47 ms/batch
Step 00037800 L_out=0.019 Acc=0.82 ---209197.70 ms/batch
Step 00037850 L_out=0.034 Acc=0.89 ---232618.97 ms/batch
Step 00037900 L_out=0.022 Acc=0.88 ---257839.71 ms/batch
Step 00037950 L_out=0.015 Acc=0.83 ---281071.25 ms/batch
Step 00038000 L_out=0.002 Acc=0.84 ---306608.85 ms/batch
Round 3 | epoch=26, train costTime=315.4920301437378, | total_activation_sum=3678978
Round 3 | epoch=27, current m_iou=0.5476365530937617
Round 3 | Best m_IoU is: 0.557, OA is: 0.838 | val costTime=129.44924998283386
Round 3 | ****EPOCH 27****
Step 00038050 L_out=0.030 Acc=0.88 ---14681.55 ms/batch
Step 00038100 L_out=0.008 Acc=0.90 ---38125.63 ms/batch
Step 00038150 L_out=0.374 Acc=0.82 ---63250.26 ms/batch
Step 00038200 L_out=0.054 Acc=0.87 ---86790.96 ms/batch
Step 00038250 L_out=0.006 Acc=0.85 ---109976.52 ms/batch
Step 00038300 L_out=0.014 Acc=0.84 ---133513.84 ms/batch
Step 00038350 L_out=0.021 Acc=0.85 ---156511.40 ms/batch
Step 00038400 L_out=0.022 Acc=0.77 ---179890.02 ms/batch
Step 00038450 L_out=0.024 Acc=0.80 ---203118.28 ms/batch
Step 00038500 L_out=0.004 Acc=0.91 ---226346.88 ms/batch
Step 00038550 L_out=0.006 Acc=0.51 ---249418.13 ms/batch
Step 00038600 L_out=0.034 Acc=0.79 ---272397.68 ms/batch
Step 00038650 L_out=0.029 Acc=0.68 ---295665.19 ms/batch
Round 3 | epoch=27, train costTime=312.50457096099854, | total_activation_sum=3984802
Round 3 | epoch=28, current m_iou=0.5484685794285804
Round 3 | Best m_IoU is: 0.557, OA is: 0.838 | val costTime=137.92151999473572
Round 3 | ****EPOCH 28****
Step 00038700 L_out=0.002 Acc=0.89 --- 7195.15 ms/batch
Step 00038750 L_out=0.016 Acc=0.89 ---32930.24 ms/batch
Step 00038800 L_out=0.023 Acc=0.86 ---58971.77 ms/batch
Step 00038850 L_out=0.018 Acc=0.89 ---82935.97 ms/batch
Step 00038900 L_out=0.020 Acc=0.76 ---106465.30 ms/batch
Step 00038950 L_out=0.003 Acc=0.87 ---129969.55 ms/batch
Step 00039000 L_out=0.015 Acc=0.74 ---153374.63 ms/batch
Step 00039050 L_out=0.027 Acc=0.72 ---176633.06 ms/batch
Step 00039100 L_out=0.011 Acc=0.82 ---200371.27 ms/batch
Step 00039150 L_out=0.040 Acc=0.73 ---223763.32 ms/batch
Step 00039200 L_out=0.029 Acc=0.76 ---247289.23 ms/batch
Step 00039250 L_out=0.050 Acc=0.61 ---270457.93 ms/batch
Step 00039300 L_out=0.022 Acc=0.77 ---293740.87 ms/batch
Step 00039350 L_out=0.008 Acc=0.90 ---317118.81 ms/batch
Round 3 | epoch=28, train costTime=318.5842366218567, | total_activation_sum=3805611
Round 3 | epoch=29, current m_iou=0.5457935747861733
Round 3 | Best m_IoU is: 0.557, OA is: 0.838 | val costTime=127.87047243118286
Round 3 | ****EPOCH 29****
Step 00039400 L_out=0.014 Acc=0.83 ---22215.01 ms/batch
Step 00039450 L_out=0.022 Acc=0.89 ---45490.78 ms/batch
Step 00039500 L_out=0.015 Acc=0.67 ---68856.91 ms/batch
Step 00039550 L_out=0.012 Acc=0.73 ---91812.23 ms/batch
Step 00039600 L_out=0.055 Acc=0.63 ---115046.11 ms/batch
Step 00039650 L_out=0.029 Acc=0.87 ---138449.24 ms/batch
Step 00039700 L_out=0.028 Acc=0.81 ---161922.94 ms/batch
Step 00039750 L_out=0.064 Acc=0.72 ---185227.41 ms/batch
Step 00039800 L_out=0.007 Acc=0.93 ---208549.62 ms/batch
Step 00039850 L_out=0.011 Acc=0.89 ---231938.47 ms/batch
Step 00039900 L_out=0.005 Acc=0.83 ---255179.72 ms/batch
Step 00039950 L_out=0.008 Acc=0.75 ---278652.42 ms/batch
Step 00040000 L_out=0.010 Acc=0.81 ---301874.32 ms/batch
Round 3 | epoch=29, train costTime=310.87381410598755, | total_activation_sum=3871791
Round 3 | epoch=30, current m_iou=0.5491494779548431
Round 3 | Best m_IoU is: 0.557, OA is: 0.838 | val costTime=132.23700523376465
Round 3 | ****EPOCH 30****
Round 4 | ****EPOCH 0****
Step 00040050 L_out=0.026 Acc=0.53 ---13968.43 ms/batch
Step 00040100 L_out=0.058 Acc=0.27 ---37182.60 ms/batch
Step 00040150 L_out=0.035 Acc=0.16 ---60122.99 ms/batch
Step 00040200 L_out=0.074 Acc=0.33 ---83495.55 ms/batch
Step 00040250 L_out=0.052 Acc=0.70 ---106836.94 ms/batch
Step 00040300 L_out=0.386 Acc=0.26 ---129964.43 ms/batch
Step 00040350 L_out=0.006 Acc=0.74 ---153244.31 ms/batch
Step 00040400 L_out=0.178 Acc=0.55 ---176588.52 ms/batch
Step 00040450 L_out=0.098 Acc=0.38 ---199861.91 ms/batch
Step 00040500 L_out=0.067 Acc=0.49 ---223392.01 ms/batch
Step 00040550 L_out=0.013 Acc=0.38 ---246532.75 ms/batch
Step 00040600 L_out=0.047 Acc=0.26 ---270194.68 ms/batch
Step 00040650 L_out=0.048 Acc=0.59 ---293619.99 ms/batch
Round 4 | epoch=0, train costTime=311.0274860858917, | total_activation_sum=4372115
Round 4 | epoch=1, current m_iou=0.25842104580277736
Round 4 | Best m_IoU is: 0.258, OA is: 0.639 | val costTime=128.77233004570007
Round 4 | ****EPOCH 1****
Step 00040700 L_out=0.031 Acc=0.56 --- 6058.26 ms/batch
Step 00040750 L_out=2.512 Acc=0.60 ---29229.78 ms/batch
Step 00040800 L_out=3.241 Acc=0.48 ---52908.17 ms/batch
Step 00040850 L_out=0.019 Acc=0.79 ---76221.42 ms/batch
Step 00040900 L_out=0.094 Acc=0.55 ---99121.11 ms/batch
Step 00040950 L_out=0.695 Acc=0.51 ---122193.99 ms/batch
Step 00041000 L_out=0.049 Acc=0.65 ---145451.69 ms/batch
Step 00041050 L_out=0.026 Acc=0.76 ---168695.84 ms/batch
Step 00041100 L_out=0.665 Acc=0.71 ---191934.65 ms/batch
Step 00041150 L_out=0.041 Acc=0.55 ---214987.62 ms/batch
Step 00041200 L_out=0.056 Acc=0.65 ---238301.39 ms/batch
Step 00041250 L_out=0.030 Acc=0.62 ---261758.16 ms/batch
Step 00041300 L_out=0.041 Acc=0.64 ---285032.82 ms/batch
Step 00041350 L_out=0.033 Acc=0.65 ---307927.58 ms/batch
Round 4 | epoch=1, train costTime=309.7934424877167, | total_activation_sum=4426534
Round 4 | epoch=2, current m_iou=0.3617249498744566
Round 4 | Best m_IoU is: 0.362, OA is: 0.714 | val costTime=129.64627838134766
Round 4 | ****EPOCH 2****
Step 00041400 L_out=0.045 Acc=0.55 ---21275.49 ms/batch
Step 00041450 L_out=0.016 Acc=0.80 ---44328.26 ms/batch
Step 00041500 L_out=0.015 Acc=0.76 ---67678.04 ms/batch
Step 00041550 L_out=0.011 Acc=0.67 ---91114.84 ms/batch
Step 00041600 L_out=0.043 Acc=0.70 ---114426.27 ms/batch
Step 00041650 L_out=0.071 Acc=0.56 ---137501.72 ms/batch
Step 00041700 L_out=0.296 Acc=0.49 ---160567.15 ms/batch
Step 00041750 L_out=0.023 Acc=0.79 ---183862.72 ms/batch
Step 00041800 L_out=0.034 Acc=0.80 ---207357.65 ms/batch
Step 00041850 L_out=0.076 Acc=0.77 ---230628.84 ms/batch
Step 00041900 L_out=0.008 Acc=0.78 ---253800.53 ms/batch
Step 00041950 L_out=0.066 Acc=0.61 ---276941.09 ms/batch
Step 00042000 L_out=0.009 Acc=0.67 ---300228.58 ms/batch
Round 4 | epoch=2, train costTime=310.216411113739, | total_activation_sum=4414763
Round 4 | epoch=3, current m_iou=0.3291639620535442
Round 4 | Best m_IoU is: 0.362, OA is: 0.714 | val costTime=131.09211778640747
Round 4 | ****EPOCH 3****
Step 00042050 L_out=0.016 Acc=0.65 ---13499.41 ms/batch
Step 00042100 L_out=0.066 Acc=0.73 ---36993.09 ms/batch
Step 00042150 L_out=0.078 Acc=0.82 ---60243.44 ms/batch
Step 00042200 L_out=0.009 Acc=0.73 ---83873.35 ms/batch
Step 00042250 L_out=0.023 Acc=0.53 ---107525.73 ms/batch
Step 00042300 L_out=0.007 Acc=0.78 ---131436.08 ms/batch
Step 00042350 L_out=0.121 Acc=0.65 ---154863.27 ms/batch
Step 00042400 L_out=0.016 Acc=0.82 ---178073.53 ms/batch
Step 00042450 L_out=0.096 Acc=0.67 ---201598.67 ms/batch
Step 00042500 L_out=0.021 Acc=0.69 ---224717.12 ms/batch
Step 00042550 L_out=0.023 Acc=0.86 ---248042.35 ms/batch
Step 00042600 L_out=0.054 Acc=0.76 ---271432.06 ms/batch
Step 00042650 L_out=0.052 Acc=0.31 ---294893.30 ms/batch
Round 4 | epoch=3, train costTime=312.79066467285156, | total_activation_sum=4211233
Round 4 | epoch=4, current m_iou=0.5153499901571739
Round 4 | Best m_IoU is: 0.515, OA is: 0.822 | val costTime=131.12716388702393
Round 4 | ****EPOCH 4****
Step 00042700 L_out=0.071 Acc=0.75 --- 5386.70 ms/batch
Step 00042750 L_out=0.049 Acc=0.77 ---28677.58 ms/batch
Step 00042800 L_out=0.006 Acc=0.73 ---52257.18 ms/batch
Step 00042850 L_out=0.026 Acc=0.65 ---75638.44 ms/batch
Step 00042900 L_out=0.031 Acc=0.64 ---98988.94 ms/batch
Step 00042950 L_out=0.052 Acc=0.71 ---122493.17 ms/batch
Step 00043000 L_out=0.023 Acc=0.68 ---145515.57 ms/batch
Step 00043050 L_out=0.979 Acc=0.79 ---168844.11 ms/batch
Step 00043100 L_out=0.041 Acc=0.86 ---191893.43 ms/batch
Step 00043150 L_out=0.053 Acc=0.74 ---215190.91 ms/batch
Step 00043200 L_out=0.010 Acc=0.71 ---238251.64 ms/batch
Step 00043250 L_out=0.120 Acc=0.59 ---261726.20 ms/batch
Step 00043300 L_out=0.071 Acc=0.76 ---285228.82 ms/batch
Step 00043350 L_out=0.066 Acc=0.64 ---308525.85 ms/batch
Round 4 | epoch=4, train costTime=310.9022390842438, | total_activation_sum=4380296
Round 4 | epoch=5, current m_iou=0.4807658474113807
Round 4 | Best m_IoU is: 0.515, OA is: 0.822 | val costTime=127.69206237792969
Round 4 | ****EPOCH 5****
Step 00043400 L_out=0.041 Acc=0.78 ---21228.65 ms/batch
Step 00043450 L_out=0.021 Acc=0.77 ---44770.00 ms/batch
Step 00043500 L_out=0.081 Acc=0.75 ---68364.18 ms/batch
Step 00043550 L_out=0.026 Acc=0.76 ---91828.69 ms/batch
Step 00043600 L_out=0.049 Acc=0.87 ---115059.43 ms/batch
Step 00043650 L_out=0.098 Acc=0.89 ---138263.11 ms/batch
Step 00043700 L_out=0.067 Acc=0.89 ---161618.48 ms/batch
Step 00043750 L_out=0.383 Acc=0.86 ---184743.07 ms/batch
Step 00043800 L_out=0.003 Acc=0.87 ---207633.86 ms/batch
Step 00043850 L_out=0.027 Acc=0.79 ---231050.10 ms/batch
Step 00043900 L_out=0.057 Acc=0.65 ---254264.18 ms/batch
Step 00043950 L_out=0.067 Acc=0.77 ---277479.78 ms/batch
Step 00044000 L_out=0.678 Acc=0.85 ---300853.03 ms/batch
Round 4 | epoch=5, train costTime=310.90150332450867, | total_activation_sum=4218818
Round 4 | epoch=6, current m_iou=0.4851215816075224
Round 4 | Best m_IoU is: 0.515, OA is: 0.822 | val costTime=128.78753757476807
Round 4 | ****EPOCH 6****
Step 00044050 L_out=0.032 Acc=0.75 ---13407.37 ms/batch
Step 00044100 L_out=0.021 Acc=0.80 ---36867.18 ms/batch
Step 00044150 L_out=0.026 Acc=0.76 ---60234.32 ms/batch
Step 00044200 L_out=0.041 Acc=0.83 ---83718.97 ms/batch
Step 00044250 L_out=0.009 Acc=0.80 ---107341.91 ms/batch
Step 00044300 L_out=0.011 Acc=0.78 ---130997.85 ms/batch
Step 00044350 L_out=0.037 Acc=0.76 ---154172.61 ms/batch
Step 00044400 L_out=0.018 Acc=0.69 ---177552.81 ms/batch
Step 00044450 L_out=0.079 Acc=0.70 ---201134.23 ms/batch
Step 00044500 L_out=0.007 Acc=0.87 ---224666.74 ms/batch
Step 00044550 L_out=0.038 Acc=0.56 ---247768.47 ms/batch
Step 00044600 L_out=0.022 Acc=0.66 ---271118.61 ms/batch
Step 00044650 L_out=0.070 Acc=0.68 ---294664.47 ms/batch
Round 4 | epoch=6, train costTime=312.83722591400146, | total_activation_sum=4275672
Round 4 | epoch=7, current m_iou=0.5609168513159096
Round 4 | Best m_IoU is: 0.561, OA is: 0.847 | val costTime=127.9860451221466
Round 4 | ****EPOCH 7****
Step 00044700 L_out=0.028 Acc=0.88 --- 5146.27 ms/batch
Step 00044750 L_out=0.064 Acc=0.78 ---28485.11 ms/batch
Step 00044800 L_out=0.007 Acc=0.67 ---51600.19 ms/batch
Step 00044850 L_out=0.016 Acc=0.83 ---75129.26 ms/batch
Step 00044900 L_out=0.110 Acc=0.75 ---98729.31 ms/batch
Step 00044950 L_out=0.032 Acc=0.89 ---122073.62 ms/batch
Step 00045000 L_out=0.005 Acc=0.77 ---145468.96 ms/batch
Step 00045050 L_out=0.062 Acc=0.73 ---169109.12 ms/batch
Step 00045100 L_out=0.019 Acc=0.80 ---194422.41 ms/batch
Step 00045150 L_out=0.094 Acc=0.73 ---220179.59 ms/batch
Step 00045200 L_out=0.156 Acc=0.83 ---245872.40 ms/batch
Step 00045250 L_out=0.014 Acc=0.87 ---270154.90 ms/batch
Step 00045300 L_out=0.058 Acc=0.71 ---293996.31 ms/batch
Step 00045350 L_out=0.487 Acc=0.76 ---316713.05 ms/batch
Round 4 | epoch=7, train costTime=319.66850876808167, | total_activation_sum=4251862
Round 4 | epoch=8, current m_iou=0.5203417159126551
Round 4 | Best m_IoU is: 0.561, OA is: 0.847 | val costTime=128.79586100578308
Round 4 | ****EPOCH 8****
Step 00045400 L_out=0.036 Acc=0.76 ---20167.04 ms/batch
Step 00045450 L_out=0.061 Acc=0.62 ---43541.32 ms/batch
Step 00045500 L_out=0.020 Acc=0.58 ---66983.36 ms/batch
Step 00045550 L_out=0.049 Acc=0.81 ---90546.44 ms/batch
Step 00045600 L_out=0.004 Acc=0.69 ---113846.83 ms/batch
Step 00045650 L_out=0.022 Acc=0.60 ---137117.89 ms/batch
Step 00045700 L_out=0.009 Acc=0.58 ---160741.26 ms/batch
Step 00045750 L_out=0.010 Acc=0.80 ---184388.22 ms/batch
Step 00045800 L_out=0.023 Acc=0.78 ---207680.39 ms/batch
Step 00045850 L_out=0.700 Acc=0.82 ---230585.34 ms/batch
Step 00045900 L_out=0.080 Acc=0.53 ---254164.35 ms/batch
Step 00045950 L_out=0.049 Acc=0.80 ---277529.22 ms/batch
Step 00046000 L_out=0.464 Acc=0.76 ---300925.22 ms/batch
Round 4 | epoch=8, train costTime=311.6430983543396, | total_activation_sum=4417339
Round 4 | epoch=9, current m_iou=0.47341737192793243
Round 4 | Best m_IoU is: 0.561, OA is: 0.847 | val costTime=128.4497425556183
Round 4 | ****EPOCH 9****
Step 00046050 L_out=0.008 Acc=0.78 ---12435.02 ms/batch
Step 00046100 L_out=0.903 Acc=0.74 ---35700.94 ms/batch
Step 00046150 L_out=0.773 Acc=0.85 ---59095.09 ms/batch
Step 00046200 L_out=0.082 Acc=0.69 ---82224.63 ms/batch
Step 00046250 L_out=0.026 Acc=0.89 ---105430.84 ms/batch
Step 00046300 L_out=0.004 Acc=0.65 ---128895.02 ms/batch
Step 00046350 L_out=0.011 Acc=0.79 ---152050.45 ms/batch
Step 00046400 L_out=0.123 Acc=0.57 ---175239.49 ms/batch
Step 00046450 L_out=0.029 Acc=0.78 ---198763.57 ms/batch
Step 00046500 L_out=0.536 Acc=0.86 ---222415.75 ms/batch
Step 00046550 L_out=0.009 Acc=0.84 ---245868.12 ms/batch
Step 00046600 L_out=0.026 Acc=0.59 ---269063.52 ms/batch
Step 00046650 L_out=0.008 Acc=0.85 ---292598.86 ms/batch
Round 4 | epoch=9, train costTime=311.2130997180939, | total_activation_sum=4237552
Round 4 | epoch=10, current m_iou=0.5152541572259501
Round 4 | Best m_IoU is: 0.561, OA is: 0.847 | val costTime=131.5170328617096
Round 4 | ****EPOCH 10****
Step 00046700 L_out=0.043 Acc=0.67 --- 4683.62 ms/batch
Step 00046750 L_out=0.026 Acc=0.67 ---28143.04 ms/batch
Step 00046800 L_out=0.001 Acc=0.79 ---51155.55 ms/batch
Step 00046850 L_out=0.017 Acc=0.72 ---74753.82 ms/batch
Step 00046900 L_out=0.026 Acc=0.77 ---97992.23 ms/batch
Step 00046950 L_out=0.020 Acc=0.78 ---121457.72 ms/batch
Step 00047000 L_out=0.030 Acc=0.84 ---144810.78 ms/batch
Step 00047050 L_out=0.063 Acc=0.80 ---167953.40 ms/batch
Step 00047100 L_out=0.012 Acc=0.73 ---191517.18 ms/batch
Step 00047150 L_out=0.032 Acc=0.61 ---214823.79 ms/batch
Step 00047200 L_out=0.029 Acc=0.69 ---238102.14 ms/batch
Step 00047250 L_out=0.005 Acc=0.82 ---261465.84 ms/batch
Step 00047300 L_out=0.009 Acc=0.84 ---284917.00 ms/batch
Step 00047350 L_out=0.026 Acc=0.72 ---308086.58 ms/batch
Round 4 | epoch=10, train costTime=311.2766628265381, | total_activation_sum=4373515
Round 4 | epoch=11, current m_iou=0.4666552057230697
Round 4 | Best m_IoU is: 0.561, OA is: 0.847 | val costTime=128.32020616531372
Round 4 | ****EPOCH 11****
Step 00047400 L_out=0.037 Acc=0.83 ---19879.26 ms/batch
Step 00047450 L_out=0.011 Acc=0.73 ---43420.55 ms/batch
Step 00047500 L_out=0.004 Acc=0.90 ---66843.18 ms/batch
Step 00047550 L_out=0.024 Acc=0.72 ---90443.45 ms/batch
Step 00047600 L_out=0.074 Acc=0.55 ---113907.79 ms/batch
Step 00047650 L_out=0.114 Acc=0.86 ---137381.43 ms/batch
Step 00047700 L_out=0.063 Acc=0.73 ---160632.96 ms/batch
Step 00047750 L_out=0.002 Acc=0.81 ---183740.30 ms/batch
Step 00047800 L_out=0.034 Acc=0.63 ---207129.78 ms/batch
Step 00047850 L_out=0.050 Acc=0.73 ---230805.52 ms/batch
Step 00047900 L_out=0.044 Acc=0.65 ---253917.89 ms/batch
Step 00047950 L_out=0.025 Acc=0.79 ---277159.27 ms/batch
Step 00048000 L_out=0.023 Acc=0.64 ---300426.22 ms/batch
Round 4 | epoch=11, train costTime=311.60224962234497, | total_activation_sum=4049672
Round 4 | epoch=12, current m_iou=0.5105414517171762
Round 4 | Best m_IoU is: 0.561, OA is: 0.847 | val costTime=129.90142488479614
Round 4 | ****EPOCH 12****
Step 00048050 L_out=0.040 Acc=0.84 ---11915.70 ms/batch
Step 00048100 L_out=0.022 Acc=0.41 ---35221.25 ms/batch
Step 00048150 L_out=0.077 Acc=0.78 ---58117.97 ms/batch
Step 00048200 L_out=0.025 Acc=0.81 ---81425.42 ms/batch
Step 00048250 L_out=0.024 Acc=0.80 ---104770.18 ms/batch
Step 00048300 L_out=0.041 Acc=0.78 ---128259.36 ms/batch
Step 00048350 L_out=0.132 Acc=0.67 ---151492.08 ms/batch
Step 00048400 L_out=0.012 Acc=0.90 ---174863.87 ms/batch
Step 00048450 L_out=0.461 Acc=0.88 ---198179.18 ms/batch
Step 00048500 L_out=0.017 Acc=0.71 ---221704.20 ms/batch
Step 00048550 L_out=0.011 Acc=0.81 ---244858.27 ms/batch
Step 00048600 L_out=0.038 Acc=0.70 ---267904.22 ms/batch
Step 00048650 L_out=0.008 Acc=0.81 ---291217.07 ms/batch
Round 4 | epoch=12, train costTime=310.48273825645447, | total_activation_sum=4439325
Round 4 | epoch=13, current m_iou=0.5398607148004133
Round 4 | Best m_IoU is: 0.561, OA is: 0.847 | val costTime=130.55241227149963
Round 4 | ****EPOCH 13****
Step 00048700 L_out=0.029 Acc=0.81 --- 4212.69 ms/batch
Step 00048750 L_out=0.014 Acc=0.86 ---27710.10 ms/batch
Step 00048800 L_out=0.012 Acc=0.39 ---51096.81 ms/batch
Step 00048850 L_out=0.023 Acc=0.87 ---74508.10 ms/batch
Step 00048900 L_out=0.018 Acc=0.86 ---97991.82 ms/batch
Step 00048950 L_out=0.106 Acc=0.61 ---121902.01 ms/batch
Step 00049000 L_out=0.053 Acc=0.62 ---145644.18 ms/batch
Step 00049050 L_out=0.592 Acc=0.83 ---168975.34 ms/batch
Step 00049100 L_out=0.041 Acc=0.82 ---192939.56 ms/batch
Step 00049150 L_out=0.016 Acc=0.78 ---216746.90 ms/batch
Step 00049200 L_out=0.011 Acc=0.85 ---240262.24 ms/batch
Step 00049250 L_out=0.027 Acc=0.69 ---263444.29 ms/batch
Step 00049300 L_out=0.023 Acc=0.74 ---287003.97 ms/batch
Step 00049350 L_out=0.026 Acc=0.67 ---310498.40 ms/batch
Round 4 | epoch=13, train costTime=314.1922776699066, | total_activation_sum=4077441
Round 4 | epoch=14, current m_iou=0.5227836714379005
Round 4 | Best m_IoU is: 0.561, OA is: 0.847 | val costTime=135.03034782409668
Round 4 | ****EPOCH 14****
Step 00049400 L_out=0.071 Acc=0.77 ---19601.96 ms/batch
Step 00049450 L_out=0.017 Acc=0.72 ---43577.91 ms/batch
Step 00049500 L_out=0.138 Acc=0.66 ---67024.85 ms/batch
Step 00049550 L_out=0.016 Acc=0.85 ---90003.90 ms/batch
Step 00049600 L_out=0.011 Acc=0.78 ---113467.70 ms/batch
Step 00049650 L_out=0.595 Acc=0.80 ---137270.39 ms/batch
Step 00049700 L_out=0.024 Acc=0.76 ---160586.57 ms/batch
Step 00049750 L_out=0.019 Acc=0.86 ---184376.06 ms/batch
Step 00049800 L_out=0.025 Acc=0.84 ---208080.94 ms/batch
Step 00049850 L_out=0.137 Acc=0.66 ---232027.37 ms/batch
Step 00049900 L_out=0.045 Acc=0.82 ---258239.52 ms/batch
Step 00049950 L_out=0.010 Acc=0.85 ---283551.92 ms/batch
Step 00050000 L_out=0.008 Acc=0.80 ---308969.32 ms/batch
Round 4 | epoch=14, train costTime=321.6485140323639, | total_activation_sum=4329519
Round 4 | epoch=15, current m_iou=0.5227356551762883
Round 4 | Best m_IoU is: 0.561, OA is: 0.847 | val costTime=136.73754048347473
Round 4 | ****EPOCH 15****
Step 00050050 L_out=0.072 Acc=0.80 ---11775.72 ms/batch
Step 00050100 L_out=0.049 Acc=0.67 ---35866.92 ms/batch
Step 00050150 L_out=0.044 Acc=0.74 ---59290.15 ms/batch
Step 00050200 L_out=0.500 Acc=0.90 ---83164.05 ms/batch
Step 00050250 L_out=0.012 Acc=0.69 ---106671.88 ms/batch
Step 00050300 L_out=0.003 Acc=0.81 ---130095.22 ms/batch
Step 00050350 L_out=0.008 Acc=0.84 ---153686.12 ms/batch
Step 00050400 L_out=0.398 Acc=0.87 ---177119.74 ms/batch
Step 00050450 L_out=0.038 Acc=0.76 ---200675.39 ms/batch
Step 00050500 L_out=0.764 Acc=0.71 ---224228.61 ms/batch
Step 00050550 L_out=0.044 Acc=0.80 ---248084.16 ms/batch
Step 00050600 L_out=0.020 Acc=0.83 ---271466.27 ms/batch
Step 00050650 L_out=0.036 Acc=0.86 ---294866.83 ms/batch
Round 4 | epoch=15, train costTime=314.4539017677307, | total_activation_sum=4413637
Round 4 | epoch=16, current m_iou=0.5577790185777556
Round 4 | Best m_IoU is: 0.561, OA is: 0.847 | val costTime=130.17220282554626
Round 4 | ****EPOCH 16****
Step 00050700 L_out=0.017 Acc=0.79 --- 3688.21 ms/batch
Step 00050750 L_out=0.048 Acc=0.69 ---26944.17 ms/batch
Step 00050800 L_out=0.007 Acc=0.79 ---50029.55 ms/batch
Step 00050850 L_out=0.032 Acc=0.63 ---73716.67 ms/batch
Step 00050900 L_out=0.023 Acc=0.81 ---97194.13 ms/batch
Step 00050950 L_out=0.018 Acc=0.82 ---120552.42 ms/batch
Step 00051000 L_out=0.042 Acc=0.75 ---143748.16 ms/batch
Step 00051050 L_out=0.021 Acc=0.84 ---166926.00 ms/batch
Step 00051100 L_out=0.014 Acc=0.75 ---190214.38 ms/batch
Step 00051150 L_out=0.046 Acc=0.79 ---213419.93 ms/batch
Step 00051200 L_out=0.039 Acc=0.87 ---236811.43 ms/batch
Step 00051250 L_out=0.075 Acc=0.81 ---260024.07 ms/batch
Step 00051300 L_out=0.004 Acc=0.87 ---283367.91 ms/batch
Step 00051350 L_out=0.621 Acc=0.85 ---306648.41 ms/batch
Round 4 | epoch=16, train costTime=310.9692177772522, | total_activation_sum=4213296
Round 4 | epoch=17, current m_iou=0.5536890137298238
Round 4 | Best m_IoU is: 0.561, OA is: 0.847 | val costTime=130.70972323417664
Round 4 | ****EPOCH 17****
Step 00051400 L_out=0.059 Acc=0.56 ---18754.07 ms/batch
Step 00051450 L_out=0.035 Acc=0.76 ---42054.07 ms/batch
Step 00051500 L_out=0.004 Acc=0.84 ---65283.68 ms/batch
Step 00051550 L_out=0.027 Acc=0.90 ---88871.95 ms/batch
Step 00051600 L_out=0.057 Acc=0.79 ---112415.50 ms/batch
Step 00051650 L_out=0.566 Acc=0.89 ---135549.99 ms/batch
Step 00051700 L_out=0.003 Acc=0.69 ---159086.12 ms/batch
Step 00051750 L_out=0.015 Acc=0.89 ---182463.85 ms/batch
Step 00051800 L_out=0.236 Acc=0.84 ---205708.27 ms/batch
Step 00051850 L_out=0.049 Acc=0.81 ---229108.88 ms/batch
Step 00051900 L_out=0.738 Acc=0.81 ---252196.82 ms/batch
Step 00051950 L_out=0.022 Acc=0.83 ---275770.96 ms/batch
Step 00052000 L_out=0.047 Acc=0.67 ---298784.78 ms/batch
Round 4 | epoch=17, train costTime=310.7347996234894, | total_activation_sum=4279920
Round 4 | epoch=18, current m_iou=0.5567984834093523
Round 4 | Best m_IoU is: 0.561, OA is: 0.847 | val costTime=129.95033931732178
Round 4 | ****EPOCH 18****
Step 00052050 L_out=0.007 Acc=0.67 ---11395.43 ms/batch
Step 00052100 L_out=0.034 Acc=0.84 ---34657.74 ms/batch
Step 00052150 L_out=0.496 Acc=0.79 ---58249.20 ms/batch
Step 00052200 L_out=0.042 Acc=0.69 ---81233.40 ms/batch
Step 00052250 L_out=0.017 Acc=0.66 ---104723.43 ms/batch
Step 00052300 L_out=0.368 Acc=0.86 ---128335.78 ms/batch
Step 00052350 L_out=0.011 Acc=0.81 ---151674.40 ms/batch
Step 00052400 L_out=0.028 Acc=0.74 ---175634.34 ms/batch
Step 00052450 L_out=0.019 Acc=0.81 ---199074.28 ms/batch
Step 00052500 L_out=0.021 Acc=0.76 ---222416.68 ms/batch
Step 00052550 L_out=0.011 Acc=0.76 ---245446.59 ms/batch
Step 00052600 L_out=0.008 Acc=0.88 ---268512.60 ms/batch
Step 00052650 L_out=0.018 Acc=0.86 ---291914.60 ms/batch
Round 4 | epoch=18, train costTime=312.06685161590576, | total_activation_sum=4332315
Round 4 | epoch=19, current m_iou=0.5727411862424336
Round 4 | Best m_IoU is: 0.573, OA is: 0.853 | val costTime=134.31850719451904
Round 4 | ****EPOCH 19****
Step 00052700 L_out=0.015 Acc=0.89 --- 3179.32 ms/batch
Step 00052750 L_out=0.006 Acc=0.87 ---26951.59 ms/batch
Step 00052800 L_out=0.010 Acc=0.76 ---50615.23 ms/batch
Step 00052850 L_out=0.015 Acc=0.82 ---74517.75 ms/batch
Step 00052900 L_out=0.130 Acc=0.57 ---98259.65 ms/batch
Step 00052950 L_out=0.018 Acc=0.88 ---121863.91 ms/batch
Step 00053000 L_out=0.030 Acc=0.65 ---145606.57 ms/batch
Step 00053050 L_out=0.003 Acc=0.84 ---169497.64 ms/batch
Step 00053100 L_out=0.137 Acc=0.87 ---193667.21 ms/batch
Step 00053150 L_out=0.059 Acc=0.79 ---217394.50 ms/batch
Step 00053200 L_out=0.059 Acc=0.73 ---241666.07 ms/batch
Step 00053250 L_out=0.028 Acc=0.86 ---265334.94 ms/batch
Step 00053300 L_out=0.031 Acc=0.88 ---289830.18 ms/batch
Step 00053350 L_out=0.007 Acc=0.78 ---313840.91 ms/batch
Round 4 | epoch=19, train costTime=318.7755949497223, | total_activation_sum=4337689
Round 4 | epoch=20, current m_iou=0.568639523246006
Round 4 | Best m_IoU is: 0.573, OA is: 0.853 | val costTime=139.28680205345154
Round 4 | ****EPOCH 20****
Step 00053400 L_out=0.051 Acc=0.90 ---19107.91 ms/batch
Step 00053450 L_out=0.024 Acc=0.83 ---43361.63 ms/batch
Step 00053500 L_out=0.007 Acc=0.92 ---66945.01 ms/batch
Step 00053550 L_out=0.060 Acc=0.87 ---90556.10 ms/batch
Step 00053600 L_out=0.012 Acc=0.84 ---113891.08 ms/batch
Step 00053650 L_out=0.004 Acc=0.92 ---137920.80 ms/batch
Step 00053700 L_out=0.568 Acc=0.76 ---162506.91 ms/batch
Step 00053750 L_out=0.032 Acc=0.77 ---188454.36 ms/batch
Step 00053800 L_out=0.029 Acc=0.85 ---213312.05 ms/batch
Step 00053850 L_out=0.006 Acc=0.89 ---238406.52 ms/batch
Step 00053900 L_out=0.005 Acc=0.72 ---262891.36 ms/batch
Step 00053950 L_out=0.016 Acc=0.71 ---286965.49 ms/batch
Step 00054000 L_out=0.029 Acc=0.77 ---310957.03 ms/batch
Round 4 | epoch=20, train costTime=323.5955092906952, | total_activation_sum=4306184
Round 4 | epoch=21, current m_iou=0.5575677270136985
Round 4 | Best m_IoU is: 0.573, OA is: 0.853 | val costTime=136.03313446044922
Round 4 | ****EPOCH 21****
Step 00054050 L_out=0.038 Acc=0.60 ---10971.92 ms/batch
Step 00054100 L_out=0.012 Acc=0.76 ---34624.61 ms/batch
Step 00054150 L_out=0.031 Acc=0.64 ---58809.71 ms/batch
Step 00054200 L_out=0.020 Acc=0.74 ---83351.03 ms/batch
Step 00054250 L_out=0.003 Acc=0.78 ---107491.18 ms/batch
Step 00054300 L_out=0.775 Acc=0.87 ---131957.35 ms/batch
Step 00054350 L_out=0.005 Acc=0.87 ---155805.00 ms/batch
Step 00054400 L_out=0.127 Acc=0.84 ---180390.87 ms/batch
Step 00054450 L_out=0.020 Acc=0.84 ---205251.42 ms/batch
Step 00054500 L_out=0.785 Acc=0.70 ---228941.09 ms/batch
Step 00054550 L_out=0.010 Acc=0.84 ---252914.55 ms/batch
Step 00054600 L_out=0.015 Acc=0.88 ---277185.49 ms/batch
Step 00054650 L_out=0.049 Acc=0.79 ---301320.01 ms/batch
Round 4 | epoch=21, train costTime=322.64141845703125, | total_activation_sum=4391342
Round 4 | epoch=22, current m_iou=0.5528157863776122
Round 4 | Best m_IoU is: 0.573, OA is: 0.853 | val costTime=137.3223752975464
Round 4 | ****EPOCH 22****
Step 00054700 L_out=0.020 Acc=0.72 --- 2953.87 ms/batch
Step 00054750 L_out=0.013 Acc=0.85 ---26907.53 ms/batch
Step 00054800 L_out=0.007 Acc=0.81 ---51035.95 ms/batch
Step 00054850 L_out=0.066 Acc=0.83 ---74839.61 ms/batch
Step 00054900 L_out=0.006 Acc=0.91 ---98960.37 ms/batch
Step 00054950 L_out=0.020 Acc=0.86 ---122996.33 ms/batch
Step 00055000 L_out=0.031 Acc=0.78 ---146466.50 ms/batch
Step 00055050 L_out=0.004 Acc=0.87 ---170190.06 ms/batch
Step 00055100 L_out=0.515 Acc=0.89 ---194701.80 ms/batch
Step 00055150 L_out=0.023 Acc=0.83 ---217938.51 ms/batch
Step 00055200 L_out=0.480 Acc=0.75 ---241940.50 ms/batch
Step 00055250 L_out=0.050 Acc=0.75 ---266242.47 ms/batch
Step 00055300 L_out=0.027 Acc=0.86 ---290753.31 ms/batch
Step 00055350 L_out=0.024 Acc=0.83 ---314941.92 ms/batch
Round 4 | epoch=22, train costTime=320.07066774368286, | total_activation_sum=4300863
Round 4 | epoch=23, current m_iou=0.5503757619856747
Round 4 | Best m_IoU is: 0.573, OA is: 0.853 | val costTime=134.76093339920044
Round 4 | ****EPOCH 23****
Step 00055400 L_out=0.020 Acc=0.74 ---17784.42 ms/batch
Step 00055450 L_out=0.028 Acc=0.85 ---41611.89 ms/batch
Step 00055500 L_out=0.141 Acc=0.86 ---65914.45 ms/batch
Step 00055550 L_out=0.005 Acc=0.88 ---90198.10 ms/batch
Step 00055600 L_out=0.034 Acc=0.79 ---114106.43 ms/batch
Step 00055650 L_out=0.390 Acc=0.94 ---138367.10 ms/batch
Step 00055700 L_out=0.045 Acc=0.86 ---162841.77 ms/batch
Step 00055750 L_out=0.033 Acc=0.79 ---187397.12 ms/batch
Step 00055800 L_out=0.030 Acc=0.87 ---211650.55 ms/batch
Step 00055850 L_out=0.010 Acc=0.85 ---235493.36 ms/batch
Step 00055900 L_out=0.055 Acc=0.86 ---259410.06 ms/batch
Step 00055950 L_out=0.014 Acc=0.84 ---284350.33 ms/batch
Step 00056000 L_out=0.040 Acc=0.90 ---308651.79 ms/batch
Round 4 | epoch=23, train costTime=322.3084366321564, | total_activation_sum=4241311
Round 4 | epoch=24, current m_iou=0.5618644712708554
Round 4 | Best m_IoU is: 0.573, OA is: 0.853 | val costTime=135.28698635101318
Round 4 | ****EPOCH 24****
Step 00056050 L_out=0.152 Acc=0.65 ---11030.05 ms/batch
Step 00056100 L_out=0.007 Acc=0.78 ---37725.89 ms/batch
Step 00056150 L_out=0.009 Acc=0.93 ---64036.08 ms/batch
Step 00056200 L_out=0.017 Acc=0.77 ---89399.33 ms/batch
Step 00056250 L_out=0.091 Acc=0.83 ---113165.39 ms/batch
Step 00056300 L_out=0.006 Acc=0.90 ---137003.08 ms/batch
Step 00056350 L_out=0.001 Acc=0.80 ---161099.74 ms/batch
Step 00056400 L_out=0.007 Acc=0.84 ---185262.79 ms/batch
Step 00056450 L_out=0.019 Acc=0.87 ---209614.88 ms/batch
Step 00056500 L_out=0.006 Acc=0.84 ---233983.11 ms/batch
Step 00056550 L_out=0.037 Acc=0.89 ---257771.82 ms/batch
Step 00056600 L_out=0.013 Acc=0.87 ---281580.07 ms/batch
Step 00056650 L_out=0.007 Acc=0.86 ---305113.21 ms/batch
Round 4 | epoch=24, train costTime=327.1773781776428, | total_activation_sum=4269743
Round 4 | epoch=25, current m_iou=0.5474858937879636
Round 4 | Best m_IoU is: 0.573, OA is: 0.853 | val costTime=135.70462155342102
Round 4 | ****EPOCH 25****
Step 00056700 L_out=0.019 Acc=0.69 --- 2414.20 ms/batch
Step 00056750 L_out=0.016 Acc=0.81 ---26431.28 ms/batch
Step 00056800 L_out=0.026 Acc=0.82 ---51004.02 ms/batch
Step 00056850 L_out=0.014 Acc=0.83 ---74898.99 ms/batch
Step 00056900 L_out=0.026 Acc=0.89 ---98906.80 ms/batch
Step 00056950 L_out=0.001 Acc=0.87 ---123426.63 ms/batch
Step 00057000 L_out=0.444 Acc=0.91 ---147817.84 ms/batch
Step 00057050 L_out=0.030 Acc=0.88 ---172040.42 ms/batch
Step 00057100 L_out=0.020 Acc=0.58 ---195733.07 ms/batch
Step 00057150 L_out=0.085 Acc=0.66 ---220029.29 ms/batch
Step 00057200 L_out=0.008 Acc=0.93 ---243759.91 ms/batch
Step 00057250 L_out=0.015 Acc=0.77 ---268232.76 ms/batch
Step 00057300 L_out=0.019 Acc=0.87 ---291739.90 ms/batch
Step 00057350 L_out=0.010 Acc=0.75 ---315932.25 ms/batch
Round 4 | epoch=25, train costTime=321.58033323287964, | total_activation_sum=4477090
Round 4 | epoch=26, current m_iou=0.560092851616648
Round 4 | Best m_IoU is: 0.573, OA is: 0.853 | val costTime=137.16346383094788
Round 4 | ****EPOCH 26****
Step 00057400 L_out=0.019 Acc=0.77 ---18508.86 ms/batch
Step 00057450 L_out=0.007 Acc=0.82 ---42718.38 ms/batch
Step 00057500 L_out=0.004 Acc=0.91 ---66220.30 ms/batch
Step 00057550 L_out=0.026 Acc=0.81 ---89851.76 ms/batch
Step 00057600 L_out=0.034 Acc=0.87 ---114053.65 ms/batch
Step 00057650 L_out=0.015 Acc=0.91 ---138887.50 ms/batch
Step 00057700 L_out=0.013 Acc=0.84 ---163016.16 ms/batch
Step 00057750 L_out=0.023 Acc=0.83 ---187894.64 ms/batch
Step 00057800 L_out=0.052 Acc=0.84 ---212000.90 ms/batch
Step 00057850 L_out=0.013 Acc=0.89 ---236479.96 ms/batch
Step 00057900 L_out=0.898 Acc=0.91 ---260775.49 ms/batch
Step 00057950 L_out=0.008 Acc=0.91 ---284547.60 ms/batch
Step 00058000 L_out=0.036 Acc=0.70 ---308575.66 ms/batch
Round 4 | epoch=26, train costTime=322.1933717727661, | total_activation_sum=4184605
Round 4 | epoch=27, current m_iou=0.5580547370046656
Round 4 | Best m_IoU is: 0.573, OA is: 0.853 | val costTime=136.46734833717346
Round 4 | ****EPOCH 27****
Step 00058050 L_out=0.021 Acc=0.65 ---10036.18 ms/batch
Step 00058100 L_out=0.003 Acc=0.75 ---34114.43 ms/batch
Step 00058150 L_out=0.009 Acc=0.65 ---58426.23 ms/batch
Step 00058200 L_out=0.032 Acc=0.78 ---82528.91 ms/batch
Step 00058250 L_out=0.199 Acc=0.90 ---106486.22 ms/batch
Step 00058300 L_out=0.007 Acc=0.74 ---130701.09 ms/batch
Step 00058350 L_out=0.026 Acc=0.79 ---155262.58 ms/batch
Step 00058400 L_out=0.035 Acc=0.74 ---180022.34 ms/batch
Step 00058450 L_out=0.007 Acc=0.86 ---204309.97 ms/batch
Step 00058500 L_out=0.067 Acc=0.84 ---228411.64 ms/batch
Step 00058550 L_out=0.006 Acc=0.78 ---252618.86 ms/batch
Step 00058600 L_out=0.006 Acc=0.72 ---276961.16 ms/batch
Step 00058650 L_out=0.043 Acc=0.83 ---302017.82 ms/batch
Round 4 | epoch=27, train costTime=326.5172555446625, | total_activation_sum=4205506
Round 4 | epoch=28, current m_iou=0.5581316479351699
Round 4 | Best m_IoU is: 0.573, OA is: 0.853 | val costTime=140.37937593460083
Round 4 | ****EPOCH 28****
Step 00058700 L_out=0.011 Acc=0.70 --- 2009.25 ms/batch
Step 00058750 L_out=0.063 Acc=0.72 ---26046.50 ms/batch
Step 00058800 L_out=0.011 Acc=0.73 ---50374.12 ms/batch
Step 00058850 L_out=0.024 Acc=0.89 ---74614.91 ms/batch
Step 00058900 L_out=0.030 Acc=0.82 ---99274.12 ms/batch
Step 00058950 L_out=0.016 Acc=0.83 ---124095.21 ms/batch
Step 00059000 L_out=0.009 Acc=0.87 ---148668.92 ms/batch
Step 00059050 L_out=0.162 Acc=0.89 ---172713.37 ms/batch
Step 00059100 L_out=0.049 Acc=0.67 ---197081.69 ms/batch
Step 00059150 L_out=0.002 Acc=0.92 ---221678.81 ms/batch
Step 00059200 L_out=0.014 Acc=0.91 ---246017.97 ms/batch
Step 00059250 L_out=0.031 Acc=0.69 ---270080.61 ms/batch
Step 00059300 L_out=0.003 Acc=0.83 ---294364.12 ms/batch
Step 00059350 L_out=0.010 Acc=0.89 ---317955.03 ms/batch
Round 4 | epoch=28, train costTime=324.1450386047363, | total_activation_sum=4354896
Round 4 | epoch=29, current m_iou=0.5551091135176016
Round 4 | Best m_IoU is: 0.573, OA is: 0.853 | val costTime=138.5118284225464
Round 4 | ****EPOCH 29****
Step 00059400 L_out=0.001 Acc=0.89 ---18057.35 ms/batch
Step 00059450 L_out=0.083 Acc=0.77 ---42393.08 ms/batch
Step 00059500 L_out=0.071 Acc=0.82 ---66346.99 ms/batch
Step 00059550 L_out=0.008 Acc=0.94 ---90309.16 ms/batch
Step 00059600 L_out=0.040 Acc=0.80 ---114708.83 ms/batch
Step 00059650 L_out=0.005 Acc=0.84 ---138546.50 ms/batch
Step 00059700 L_out=0.017 Acc=0.85 ---162487.34 ms/batch
Step 00059750 L_out=0.007 Acc=0.84 ---186242.44 ms/batch
Step 00059800 L_out=0.007 Acc=0.90 ---209688.44 ms/batch
Step 00059850 L_out=0.013 Acc=0.81 ---234053.57 ms/batch
Step 00059900 L_out=0.005 Acc=0.78 ---257964.11 ms/batch
Step 00059950 L_out=0.008 Acc=0.87 ---281837.03 ms/batch
Step 00060000 L_out=0.027 Acc=0.63 ---305232.66 ms/batch
Round 4 | epoch=29, train costTime=319.8035249710083, | total_activation_sum=4203705
Round 4 | epoch=30, current m_iou=0.5522523375248533
Round 4 | Best m_IoU is: 0.573, OA is: 0.853 | val costTime=136.25988149642944
Round 4 | ****EPOCH 30****
Round 5 | ****EPOCH 0****
Step 00060050 L_out=0.027 Acc=0.63 --- 9421.88 ms/batch
Step 00060100 L_out=0.040 Acc=0.54 ---32569.24 ms/batch
Step 00060150 L_out=4.724 Acc=0.41 ---56307.58 ms/batch
Step 00060200 L_out=0.065 Acc=0.23 ---79529.37 ms/batch
Step 00060250 L_out=0.052 Acc=0.44 ---102769.24 ms/batch
Step 00060300 L_out=0.132 Acc=0.42 ---126421.08 ms/batch
Step 00060350 L_out=0.048 Acc=0.54 ---150004.31 ms/batch
Step 00060400 L_out=0.044 Acc=0.67 ---173825.20 ms/batch
Step 00060450 L_out=0.263 Acc=0.37 ---197585.54 ms/batch
Step 00060500 L_out=0.014 Acc=0.61 ---221424.56 ms/batch
Step 00060550 L_out=0.024 Acc=0.60 ---245091.39 ms/batch
Step 00060600 L_out=0.024 Acc=0.71 ---268758.52 ms/batch
Step 00060650 L_out=0.016 Acc=0.64 ---291961.52 ms/batch
Round 5 | epoch=0, train costTime=313.842089176178, | total_activation_sum=5050708
Round 5 | epoch=1, current m_iou=0.42441324875304487
Round 5 | Best m_IoU is: 0.424, OA is: 0.742 | val costTime=130.58085107803345
Round 5 | ****EPOCH 1****
Step 00060700 L_out=0.012 Acc=0.70 --- 1658.92 ms/batch
Step 00060750 L_out=0.070 Acc=0.78 ---25590.07 ms/batch
Step 00060800 L_out=0.007 Acc=0.68 ---49038.81 ms/batch
Step 00060850 L_out=0.065 Acc=0.71 ---72480.85 ms/batch
Step 00060900 L_out=0.149 Acc=0.70 ---95902.21 ms/batch
Step 00060950 L_out=0.025 Acc=0.71 ---119198.62 ms/batch
Step 00061000 L_out=0.025 Acc=0.74 ---142635.56 ms/batch
Step 00061050 L_out=0.013 Acc=0.57 ---166054.21 ms/batch
Step 00061100 L_out=0.030 Acc=0.71 ---188875.90 ms/batch
Step 00061150 L_out=0.002 Acc=0.76 ---214175.99 ms/batch
Step 00061200 L_out=0.056 Acc=0.82 ---240081.27 ms/batch
Step 00061250 L_out=0.015 Acc=0.70 ---265993.13 ms/batch
Step 00061300 L_out=0.029 Acc=0.68 ---290623.39 ms/batch
Step 00061350 L_out=0.036 Acc=0.66 ---314097.07 ms/batch
Round 5 | epoch=1, train costTime=320.99260902404785, | total_activation_sum=4557389
Round 5 | epoch=2, current m_iou=0.4125355948347843
Round 5 | Best m_IoU is: 0.424, OA is: 0.742 | val costTime=131.17641878128052
Round 5 | ****EPOCH 2****
Step 00061400 L_out=0.014 Acc=0.76 ---16493.88 ms/batch
Step 00061450 L_out=0.016 Acc=0.61 ---40261.20 ms/batch
Step 00061500 L_out=1.290 Acc=0.85 ---63665.99 ms/batch
Step 00061550 L_out=0.095 Acc=0.32 ---86952.80 ms/batch
Step 00061600 L_out=0.015 Acc=0.81 ---110019.28 ms/batch
Step 00061650 L_out=0.057 Acc=0.63 ---133451.73 ms/batch
Step 00061700 L_out=0.018 Acc=0.59 ---156827.73 ms/batch
Step 00061750 L_out=0.035 Acc=0.57 ---180426.16 ms/batch
Step 00061800 L_out=0.132 Acc=0.76 ---203688.89 ms/batch
Step 00061850 L_out=0.021 Acc=0.72 ---227570.46 ms/batch
Step 00061900 L_out=0.097 Acc=0.57 ---251063.48 ms/batch
Step 00061950 L_out=0.036 Acc=0.76 ---274427.03 ms/batch
Step 00062000 L_out=0.006 Acc=0.84 ---297804.50 ms/batch
Round 5 | epoch=2, train costTime=312.0086109638214, | total_activation_sum=4306978
Round 5 | epoch=3, current m_iou=0.5216353834277101
Round 5 | Best m_IoU is: 0.522, OA is: 0.818 | val costTime=134.0777566432953
Round 5 | ****EPOCH 3****
Step 00062050 L_out=0.059 Acc=0.49 --- 9034.61 ms/batch
Step 00062100 L_out=0.041 Acc=0.71 ---32987.47 ms/batch
Step 00062150 L_out=0.008 Acc=0.87 ---57000.89 ms/batch
Step 00062200 L_out=0.007 Acc=0.78 ---80813.26 ms/batch
Step 00062250 L_out=0.044 Acc=0.77 ---105179.14 ms/batch
Step 00062300 L_out=0.016 Acc=0.81 ---129340.36 ms/batch
Step 00062350 L_out=0.006 Acc=0.73 ---154127.98 ms/batch
Step 00062400 L_out=0.029 Acc=0.73 ---177767.49 ms/batch
Step 00062450 L_out=0.012 Acc=0.76 ---201208.47 ms/batch
Step 00062500 L_out=0.016 Acc=0.81 ---225524.50 ms/batch
Step 00062550 L_out=0.004 Acc=0.66 ---249794.56 ms/batch
Step 00062600 L_out=0.061 Acc=0.70 ---273604.00 ms/batch
Step 00062650 L_out=0.057 Acc=0.68 ---297407.70 ms/batch
Round 5 | epoch=3, train costTime=320.2742521762848, | total_activation_sum=4209413
Round 5 | epoch=4, current m_iou=0.5462207393273555
Round 5 | Best m_IoU is: 0.546, OA is: 0.828 | val costTime=135.35057830810547
Round 5 | ****EPOCH 4****
Step 00062700 L_out=0.013 Acc=0.74 --- 1021.22 ms/batch
Step 00062750 L_out=0.023 Acc=0.86 ---25328.01 ms/batch
Step 00062800 L_out=0.005 Acc=0.78 ---49146.80 ms/batch
Step 00062850 L_out=0.047 Acc=0.67 ---73013.11 ms/batch
Step 00062900 L_out=0.053 Acc=0.71 ---96810.06 ms/batch
Step 00062950 L_out=0.018 Acc=0.81 ---120922.36 ms/batch
Step 00063000 L_out=0.037 Acc=0.81 ---144615.09 ms/batch
Step 00063050 L_out=0.011 Acc=0.87 ---168128.93 ms/batch
Step 00063100 L_out=0.033 Acc=0.84 ---192640.27 ms/batch
Step 00063150 L_out=0.030 Acc=0.64 ---216590.38 ms/batch
Step 00063200 L_out=0.109 Acc=0.80 ---241105.95 ms/batch
Step 00063250 L_out=0.004 Acc=0.78 ---264888.23 ms/batch
Step 00063300 L_out=0.003 Acc=0.80 ---288752.61 ms/batch
Step 00063350 L_out=0.021 Acc=0.90 ---312118.21 ms/batch
Round 5 | epoch=4, train costTime=319.3963899612427, | total_activation_sum=4810774
Round 5 | epoch=5, current m_iou=0.5482090036758491
Round 5 | Best m_IoU is: 0.548, OA is: 0.830 | val costTime=135.1534662246704
Round 5 | ****EPOCH 5****
Step 00063400 L_out=0.007 Acc=0.74 ---17034.68 ms/batch
Step 00063450 L_out=0.038 Acc=0.81 ---40992.58 ms/batch
Step 00063500 L_out=0.023 Acc=0.77 ---65335.06 ms/batch
Step 00063550 L_out=0.021 Acc=0.80 ---90481.33 ms/batch
Step 00063600 L_out=0.051 Acc=0.79 ---114421.88 ms/batch
Step 00063650 L_out=0.008 Acc=0.80 ---138059.16 ms/batch
Step 00063700 L_out=0.096 Acc=0.71 ---162194.66 ms/batch
Step 00063750 L_out=0.022 Acc=0.85 ---186343.67 ms/batch
Step 00063800 L_out=0.010 Acc=0.78 ---210008.31 ms/batch
Step 00063850 L_out=0.020 Acc=0.83 ---234476.81 ms/batch
Step 00063900 L_out=0.030 Acc=0.78 ---259460.98 ms/batch
Step 00063950 L_out=0.019 Acc=0.73 ---286094.39 ms/batch
Step 00064000 L_out=0.162 Acc=0.71 ---312774.22 ms/batch
Round 5 | epoch=5, train costTime=328.96211528778076, | total_activation_sum=4303638
Round 5 | epoch=6, current m_iou=0.5472579677932219
Round 5 | Best m_IoU is: 0.548, OA is: 0.830 | val costTime=134.8777847290039
Round 5 | ****EPOCH 6****
Step 00064050 L_out=0.018 Acc=0.58 --- 8556.44 ms/batch
Step 00064100 L_out=0.032 Acc=0.71 ---32735.40 ms/batch
Step 00064150 L_out=0.038 Acc=0.71 ---56568.77 ms/batch
Step 00064200 L_out=0.089 Acc=0.78 ---79994.43 ms/batch
Step 00064250 L_out=0.033 Acc=0.89 ---104172.38 ms/batch
Step 00064300 L_out=0.086 Acc=0.60 ---128384.62 ms/batch
Step 00064350 L_out=0.002 Acc=0.73 ---151807.82 ms/batch
Step 00064400 L_out=0.007 Acc=0.81 ---175723.73 ms/batch
Step 00064450 L_out=0.005 Acc=0.86 ---199562.63 ms/batch
Step 00064500 L_out=0.021 Acc=0.85 ---223834.41 ms/batch
Step 00064550 L_out=0.024 Acc=0.75 ---248174.79 ms/batch
Step 00064600 L_out=0.015 Acc=0.80 ---272682.10 ms/batch
Step 00064650 L_out=0.055 Acc=0.78 ---296766.16 ms/batch
Round 5 | epoch=6, train costTime=320.91152358055115, | total_activation_sum=4547248
Round 5 | epoch=7, current m_iou=0.5793726534240684
Round 5 | Best m_IoU is: 0.579, OA is: 0.853 | val costTime=135.13667488098145
Round 5 | ****EPOCH 7****
Step 00064700 L_out=0.054 Acc=0.86 ---  434.01 ms/batch
Step 00064750 L_out=0.555 Acc=0.76 ---24310.12 ms/batch
Step 00064800 L_out=0.121 Acc=0.69 ---49092.83 ms/batch
Step 00064850 L_out=0.025 Acc=0.77 ---72819.96 ms/batch
Step 00064900 L_out=0.031 Acc=0.73 ---97366.37 ms/batch
Step 00064950 L_out=0.011 Acc=0.71 ---122088.91 ms/batch
Step 00065000 L_out=0.011 Acc=0.64 ---146662.91 ms/batch
Step 00065050 L_out=0.039 Acc=0.75 ---170047.06 ms/batch
Step 00065100 L_out=0.006 Acc=0.73 ---193708.01 ms/batch
Step 00065150 L_out=0.030 Acc=0.83 ---217818.41 ms/batch
Step 00065200 L_out=0.008 Acc=0.81 ---242374.00 ms/batch
Step 00065250 L_out=0.097 Acc=0.59 ---266562.65 ms/batch
Step 00065300 L_out=0.016 Acc=0.76 ---290596.12 ms/batch
Step 00065350 L_out=0.040 Acc=0.85 ---314660.10 ms/batch
Round 5 | epoch=7, train costTime=322.42992329597473, | total_activation_sum=4774378
Round 5 | epoch=8, current m_iou=0.5427346345131947
Round 5 | Best m_IoU is: 0.579, OA is: 0.853 | val costTime=137.65582656860352
Round 5 | ****EPOCH 8****
Step 00065400 L_out=0.007 Acc=0.84 ---16210.66 ms/batch
Step 00065450 L_out=0.041 Acc=0.77 ---40255.77 ms/batch
Step 00065500 L_out=0.012 Acc=0.77 ---64993.88 ms/batch
Step 00065550 L_out=0.082 Acc=0.54 ---88812.28 ms/batch
Step 00065600 L_out=0.736 Acc=0.90 ---112627.94 ms/batch
Step 00065650 L_out=0.033 Acc=0.70 ---137138.23 ms/batch
Step 00065700 L_out=0.022 Acc=0.89 ---161342.83 ms/batch
Step 00065750 L_out=0.215 Acc=0.85 ---185275.68 ms/batch
Step 00065800 L_out=0.014 Acc=0.73 ---209032.97 ms/batch
Step 00065850 L_out=0.012 Acc=0.76 ---233345.29 ms/batch
Step 00065900 L_out=0.030 Acc=0.78 ---257352.34 ms/batch
Step 00065950 L_out=0.013 Acc=0.77 ---281659.81 ms/batch
Step 00066000 L_out=0.019 Acc=0.84 ---305550.08 ms/batch
Round 5 | epoch=8, train costTime=321.6448459625244, | total_activation_sum=4370325
Round 5 | epoch=9, current m_iou=0.5632094011903355
Round 5 | Best m_IoU is: 0.579, OA is: 0.853 | val costTime=137.02698516845703
Round 5 | ****EPOCH 9****
Step 00066050 L_out=0.045 Acc=0.65 --- 7896.96 ms/batch
Step 00066100 L_out=0.009 Acc=0.84 ---31986.97 ms/batch
Step 00066150 L_out=0.169 Acc=0.55 ---56285.34 ms/batch
Step 00066200 L_out=0.018 Acc=0.88 ---81036.97 ms/batch
Step 00066250 L_out=0.019 Acc=0.76 ---107667.20 ms/batch
Step 00066300 L_out=0.038 Acc=0.67 ---133978.36 ms/batch
Step 00066350 L_out=0.025 Acc=0.92 ---158705.06 ms/batch
Step 00066400 L_out=0.032 Acc=0.86 ---183030.97 ms/batch
Step 00066450 L_out=0.798 Acc=0.86 ---207646.94 ms/batch
Step 00066500 L_out=0.046 Acc=0.68 ---231563.27 ms/batch
Step 00066550 L_out=0.286 Acc=0.88 ---255832.47 ms/batch
Step 00066600 L_out=0.012 Acc=0.70 ---280801.17 ms/batch
Step 00066650 L_out=0.020 Acc=0.85 ---304635.84 ms/batch
Step 00066700 L_out=0.030 Acc=0.82 ---328933.50 ms/batch
Round 5 | epoch=9, train costTime=328.9335882663727, | total_activation_sum=4648792
Round 5 | epoch=10, current m_iou=0.5570773245642955
Round 5 | Best m_IoU is: 0.579, OA is: 0.853 | val costTime=136.83691430091858
Round 5 | ****EPOCH 10****
Step 00066750 L_out=0.037 Acc=0.78 ---24311.20 ms/batch
Step 00066800 L_out=0.003 Acc=0.81 ---48944.32 ms/batch
Step 00066850 L_out=0.329 Acc=0.68 ---72596.59 ms/batch
Step 00066900 L_out=0.024 Acc=0.76 ---96247.59 ms/batch
Step 00066950 L_out=0.068 Acc=0.77 ---120169.77 ms/batch
Step 00067000 L_out=0.021 Acc=0.66 ---144314.73 ms/batch
Step 00067050 L_out=0.007 Acc=0.85 ---168288.82 ms/batch
Step 00067100 L_out=0.006 Acc=0.88 ---192618.50 ms/batch
Step 00067150 L_out=0.009 Acc=0.79 ---216308.50 ms/batch
Step 00067200 L_out=0.028 Acc=0.77 ---240700.12 ms/batch
Step 00067250 L_out=0.081 Acc=0.85 ---264532.83 ms/batch
Step 00067300 L_out=0.103 Acc=0.81 ---288742.35 ms/batch
Step 00067350 L_out=0.036 Acc=0.78 ---313074.24 ms/batch
Round 5 | epoch=10, train costTime=321.3336067199707, | total_activation_sum=4471313
Round 5 | epoch=11, current m_iou=0.5414839963594381
Round 5 | Best m_IoU is: 0.579, OA is: 0.853 | val costTime=136.76914501190186
Round 5 | ****EPOCH 11****
Step 00067400 L_out=0.022 Acc=0.85 ---16105.31 ms/batch
Step 00067450 L_out=0.005 Acc=0.87 ---40600.83 ms/batch
Step 00067500 L_out=0.012 Acc=0.75 ---63931.69 ms/batch
Step 00067550 L_out=0.019 Acc=0.69 ---87549.24 ms/batch
Step 00067600 L_out=0.429 Acc=0.83 ---111743.01 ms/batch
Step 00067650 L_out=0.044 Acc=0.82 ---136049.79 ms/batch
Step 00067700 L_out=0.027 Acc=0.80 ---160249.03 ms/batch
Step 00067750 L_out=0.024 Acc=0.78 ---184669.04 ms/batch
Step 00067800 L_out=0.008 Acc=0.87 ---209208.57 ms/batch
Step 00067850 L_out=0.005 Acc=0.80 ---233464.88 ms/batch
Step 00067900 L_out=0.019 Acc=0.82 ---257940.77 ms/batch
Step 00067950 L_out=0.014 Acc=0.87 ---282162.94 ms/batch
Step 00068000 L_out=0.007 Acc=0.84 ---306315.73 ms/batch
Round 5 | epoch=11, train costTime=322.6293559074402, | total_activation_sum=4302846
Round 5 | epoch=12, current m_iou=0.5565690007370774
Round 5 | Best m_IoU is: 0.579, OA is: 0.853 | val costTime=135.85461688041687
Round 5 | ****EPOCH 12****
Step 00068050 L_out=0.004 Acc=0.86 --- 7362.32 ms/batch
Step 00068100 L_out=0.045 Acc=0.81 ---30694.55 ms/batch
Step 00068150 L_out=0.008 Acc=0.90 ---54749.51 ms/batch
Step 00068200 L_out=0.278 Acc=0.88 ---78704.06 ms/batch
Step 00068250 L_out=0.041 Acc=0.89 ---102939.44 ms/batch
Step 00068300 L_out=0.559 Acc=0.80 ---127453.12 ms/batch
Step 00068350 L_out=0.687 Acc=0.80 ---151616.07 ms/batch
Step 00068400 L_out=0.031 Acc=0.70 ---175119.52 ms/batch
Step 00068450 L_out=0.001 Acc=0.80 ---199752.77 ms/batch
Step 00068500 L_out=0.019 Acc=0.80 ---223712.16 ms/batch
Step 00068550 L_out=0.034 Acc=0.67 ---247892.42 ms/batch
Step 00068600 L_out=0.021 Acc=0.71 ---272171.63 ms/batch
Step 00068650 L_out=0.004 Acc=0.70 ---296314.44 ms/batch
Step 00068700 L_out=0.005 Acc=0.78 ---321100.02 ms/batch
Round 5 | epoch=12, train costTime=321.53563237190247, | total_activation_sum=4341356
Round 5 | epoch=13, current m_iou=0.5448296888268347
Round 5 | Best m_IoU is: 0.579, OA is: 0.853 | val costTime=144.56634736061096
Round 5 | ****EPOCH 13****
Step 00068750 L_out=0.008 Acc=0.96 ---24106.25 ms/batch
Step 00068800 L_out=0.287 Acc=0.85 ---48739.82 ms/batch
Step 00068850 L_out=0.012 Acc=0.86 ---73414.08 ms/batch
Step 00068900 L_out=0.014 Acc=0.83 ---97012.13 ms/batch
Step 00068950 L_out=0.002 Acc=0.75 ---121489.74 ms/batch
Step 00069000 L_out=0.010 Acc=0.90 ---145217.90 ms/batch
Step 00069050 L_out=0.014 Acc=0.81 ---169633.79 ms/batch
Step 00069100 L_out=0.014 Acc=0.85 ---194175.78 ms/batch
Step 00069150 L_out=0.017 Acc=0.88 ---218920.29 ms/batch
Step 00069200 L_out=0.305 Acc=0.86 ---243168.01 ms/batch
Step 00069250 L_out=0.017 Acc=0.84 ---267736.65 ms/batch
Step 00069300 L_out=0.053 Acc=0.74 ---292307.02 ms/batch
Step 00069350 L_out=0.010 Acc=0.88 ---316837.38 ms/batch
Round 5 | epoch=13, train costTime=325.6964726448059, | total_activation_sum=4627072
Round 5 | epoch=14, current m_iou=0.5434261868138228
Round 5 | Best m_IoU is: 0.579, OA is: 0.853 | val costTime=131.91053581237793
Round 5 | ****EPOCH 14****
Step 00069400 L_out=0.007 Acc=0.87 ---15461.63 ms/batch
Step 00069450 L_out=0.010 Acc=0.65 ---39019.09 ms/batch
Step 00069500 L_out=0.014 Acc=0.81 ---62246.59 ms/batch
Step 00069550 L_out=0.003 Acc=0.94 ---85891.38 ms/batch
Step 00069600 L_out=0.007 Acc=0.78 ---109397.76 ms/batch
Step 00069650 L_out=0.010 Acc=0.92 ---133272.86 ms/batch
Step 00069700 L_out=0.012 Acc=0.84 ---156847.11 ms/batch
Step 00069750 L_out=0.012 Acc=0.88 ---180357.89 ms/batch
Step 00069800 L_out=0.013 Acc=0.91 ---204515.92 ms/batch
Step 00069850 L_out=0.282 Acc=0.83 ---228335.66 ms/batch
Step 00069900 L_out=0.016 Acc=0.70 ---251484.46 ms/batch
Step 00069950 L_out=0.005 Acc=0.80 ---275435.23 ms/batch
Step 00070000 L_out=0.029 Acc=0.78 ---299345.63 ms/batch
Round 5 | epoch=14, train costTime=316.1586401462555, | total_activation_sum=4410201
Round 5 | epoch=15, current m_iou=0.5560377587093136
Round 5 | Best m_IoU is: 0.579, OA is: 0.853 | val costTime=134.37835216522217
Round 5 | ****EPOCH 15****
Step 00070050 L_out=0.011 Acc=0.89 --- 7019.38 ms/batch
Step 00070100 L_out=0.024 Acc=0.74 ---31055.43 ms/batch
Step 00070150 L_out=0.036 Acc=0.85 ---54801.12 ms/batch
Step 00070200 L_out=0.003 Acc=0.81 ---78115.44 ms/batch
Step 00070250 L_out=0.159 Acc=0.90 ---101643.23 ms/batch
Step 00070300 L_out=0.020 Acc=0.80 ---124753.29 ms/batch
Step 00070350 L_out=0.053 Acc=0.87 ---148512.06 ms/batch
Step 00070400 L_out=0.023 Acc=0.73 ---172555.16 ms/batch
Step 00070450 L_out=0.035 Acc=0.73 ---196390.85 ms/batch
Step 00070500 L_out=0.050 Acc=0.85 ---220501.44 ms/batch
Step 00070550 L_out=0.084 Acc=0.89 ---244537.65 ms/batch
Step 00070600 L_out=0.038 Acc=0.73 ---268295.46 ms/batch
Step 00070650 L_out=0.029 Acc=0.63 ---292273.18 ms/batch
Step 00070700 L_out=0.028 Acc=0.77 ---316234.66 ms/batch
Round 5 | epoch=15, train costTime=317.1527786254883, | total_activation_sum=4685172
Round 5 | epoch=16, current m_iou=0.5565269921717362
Round 5 | Best m_IoU is: 0.579, OA is: 0.853 | val costTime=133.22528409957886
Round 5 | ****EPOCH 16****
Step 00070750 L_out=0.032 Acc=0.87 ---22875.06 ms/batch
Step 00070800 L_out=0.009 Acc=0.86 ---46801.59 ms/batch
Step 00070850 L_out=0.511 Acc=0.80 ---70183.15 ms/batch
Step 00070900 L_out=0.031 Acc=0.85 ---93392.76 ms/batch
Step 00070950 L_out=0.039 Acc=0.83 ---117450.81 ms/batch
Step 00071000 L_out=0.389 Acc=0.94 ---141302.99 ms/batch
Step 00071050 L_out=0.036 Acc=0.83 ---165247.83 ms/batch
Step 00071100 L_out=0.026 Acc=0.71 ---189215.43 ms/batch
Step 00071150 L_out=0.023 Acc=0.71 ---213082.21 ms/batch
Step 00071200 L_out=0.001 Acc=0.82 ---237480.39 ms/batch
Step 00071250 L_out=0.009 Acc=0.91 ---261788.75 ms/batch
Step 00071300 L_out=0.021 Acc=0.61 ---285812.30 ms/batch
Step 00071350 L_out=0.003 Acc=0.90 ---309819.79 ms/batch
Round 5 | epoch=16, train costTime=319.21017503738403, | total_activation_sum=4508676
Round 5 | epoch=17, current m_iou=0.5476158299550586
Round 5 | Best m_IoU is: 0.579, OA is: 0.853 | val costTime=138.21957683563232
Round 5 | ****EPOCH 17****
Step 00071400 L_out=0.050 Acc=0.81 ---15507.85 ms/batch
Step 00071450 L_out=0.035 Acc=0.67 ---41620.05 ms/batch
Step 00071500 L_out=0.010 Acc=0.82 ---66195.09 ms/batch
Step 00071550 L_out=0.011 Acc=0.83 ---91530.17 ms/batch
Step 00071600 L_out=0.007 Acc=0.57 ---115302.55 ms/batch
Step 00071650 L_out=0.010 Acc=0.74 ---140093.62 ms/batch
Step 00071700 L_out=0.016 Acc=0.71 ---164680.80 ms/batch
Step 00071750 L_out=0.015 Acc=0.81 ---189339.11 ms/batch
Step 00071800 L_out=0.009 Acc=0.83 ---213287.03 ms/batch
Step 00071850 L_out=0.069 Acc=0.85 ---237348.72 ms/batch
Step 00071900 L_out=0.042 Acc=0.84 ---261891.82 ms/batch
Step 00071950 L_out=0.012 Acc=0.86 ---285830.14 ms/batch
Step 00072000 L_out=0.070 Acc=0.72 ---310637.42 ms/batch
Round 5 | epoch=17, train costTime=328.5112838745117, | total_activation_sum=4560443
Round 5 | epoch=18, current m_iou=0.5588952756190508
Round 5 | Best m_IoU is: 0.579, OA is: 0.853 | val costTime=137.6882209777832
Round 5 | ****EPOCH 18****
Step 00072050 L_out=0.694 Acc=0.92 --- 7074.60 ms/batch
Step 00072100 L_out=0.028 Acc=0.88 ---30754.17 ms/batch
Step 00072150 L_out=0.009 Acc=0.83 ---54763.98 ms/batch
Step 00072200 L_out=0.026 Acc=0.61 ---78923.23 ms/batch
Step 00072250 L_out=0.014 Acc=0.80 ---103458.90 ms/batch
Step 00072300 L_out=0.008 Acc=0.85 ---127537.85 ms/batch
Step 00072350 L_out=0.674 Acc=0.91 ---152003.30 ms/batch
Step 00072400 L_out=0.123 Acc=0.64 ---176775.01 ms/batch
Step 00072450 L_out=0.601 Acc=0.95 ---200930.92 ms/batch
Step 00072500 L_out=0.005 Acc=0.70 ---224992.93 ms/batch
Step 00072550 L_out=0.126 Acc=0.48 ---249386.51 ms/batch
Step 00072600 L_out=0.044 Acc=0.77 ---273437.24 ms/batch
Step 00072650 L_out=0.015 Acc=0.93 ---298388.07 ms/batch
Step 00072700 L_out=0.028 Acc=0.82 ---323087.73 ms/batch
Round 5 | epoch=18, train costTime=324.5400400161743, | total_activation_sum=4519117
Round 5 | epoch=19, current m_iou=0.5674981155310774
Round 5 | Best m_IoU is: 0.579, OA is: 0.853 | val costTime=140.725341796875
Round 5 | ****EPOCH 19****
Step 00072750 L_out=0.009 Acc=0.90 ---22593.27 ms/batch
Step 00072800 L_out=0.038 Acc=0.82 ---46875.13 ms/batch
Step 00072850 L_out=0.034 Acc=0.59 ---71501.60 ms/batch
Step 00072900 L_out=0.012 Acc=0.83 ---95780.31 ms/batch
Step 00072950 L_out=0.387 Acc=0.88 ---120219.78 ms/batch
Step 00073000 L_out=0.004 Acc=0.90 ---144297.99 ms/batch
Step 00073050 L_out=0.011 Acc=0.89 ---167471.06 ms/batch
Step 00073100 L_out=0.018 Acc=0.73 ---190882.96 ms/batch
Step 00073150 L_out=0.006 Acc=0.82 ---213791.16 ms/batch
Step 00073200 L_out=0.010 Acc=0.76 ---237585.61 ms/batch
Step 00073250 L_out=0.010 Acc=0.62 ---260934.91 ms/batch
Step 00073300 L_out=0.024 Acc=0.77 ---284275.98 ms/batch
Step 00073350 L_out=0.016 Acc=0.83 ---307475.31 ms/batch
Round 5 | epoch=19, train costTime=316.94015884399414, | total_activation_sum=4520274
Round 5 | epoch=20, current m_iou=0.5649334004166433
Round 5 | Best m_IoU is: 0.579, OA is: 0.853 | val costTime=129.94262146949768
Round 5 | ****EPOCH 20****
Step 00073400 L_out=0.018 Acc=0.83 ---13901.96 ms/batch
Step 00073450 L_out=0.026 Acc=0.80 ---37421.98 ms/batch
Step 00073500 L_out=0.024 Acc=0.84 ---60886.42 ms/batch
Step 00073550 L_out=0.004 Acc=0.83 ---84122.32 ms/batch
Step 00073600 L_out=0.002 Acc=0.94 ---107688.44 ms/batch
Step 00073650 L_out=0.379 Acc=0.90 ---131113.63 ms/batch
Step 00073700 L_out=0.483 Acc=0.81 ---154691.66 ms/batch
Step 00073750 L_out=0.004 Acc=0.88 ---177721.69 ms/batch
Step 00073800 L_out=0.024 Acc=0.78 ---201004.90 ms/batch
Step 00073850 L_out=0.022 Acc=0.82 ---224591.68 ms/batch
Step 00073900 L_out=0.008 Acc=0.86 ---247655.24 ms/batch
Step 00073950 L_out=0.013 Acc=0.81 ---271468.93 ms/batch
Step 00074000 L_out=0.021 Acc=0.84 ---294646.54 ms/batch
Round 5 | epoch=20, train costTime=311.7957081794739, | total_activation_sum=4439556
Round 5 | epoch=21, current m_iou=0.5565819141640547
Round 5 | Best m_IoU is: 0.579, OA is: 0.853 | val costTime=132.1374340057373
Round 5 | ****EPOCH 21****
Step 00074050 L_out=0.080 Acc=0.75 --- 6196.49 ms/batch
Step 00074100 L_out=0.040 Acc=0.78 ---29389.06 ms/batch
Step 00074150 L_out=0.036 Acc=0.68 ---52988.17 ms/batch
Step 00074200 L_out=0.019 Acc=0.81 ---76456.95 ms/batch
Step 00074250 L_out=0.026 Acc=0.84 ---99967.09 ms/batch
Step 00074300 L_out=0.031 Acc=0.90 ---122853.39 ms/batch
Step 00074350 L_out=0.022 Acc=0.82 ---146365.75 ms/batch
Step 00074400 L_out=0.308 Acc=0.84 ---169697.65 ms/batch
Step 00074450 L_out=0.022 Acc=0.87 ---193005.08 ms/batch
Step 00074500 L_out=0.028 Acc=0.80 ---216158.23 ms/batch
Step 00074550 L_out=0.012 Acc=0.96 ---239407.10 ms/batch
Step 00074600 L_out=0.341 Acc=0.90 ---262474.27 ms/batch
Step 00074650 L_out=0.008 Acc=0.78 ---285697.29 ms/batch
Step 00074700 L_out=0.004 Acc=0.74 ---309185.32 ms/batch
Round 5 | epoch=21, train costTime=311.0330476760864, | total_activation_sum=4354473
Round 5 | epoch=22, current m_iou=0.5505559867012038
Round 5 | Best m_IoU is: 0.579, OA is: 0.853 | val costTime=131.7630271911621
Round 5 | ****EPOCH 22****
Step 00074750 L_out=0.027 Acc=0.73 ---22073.72 ms/batch
Step 00074800 L_out=0.003 Acc=0.79 ---45592.81 ms/batch
Step 00074850 L_out=0.662 Acc=0.82 ---68996.13 ms/batch
Step 00074900 L_out=0.021 Acc=0.92 ---92630.46 ms/batch
Step 00074950 L_out=0.025 Acc=0.61 ---115591.03 ms/batch
Step 00075000 L_out=0.008 Acc=0.90 ---139076.03 ms/batch
Step 00075050 L_out=0.061 Acc=0.91 ---162462.96 ms/batch
Step 00075100 L_out=0.050 Acc=0.83 ---186679.02 ms/batch
Step 00075150 L_out=0.085 Acc=0.66 ---212415.53 ms/batch
Step 00075200 L_out=0.018 Acc=0.83 ---238310.41 ms/batch
Step 00075250 L_out=0.016 Acc=0.69 ---263553.68 ms/batch
Step 00075300 L_out=0.071 Acc=0.80 ---288457.41 ms/batch
Step 00075350 L_out=0.018 Acc=0.75 ---311812.59 ms/batch
Round 5 | epoch=22, train costTime=321.62986421585083, | total_activation_sum=4759664
Round 5 | epoch=23, current m_iou=0.5409717016503399
Round 5 | Best m_IoU is: 0.579, OA is: 0.853 | val costTime=133.6836531162262
Round 5 | ****EPOCH 23****
Step 00075400 L_out=0.045 Acc=0.85 ---13720.40 ms/batch
Step 00075450 L_out=0.009 Acc=0.95 ---37128.57 ms/batch
Step 00075500 L_out=0.021 Acc=0.79 ---60408.73 ms/batch
Step 00075550 L_out=0.019 Acc=0.81 ---84172.05 ms/batch
Step 00075600 L_out=0.054 Acc=0.87 ---107709.34 ms/batch
Step 00075650 L_out=0.016 Acc=0.91 ---131163.89 ms/batch
Step 00075700 L_out=0.365 Acc=0.84 ---154891.26 ms/batch
Step 00075750 L_out=0.007 Acc=0.81 ---178379.77 ms/batch
Step 00075800 L_out=0.010 Acc=0.88 ---201839.66 ms/batch
Step 00075850 L_out=0.012 Acc=0.57 ---225299.52 ms/batch
Step 00075900 L_out=0.007 Acc=0.91 ---248483.32 ms/batch
Step 00075950 L_out=0.005 Acc=0.91 ---271838.38 ms/batch
Step 00076000 L_out=0.030 Acc=0.78 ---295082.15 ms/batch
Round 5 | epoch=23, train costTime=312.9681935310364, | total_activation_sum=4305055
Round 5 | epoch=24, current m_iou=0.5447187543790901
Round 5 | Best m_IoU is: 0.579, OA is: 0.853 | val costTime=133.47131252288818
Round 5 | ****EPOCH 24****
Step 00076050 L_out=0.018 Acc=0.77 --- 5662.36 ms/batch
Step 00076100 L_out=0.011 Acc=0.89 ---29108.27 ms/batch
Step 00076150 L_out=0.018 Acc=0.84 ---52309.06 ms/batch
Step 00076200 L_out=0.023 Acc=0.82 ---75944.66 ms/batch
Step 00076250 L_out=0.007 Acc=0.64 ---99320.65 ms/batch
Step 00076300 L_out=0.017 Acc=0.84 ---122859.41 ms/batch
Step 00076350 L_out=0.008 Acc=0.86 ---146368.67 ms/batch
Step 00076400 L_out=0.014 Acc=0.84 ---170081.11 ms/batch
Step 00076450 L_out=0.039 Acc=0.87 ---193547.84 ms/batch
Step 00076500 L_out=0.006 Acc=0.85 ---216507.86 ms/batch
Step 00076550 L_out=0.020 Acc=0.86 ---240126.90 ms/batch
Step 00076600 L_out=0.019 Acc=0.85 ---263551.92 ms/batch
Step 00076650 L_out=0.149 Acc=0.83 ---286918.44 ms/batch
Step 00076700 L_out=0.005 Acc=0.89 ---310773.58 ms/batch
Round 5 | epoch=24, train costTime=313.04698157310486, | total_activation_sum=4671108
Round 5 | epoch=25, current m_iou=0.5448508048542564
Round 5 | Best m_IoU is: 0.579, OA is: 0.853 | val costTime=126.1190230846405
Round 5 | ****EPOCH 25****
Step 00076750 L_out=0.004 Acc=0.88 ---21327.66 ms/batch
Step 00076800 L_out=0.012 Acc=0.88 ---44755.65 ms/batch
Step 00076850 L_out=0.003 Acc=0.83 ---68373.66 ms/batch
Step 00076900 L_out=0.477 Acc=0.90 ---91865.07 ms/batch
Step 00076950 L_out=0.021 Acc=0.68 ---115195.29 ms/batch
Step 00077000 L_out=0.048 Acc=0.67 ---138732.10 ms/batch
Step 00077050 L_out=0.820 Acc=0.55 ---162201.26 ms/batch
Step 00077100 L_out=0.007 Acc=0.86 ---185817.11 ms/batch
Step 00077150 L_out=0.013 Acc=0.89 ---209030.01 ms/batch
Step 00077200 L_out=0.002 Acc=0.80 ---232655.81 ms/batch
Step 00077250 L_out=0.003 Acc=0.83 ---255968.16 ms/batch
Step 00077300 L_out=0.019 Acc=0.83 ---279576.88 ms/batch
Step 00077350 L_out=0.031 Acc=0.77 ---302864.96 ms/batch
Round 5 | epoch=25, train costTime=313.23860001564026, | total_activation_sum=4458092
Round 5 | epoch=26, current m_iou=0.5556515738003949
Round 5 | Best m_IoU is: 0.579, OA is: 0.853 | val costTime=126.82067036628723
Round 5 | ****EPOCH 26****
Step 00077400 L_out=0.020 Acc=0.88 ---13298.89 ms/batch
Step 00077450 L_out=0.006 Acc=0.78 ---36770.74 ms/batch
Step 00077500 L_out=0.516 Acc=0.59 ---60056.16 ms/batch
Step 00077550 L_out=0.011 Acc=0.80 ---83519.69 ms/batch
Step 00077600 L_out=0.018 Acc=0.84 ---106937.73 ms/batch
Step 00077650 L_out=0.027 Acc=0.84 ---130277.17 ms/batch
Step 00077700 L_out=0.026 Acc=0.87 ---153807.39 ms/batch
Step 00077750 L_out=0.032 Acc=0.81 ---177525.30 ms/batch
Step 00077800 L_out=0.006 Acc=0.78 ---201163.90 ms/batch
Step 00077850 L_out=0.028 Acc=0.86 ---224519.21 ms/batch
Step 00077900 L_out=0.005 Acc=0.89 ---248074.60 ms/batch
Step 00077950 L_out=0.008 Acc=0.80 ---271405.67 ms/batch
Step 00078000 L_out=0.064 Acc=0.90 ---294926.53 ms/batch
Round 5 | epoch=26, train costTime=313.5835201740265, | total_activation_sum=4407879
Round 5 | epoch=27, current m_iou=0.5531312919763902
Round 5 | Best m_IoU is: 0.579, OA is: 0.853 | val costTime=126.57662582397461
Round 5 | ****EPOCH 27****
Step 00078050 L_out=0.008 Acc=0.81 --- 5103.28 ms/batch
Step 00078100 L_out=0.011 Acc=0.89 ---28667.06 ms/batch
Step 00078150 L_out=0.004 Acc=0.88 ---52271.17 ms/batch
Step 00078200 L_out=0.018 Acc=0.88 ---75815.09 ms/batch
Step 00078250 L_out=0.018 Acc=0.86 ---99331.65 ms/batch
Step 00078300 L_out=0.373 Acc=0.94 ---122942.81 ms/batch
Step 00078350 L_out=0.053 Acc=0.86 ---146517.13 ms/batch
Step 00078400 L_out=0.008 Acc=0.87 ---169993.93 ms/batch
Step 00078450 L_out=0.027 Acc=0.87 ---193786.01 ms/batch
Step 00078500 L_out=0.019 Acc=0.77 ---217180.53 ms/batch
Step 00078550 L_out=0.260 Acc=0.94 ---240591.94 ms/batch
Step 00078600 L_out=0.013 Acc=0.84 ---263946.68 ms/batch
Step 00078650 L_out=0.043 Acc=0.78 ---287502.76 ms/batch
Step 00078700 L_out=0.012 Acc=0.83 ---310906.41 ms/batch
Round 5 | epoch=27, train costTime=313.6944239139557, | total_activation_sum=4821231
Round 5 | epoch=28, current m_iou=0.5444182875482553
Round 5 | Best m_IoU is: 0.579, OA is: 0.853 | val costTime=125.36038541793823
Round 5 | ****EPOCH 28****
Step 00078750 L_out=0.012 Acc=0.78 ---20711.56 ms/batch
Step 00078800 L_out=0.673 Acc=0.84 ---44247.55 ms/batch
Step 00078850 L_out=0.037 Acc=0.80 ---67547.47 ms/batch
Step 00078900 L_out=0.004 Acc=0.76 ---90984.36 ms/batch
Step 00078950 L_out=0.310 Acc=0.89 ---114458.15 ms/batch
Step 00079000 L_out=0.104 Acc=0.83 ---137785.27 ms/batch
Step 00079050 L_out=0.008 Acc=0.88 ---161235.46 ms/batch
Step 00079100 L_out=0.010 Acc=0.88 ---184913.15 ms/batch
Step 00079150 L_out=0.015 Acc=0.76 ---208358.48 ms/batch
Step 00079200 L_out=0.011 Acc=0.83 ---231849.13 ms/batch
Step 00079250 L_out=0.029 Acc=0.83 ---255271.45 ms/batch
Step 00079300 L_out=0.023 Acc=0.79 ---279045.93 ms/batch
Step 00079350 L_out=0.013 Acc=0.72 ---302783.54 ms/batch
Round 5 | epoch=28, train costTime=314.02556252479553, | total_activation_sum=4526447
Round 5 | epoch=29, current m_iou=0.5510755492438401
Round 5 | Best m_IoU is: 0.579, OA is: 0.853 | val costTime=125.87617874145508
Round 5 | ****EPOCH 29****
Step 00079400 L_out=0.008 Acc=0.90 ---12721.07 ms/batch
Step 00079450 L_out=0.011 Acc=0.84 ---36111.02 ms/batch
Step 00079500 L_out=0.004 Acc=0.70 ---59689.62 ms/batch
Step 00079550 L_out=0.036 Acc=0.86 ---83402.21 ms/batch
Step 00079600 L_out=0.018 Acc=0.65 ---107023.54 ms/batch
Step 00079650 L_out=0.055 Acc=0.91 ---130669.50 ms/batch
Step 00079700 L_out=0.008 Acc=0.85 ---154221.72 ms/batch
Step 00079750 L_out=0.036 Acc=0.68 ---177711.19 ms/batch
Step 00079800 L_out=0.022 Acc=0.58 ---201080.41 ms/batch
Step 00079850 L_out=0.019 Acc=0.88 ---224601.10 ms/batch
Step 00079900 L_out=0.012 Acc=0.87 ---248301.59 ms/batch
Step 00079950 L_out=0.026 Acc=0.88 ---271692.13 ms/batch
Step 00080000 L_out=0.000 Acc=0.84 ---295033.28 ms/batch
Round 5 | epoch=29, train costTime=313.77400827407837, | total_activation_sum=4270252
Round 5 | epoch=30, current m_iou=0.5552532411011979
Round 5 | Best m_IoU is: 0.579, OA is: 0.853 | val costTime=126.63281035423279
Round 5 | ****EPOCH 30****
Round 6 | ****EPOCH 0****
Step 00080050 L_out=0.006 Acc=0.88 --- 4546.55 ms/batch
Step 00080100 L_out=0.017 Acc=0.54 ---27495.88 ms/batch
Step 00080150 L_out=0.268 Acc=0.24 ---50702.86 ms/batch
Step 00080200 L_out=0.044 Acc=0.28 ---74062.93 ms/batch
Step 00080250 L_out=0.020 Acc=0.60 ---97077.43 ms/batch
Step 00080300 L_out=0.005 Acc=0.29 ---120196.04 ms/batch
Step 00080350 L_out=0.072 Acc=0.50 ---143120.78 ms/batch
Round 2 | ****EPOCH 0****
------------------------------------------------------------------------------------5.14 16:46 neighbour_do_label != do_label or purity - neighbour_purity>0.05:continue
Round 2 | ****EPOCH 0****
Step 00000050 L_out=0.974 Acc=0.07 ---26924.60 ms/batch
Step 00000100 L_out=0.443 Acc=0.30 ---51422.66 ms/batch
Step 00000150 L_out=0.886 Acc=0.49 ---75702.49 ms/batch
Step 00000200 L_out=0.195 Acc=0.19 ---100507.48 ms/batch
Step 00000250 L_out=0.287 Acc=0.15 ---125145.78 ms/batch
Step 00000300 L_out=0.460 Acc=0.36 ---149381.19 ms/batch
Step 00000350 L_out=0.166 Acc=0.55 ---174230.11 ms/batch
Step 00000400 L_out=0.123 Acc=0.77 ---198623.41 ms/batch
Step 00000450 L_out=0.210 Acc=0.48 ---223202.28 ms/batch
Step 00000500 L_out=0.069 Acc=0.30 ---247722.46 ms/batch
Step 00000550 L_out=0.107 Acc=0.36 ---271792.32 ms/batch
Step 00000600 L_out=0.152 Acc=0.44 ---297093.57 ms/batch
Step 00000650 L_out=0.099 Acc=0.63 ---322681.74 ms/batch
Round 2 | epoch=0, train costTime=331.123024225235, | total_activation_sum=6444458
Round 2 | epoch=1, current m_iou=0.20924870296127077
Round 2 | Best m_IoU is: 0.209, OA is: 0.644 | val costTime=151.5764307975769
Round 2 | ****EPOCH 1****
Step 00000700 L_out=0.164 Acc=0.42 ---22852.23 ms/batch
Step 00000750 L_out=0.185 Acc=0.49 ---56984.15 ms/batch
Step 00000800 L_out=0.326 Acc=0.56 ---90907.07 ms/batch
Step 00000850 L_out=0.178 Acc=0.36 ---125578.18 ms/batch
Step 00000900 L_out=0.333 Acc=0.49 ---159572.91 ms/batch
Step 00000950 L_out=0.130 Acc=0.70 ---192317.98 ms/batch
Step 00001000 L_out=0.135 Acc=0.28 ---225958.18 ms/batch
Step 00001050 L_out=0.148 Acc=0.41 ---259272.15 ms/batch
Step 00001100 L_out=0.202 Acc=0.37 ---291970.52 ms/batch
Step 00001150 L_out=0.287 Acc=0.46 ---325042.07 ms/batch
Step 00001200 L_out=0.215 Acc=0.60 ---357818.86 ms/batch
Step 00001250 L_out=0.119 Acc=0.50 ---390572.56 ms/batch
Step 00001300 L_out=0.144 Acc=0.41 ---422998.65 ms/batch
Round 2 | epoch=1, train costTime=445.3443081378937, | total_activation_sum=5434711
Round 2 | epoch=2, current m_iou=0.22830862160857818
Round 2 | Best m_IoU is: 0.228, OA is: 0.654 | val costTime=176.37185978889465
Round 2 | ****EPOCH 2****
Step 00001350 L_out=0.316 Acc=0.58 ---10620.07 ms/batch
Step 00001400 L_out=0.570 Acc=0.50 ---42883.96 ms/batch
Step 00001450 L_out=0.098 Acc=0.46 ---74730.26 ms/batch
Step 00001500 L_out=0.161 Acc=0.68 ---107032.71 ms/batch
Step 00001550 L_out=0.542 Acc=0.17 ---140004.04 ms/batch
Step 00001600 L_out=0.423 Acc=0.55 ---173413.77 ms/batch
Step 00001650 L_out=0.090 Acc=0.52 ---205662.30 ms/batch
Step 00001700 L_out=0.483 Acc=0.72 ---238744.14 ms/batch
Step 00001750 L_out=0.114 Acc=0.72 ---271818.53 ms/batch
Step 00001800 L_out=0.106 Acc=0.56 ---303891.43 ms/batch
Step 00001850 L_out=0.209 Acc=0.65 ---336997.79 ms/batch
Step 00001900 L_out=0.403 Acc=0.38 ---370188.85 ms/batch
Step 00001950 L_out=0.241 Acc=0.72 ---402801.19 ms/batch
Step 00002000 L_out=0.057 Acc=0.66 ---434972.24 ms/batch
Round 2 | epoch=2, train costTime=435.4890413284302, | total_activation_sum=5411500
Round 2 | epoch=3, current m_iou=0.26374659463327377
Round 2 | Best m_IoU is: 0.264, OA is: 0.671 | val costTime=182.62194514274597
Round 2 | ****EPOCH 3****
Step 00002050 L_out=0.170 Acc=0.70 ---32231.24 ms/batch
Step 00002100 L_out=0.293 Acc=0.65 ---66367.15 ms/batch
Step 00002150 L_out=0.525 Acc=0.52 ---98756.22 ms/batch
Step 00002200 L_out=0.190 Acc=0.49 ---131759.37 ms/batch
Step 00002250 L_out=0.154 Acc=0.52 ---164764.81 ms/batch
Step 00002300 L_out=0.146 Acc=0.70 ---196958.86 ms/batch
Step 00002350 L_out=0.144 Acc=0.60 ---230516.05 ms/batch
Step 00002400 L_out=0.064 Acc=0.52 ---263626.37 ms/batch
Step 00002450 L_out=0.176 Acc=0.69 ---295244.24 ms/batch
Step 00002500 L_out=0.400 Acc=0.72 ---327981.66 ms/batch
Step 00002550 L_out=0.020 Acc=0.60 ---361002.60 ms/batch
Step 00002600 L_out=0.174 Acc=0.68 ---394897.32 ms/batch
Step 00002650 L_out=0.242 Acc=0.51 ---427613.49 ms/batch
Round 2 | epoch=3, train costTime=439.5872051715851, | total_activation_sum=5416828
Round 2 | epoch=4, current m_iou=0.2643881874632533
Round 2 | Best m_IoU is: 0.264, OA is: 0.672 | val costTime=184.63521242141724
Round 2 | ****EPOCH 4****
Step 00002700 L_out=0.166 Acc=0.59 ---21089.83 ms/batch
Step 00002750 L_out=0.244 Acc=0.65 ---53821.42 ms/batch
Step 00002800 L_out=0.121 Acc=0.66 ---86647.23 ms/batch
Step 00002850 L_out=0.358 Acc=0.73 ---119058.50 ms/batch
Step 00002900 L_out=0.180 Acc=0.65 ---152122.18 ms/batch
Step 00002950 L_out=0.256 Acc=0.64 ---185592.15 ms/batch
Step 00003000 L_out=0.237 Acc=0.50 ---218804.75 ms/batch
Step 00003050 L_out=0.302 Acc=0.56 ---251580.01 ms/batch
Step 00003100 L_out=0.257 Acc=0.48 ---284067.66 ms/batch
Step 00003150 L_out=0.044 Acc=0.81 ---316845.69 ms/batch
Step 00003200 L_out=0.094 Acc=0.72 ---349301.60 ms/batch
Step 00003250 L_out=0.127 Acc=0.74 ---382691.37 ms/batch
Step 00003300 L_out=0.124 Acc=0.43 ---417258.54 ms/batch
Round 2 | epoch=4, train costTime=439.75892424583435, | total_activation_sum=5384934
Round 2 | epoch=5, current m_iou=0.3270785305693491
Round 2 | Best m_IoU is: 0.327, OA is: 0.697 | val costTime=180.9827139377594
Round 2 | ****EPOCH 5****
Step 00003350 L_out=0.203 Acc=0.62 --- 9342.90 ms/batch
Step 00003400 L_out=0.235 Acc=0.67 ---42400.46 ms/batch
Step 00003450 L_out=0.123 Acc=0.86 ---75293.24 ms/batch
Step 00003500 L_out=0.260 Acc=0.71 ---108618.05 ms/batch
Step 00003550 L_out=0.233 Acc=0.61 ---140549.21 ms/batch
Step 00003600 L_out=0.129 Acc=0.50 ---168838.89 ms/batch
Step 00003650 L_out=0.148 Acc=0.27 ---205034.84 ms/batch
Step 00003700 L_out=0.255 Acc=0.46 ---242097.12 ms/batch
Step 00003750 L_out=0.174 Acc=0.76 ---278633.69 ms/batch
Step 00003800 L_out=0.091 Acc=0.54 ---315808.11 ms/batch
Step 00003850 L_out=0.103 Acc=0.70 ---349898.71 ms/batch
Step 00003900 L_out=0.219 Acc=0.61 ---382030.73 ms/batch
Step 00003950 L_out=0.157 Acc=0.38 ---415094.69 ms/batch
Step 00004000 L_out=0.150 Acc=0.67 ---446506.66 ms/batch
Round 2 | epoch=5, train costTime=447.960834980011, | total_activation_sum=5552420
Round 2 | epoch=6, current m_iou=0.30561187004824886
Round 2 | Best m_IoU is: 0.327, OA is: 0.697 | val costTime=182.15999007225037
Round 2 | ****EPOCH 6****
Step 00004050 L_out=0.339 Acc=0.67 ---32626.47 ms/batch
Step 00004100 L_out=0.104 Acc=0.55 ---66202.15 ms/batch
Step 00004150 L_out=0.096 Acc=0.41 ---98739.55 ms/batch
Step 00004200 L_out=0.222 Acc=0.71 ---132128.76 ms/batch
Step 00004250 L_out=0.590 Acc=0.62 ---165468.01 ms/batch
Step 00004300 L_out=0.093 Acc=0.57 ---198397.99 ms/batch
Step 00004350 L_out=0.214 Acc=0.72 ---232414.15 ms/batch
Step 00004400 L_out=0.200 Acc=0.56 ---265614.95 ms/batch
Step 00004450 L_out=0.088 Acc=0.78 ---298578.03 ms/batch
Step 00004500 L_out=0.157 Acc=0.78 ---331928.95 ms/batch
Step 00004550 L_out=0.111 Acc=0.44 ---364131.78 ms/batch
Step 00004600 L_out=0.110 Acc=0.65 ---396531.01 ms/batch
Step 00004650 L_out=0.119 Acc=0.81 ---429050.37 ms/batch
Round 2 | epoch=6, train costTime=441.0451543331146, | total_activation_sum=5430476
Round 2 | epoch=7, current m_iou=0.30915263302097673
Round 2 | Best m_IoU is: 0.327, OA is: 0.697 | val costTime=182.76431560516357
Round 2 | ****EPOCH 7****
Step 00004700 L_out=0.098 Acc=0.72 ---20145.28 ms/batch
Step 00004750 L_out=0.163 Acc=0.56 ---52321.75 ms/batch
Step 00004800 L_out=0.101 Acc=0.79 ---85345.97 ms/batch
Step 00004850 L_out=0.069 Acc=0.77 ---118114.33 ms/batch
Step 00004900 L_out=0.136 Acc=0.63 ---151025.51 ms/batch
Step 00004950 L_out=0.169 Acc=0.84 ---184910.50 ms/batch
Step 00005000 L_out=0.301 Acc=0.69 ---217657.72 ms/batch
Step 00005050 L_out=0.315 Acc=0.75 ---249913.84 ms/batch
Step 00005100 L_out=0.429 Acc=0.54 ---283043.26 ms/batch
Step 00005150 L_out=0.150 Acc=0.59 ---317000.41 ms/batch
Step 00005200 L_out=0.100 Acc=0.85 ---349944.74 ms/batch
Step 00005250 L_out=0.035 Acc=0.70 ---382833.83 ms/batch
Step 00005300 L_out=0.093 Acc=0.61 ---415725.62 ms/batch
Round 2 | epoch=7, train costTime=438.77391600608826, | total_activation_sum=5451191
Round 2 | epoch=8, current m_iou=0.3409313834896376
Round 2 | Best m_IoU is: 0.341, OA is: 0.716 | val costTime=183.9384093284607
Round 2 | ****EPOCH 8****
Step 00005350 L_out=0.202 Acc=0.69 --- 9323.26 ms/batch
Step 00005400 L_out=0.102 Acc=0.79 ---42730.67 ms/batch
Step 00005450 L_out=0.086 Acc=0.80 ---76080.22 ms/batch
Step 00005500 L_out=0.112 Acc=0.70 ---108872.14 ms/batch
Step 00005550 L_out=0.224 Acc=0.73 ---141973.60 ms/batch
Step 00005600 L_out=0.163 Acc=0.85 ---174685.37 ms/batch
Step 00005650 L_out=0.107 Acc=0.56 ---210441.19 ms/batch
Step 00005700 L_out=0.485 Acc=0.62 ---244325.23 ms/batch
Step 00005750 L_out=0.320 Acc=0.74 ---279471.24 ms/batch
Step 00005800 L_out=0.133 Acc=0.64 ---314438.17 ms/batch
Step 00005850 L_out=0.230 Acc=0.82 ---348491.54 ms/batch
Step 00005900 L_out=0.076 Acc=0.61 ---381523.40 ms/batch
Step 00005950 L_out=0.069 Acc=0.67 ---415204.39 ms/batch
Step 00006000 L_out=0.172 Acc=0.79 ---447060.63 ms/batch
Round 2 | epoch=8, train costTime=449.087354183197, | total_activation_sum=5401968
Round 2 | epoch=9, current m_iou=0.3483382677670521
Round 2 | Best m_IoU is: 0.348, OA is: 0.701 | val costTime=184.11760711669922
Round 2 | ****EPOCH 9****
Step 00006050 L_out=0.463 Acc=0.42 ---39238.78 ms/batch
Step 00006100 L_out=0.040 Acc=0.63 ---82272.15 ms/batch
Step 00006150 L_out=0.137 Acc=0.65 ---123728.35 ms/batch
Step 00006200 L_out=0.054 Acc=0.78 ---167044.45 ms/batch
Step 00006250 L_out=0.074 Acc=0.80 ---210547.09 ms/batch
Step 00006300 L_out=0.185 Acc=0.70 ---253804.42 ms/batch
Step 00006350 L_out=0.161 Acc=0.68 ---298054.27 ms/batch
Step 00006400 L_out=0.023 Acc=0.81 ---339473.78 ms/batch
Step 00006450 L_out=0.081 Acc=0.80 ---382773.55 ms/batch
Step 00006500 L_out=0.173 Acc=0.73 ---426199.00 ms/batch
Step 00006550 L_out=0.068 Acc=0.82 ---468991.17 ms/batch
Step 00006600 L_out=0.133 Acc=0.70 ---511381.91 ms/batch
Step 00006650 L_out=0.455 Acc=0.25 ---553528.46 ms/batch
Round 2 | epoch=9, train costTime=570.1032860279083, | total_activation_sum=5465211
Round 2 | epoch=10, current m_iou=0.3906829330807603
Round 2 | Best m_IoU is: 0.391, OA is: 0.751 | val costTime=200.71346712112427
Round 2 | ****EPOCH 10****
Step 00006700 L_out=0.598 Acc=0.37 ---23524.57 ms/batch
Step 00006750 L_out=0.061 Acc=0.84 ---66628.76 ms/batch
Step 00006800 L_out=0.235 Acc=0.75 ---112272.09 ms/batch
Step 00006850 L_out=0.173 Acc=0.60 ---156733.71 ms/batch
Step 00006900 L_out=0.110 Acc=0.59 ---201537.71 ms/batch
Step 00006950 L_out=0.107 Acc=0.69 ---245473.20 ms/batch
Step 00007000 L_out=0.083 Acc=0.60 ---287701.78 ms/batch
Step 00007050 L_out=0.165 Acc=0.57 ---329229.56 ms/batch
Step 00007100 L_out=0.460 Acc=0.55 ---372640.53 ms/batch
Step 00007150 L_out=0.107 Acc=0.62 ---415365.43 ms/batch
Step 00007200 L_out=0.195 Acc=0.64 ---458015.89 ms/batch
Step 00007250 L_out=0.116 Acc=0.82 ---500932.58 ms/batch
Step 00007300 L_out=0.088 Acc=0.82 ---544107.33 ms/batch
Round 2 | epoch=10, train costTime=575.1225183010101, | total_activation_sum=5479300
Round 2 | epoch=11, current m_iou=0.39627645412428314
Round 2 | Best m_IoU is: 0.396, OA is: 0.762 | val costTime=196.36811590194702
Round 2 | ****EPOCH 11****
Step 00007350 L_out=0.052 Acc=0.67 ---10977.94 ms/batch
Step 00007400 L_out=0.176 Acc=0.51 ---53567.30 ms/batch
Step 00007450 L_out=0.105 Acc=0.73 ---95641.30 ms/batch
Step 00007500 L_out=0.065 Acc=0.77 ---137223.89 ms/batch
Step 00007550 L_out=0.083 Acc=0.70 ---179858.86 ms/batch
Step 00007600 L_out=0.065 Acc=0.70 ---222375.34 ms/batch
Step 00007650 L_out=0.084 Acc=0.81 ---265692.07 ms/batch
Step 00007700 L_out=0.188 Acc=0.60 ---307863.72 ms/batch
Step 00007750 L_out=0.152 Acc=0.76 ---349823.81 ms/batch
Step 00007800 L_out=0.049 Acc=0.55 ---390959.14 ms/batch
Step 00007850 L_out=0.026 Acc=0.84 ---433133.86 ms/batch
Step 00007900 L_out=0.170 Acc=0.61 ---475272.17 ms/batch
Step 00007950 L_out=0.149 Acc=0.54 ---517676.67 ms/batch
Step 00008000 L_out=0.054 Acc=0.78 ---558618.06 ms/batch
Round 2 | epoch=11, train costTime=561.8600392341614, | total_activation_sum=5477486
Round 2 | epoch=12, current m_iou=0.4039733834706741
Round 2 | Best m_IoU is: 0.404, OA is: 0.766 | val costTime=197.69786047935486
Round 2 | ****EPOCH 12****
Step 00008050 L_out=0.193 Acc=0.80 ---39032.41 ms/batch
Step 00008100 L_out=0.060 Acc=0.74 ---81142.53 ms/batch
Step 00008150 L_out=0.185 Acc=0.65 ---124206.10 ms/batch
Step 00008200 L_out=0.179 Acc=0.70 ---166382.62 ms/batch
Step 00008250 L_out=0.029 Acc=0.65 ---207594.93 ms/batch
Step 00008300 L_out=0.133 Acc=0.66 ---249489.86 ms/batch
Step 00008350 L_out=0.082 Acc=0.81 ---290660.83 ms/batch
Step 00008400 L_out=0.168 Acc=0.67 ---332681.14 ms/batch
Step 00008450 L_out=0.070 Acc=0.81 ---375045.43 ms/batch
Step 00008500 L_out=0.057 Acc=0.79 ---417238.99 ms/batch
Step 00008550 L_out=0.063 Acc=0.79 ---458831.30 ms/batch
Step 00008600 L_out=0.064 Acc=0.80 ---501495.09 ms/batch
Step 00008650 L_out=0.028 Acc=0.73 ---544275.63 ms/batch
Round 2 | epoch=12, train costTime=562.0062041282654, | total_activation_sum=5471996
Round 2 | epoch=13, current m_iou=0.42212158762933183
Round 2 | Best m_IoU is: 0.422, OA is: 0.779 | val costTime=199.77248072624207
Round 2 | ****EPOCH 13****
Step 00008700 L_out=0.057 Acc=0.80 ---24891.27 ms/batch
Step 00008750 L_out=0.136 Acc=0.81 ---67066.21 ms/batch
Step 00008800 L_out=0.158 Acc=0.86 ---109255.24 ms/batch
Step 00008850 L_out=0.071 Acc=0.73 ---151862.02 ms/batch
Step 00008900 L_out=0.023 Acc=0.84 ---192299.63 ms/batch
Step 00008950 L_out=0.073 Acc=0.88 ---236280.79 ms/batch
Step 00009000 L_out=0.075 Acc=0.72 ---278529.99 ms/batch
Step 00009050 L_out=0.107 Acc=0.51 ---320322.27 ms/batch
Step 00009100 L_out=0.031 Acc=0.83 ---362905.65 ms/batch
Step 00009150 L_out=0.100 Acc=0.52 ---405285.31 ms/batch
Step 00009200 L_out=0.293 Acc=0.69 ---447349.47 ms/batch
Step 00009250 L_out=0.107 Acc=0.74 ---490198.02 ms/batch
Step 00009300 L_out=0.060 Acc=0.79 ---532745.51 ms/batch
Round 2 | epoch=13, train costTime=564.0029623508453, | total_activation_sum=5428186
Round 2 | epoch=14, current m_iou=0.4505355407769449
Round 2 | Best m_IoU is: 0.451, OA is: 0.810 | val costTime=208.52980637550354
Round 2 | ****EPOCH 14****
Step 00009350 L_out=0.093 Acc=0.62 ---10268.35 ms/batch
Step 00009400 L_out=0.147 Acc=0.80 ---54166.70 ms/batch
Step 00009450 L_out=0.104 Acc=0.65 ---97017.90 ms/batch
Step 00009500 L_out=0.065 Acc=0.73 ---139835.17 ms/batch
Step 00009550 L_out=0.031 Acc=0.50 ---181952.43 ms/batch
Step 00009600 L_out=0.372 Acc=0.66 ---223941.93 ms/batch
Step 00009650 L_out=0.150 Acc=0.57 ---266676.87 ms/batch
Step 00009700 L_out=0.063 Acc=0.55 ---309597.62 ms/batch
Step 00009750 L_out=0.100 Acc=0.75 ---351251.09 ms/batch
Step 00009800 L_out=0.310 Acc=0.37 ---392234.98 ms/batch
Step 00009850 L_out=0.121 Acc=0.59 ---435030.55 ms/batch
Step 00009900 L_out=0.039 Acc=0.80 ---476554.44 ms/batch
Step 00009950 L_out=0.130 Acc=0.78 ---520318.83 ms/batch
Step 00010000 L_out=0.102 Acc=0.81 ---562204.10 ms/batch
Round 2 | epoch=14, train costTime=566.5271246433258, | total_activation_sum=5435973
Round 2 | epoch=15, current m_iou=0.4516639835000299
Round 2 | Best m_IoU is: 0.452, OA is: 0.811 | val costTime=195.80580306053162
Round 2 | ****EPOCH 15****
Step 00010050 L_out=0.064 Acc=0.74 ---37766.20 ms/batch
Step 00010100 L_out=0.047 Acc=0.78 ---79884.71 ms/batch
Step 00010150 L_out=0.076 Acc=0.83 ---122260.58 ms/batch
Step 00010200 L_out=0.054 Acc=0.64 ---164333.08 ms/batch
Step 00010250 L_out=0.078 Acc=0.74 ---207031.77 ms/batch
Step 00010300 L_out=0.047 Acc=0.79 ---249149.96 ms/batch
Step 00010350 L_out=0.058 Acc=0.66 ---291320.10 ms/batch
Step 00010400 L_out=0.068 Acc=0.81 ---330419.29 ms/batch
Step 00010450 L_out=0.243 Acc=0.85 ---372057.31 ms/batch
Step 00010500 L_out=0.118 Acc=0.73 ---416445.89 ms/batch
Step 00010550 L_out=0.103 Acc=0.81 ---460544.64 ms/batch
Step 00010600 L_out=0.044 Acc=0.70 ---504969.92 ms/batch
Step 00010650 L_out=0.049 Acc=0.85 ---548620.61 ms/batch
Round 2 | epoch=15, train costTime=568.0502090454102, | total_activation_sum=5495670
Round 2 | epoch=16, current m_iou=0.46272022160287885
Round 2 | Best m_IoU is: 0.463, OA is: 0.813 | val costTime=195.27912616729736
Round 2 | ****EPOCH 16****
Step 00010700 L_out=0.167 Acc=0.81 ---24042.50 ms/batch
Step 00010750 L_out=0.026 Acc=0.81 ---65032.26 ms/batch
Step 00010800 L_out=0.039 Acc=0.91 ---107522.52 ms/batch
Step 00010850 L_out=0.057 Acc=0.91 ---150092.00 ms/batch
Step 00010900 L_out=0.046 Acc=0.78 ---193229.00 ms/batch
Step 00010950 L_out=0.123 Acc=0.87 ---234931.90 ms/batch
Step 00011000 L_out=0.030 Acc=0.50 ---277561.27 ms/batch
Step 00011050 L_out=0.041 Acc=0.73 ---319377.44 ms/batch
Step 00011100 L_out=0.017 Acc=0.83 ---361115.06 ms/batch
Step 00011150 L_out=0.155 Acc=0.47 ---401595.13 ms/batch
Step 00011200 L_out=0.025 Acc=0.86 ---443829.18 ms/batch
Step 00011250 L_out=0.022 Acc=0.84 ---486337.38 ms/batch
Step 00011300 L_out=0.099 Acc=0.73 ---528198.52 ms/batch
Round 2 | epoch=16, train costTime=561.3546288013458, | total_activation_sum=5507723
Round 2 | epoch=17, current m_iou=0.4681624889838245
Round 2 | Best m_IoU is: 0.468, OA is: 0.826 | val costTime=196.61645126342773
Round 2 | ****EPOCH 17****
Step 00011350 L_out=0.030 Acc=0.91 --- 8963.81 ms/batch
Step 00011400 L_out=0.150 Acc=0.59 ---50400.24 ms/batch
Step 00011450 L_out=0.037 Acc=0.71 ---91760.38 ms/batch
Step 00011500 L_out=0.049 Acc=0.88 ---134754.46 ms/batch
Step 00011550 L_out=0.078 Acc=0.48 ---177080.23 ms/batch
Step 00011600 L_out=0.030 Acc=0.72 ---218562.99 ms/batch
Step 00011650 L_out=0.056 Acc=0.69 ---260697.13 ms/batch
Step 00011700 L_out=0.047 Acc=0.83 ---302758.70 ms/batch
Step 00011750 L_out=0.116 Acc=0.68 ---344595.48 ms/batch
Step 00011800 L_out=0.018 Acc=0.85 ---385996.98 ms/batch
Step 00011850 L_out=0.079 Acc=0.51 ---427630.89 ms/batch
Step 00011900 L_out=0.061 Acc=0.80 ---470073.36 ms/batch
Step 00011950 L_out=0.045 Acc=0.67 ---512992.44 ms/batch
Step 00012000 L_out=0.070 Acc=0.76 ---554134.54 ms/batch
Round 2 | epoch=17, train costTime=559.4386727809906, | total_activation_sum=5424785
Round 2 | epoch=18, current m_iou=0.4583490512167904
Round 2 | Best m_IoU is: 0.468, OA is: 0.826 | val costTime=193.62590193748474
Round 2 | ****EPOCH 18****
Step 00012050 L_out=0.027 Acc=0.76 ---37105.92 ms/batch
Step 00012100 L_out=0.033 Acc=0.87 ---78962.43 ms/batch
Step 00012150 L_out=0.068 Acc=0.83 ---120545.80 ms/batch
Step 00012200 L_out=0.022 Acc=0.85 ---162457.08 ms/batch
Step 00012250 L_out=0.086 Acc=0.88 ---204377.83 ms/batch
Step 00012300 L_out=0.083 Acc=0.75 ---246571.52 ms/batch
Step 00012350 L_out=0.040 Acc=0.87 ---287383.66 ms/batch
Step 00012400 L_out=0.065 Acc=0.67 ---329502.43 ms/batch
Step 00012450 L_out=0.311 Acc=0.64 ---371840.54 ms/batch
Step 00012500 L_out=0.040 Acc=0.66 ---415990.13 ms/batch
Step 00012550 L_out=0.089 Acc=0.82 ---458183.38 ms/batch
Step 00012600 L_out=0.012 Acc=0.83 ---499394.82 ms/batch
Step 00012650 L_out=0.027 Acc=0.74 ---541192.87 ms/batch
Round 2 | epoch=18, train costTime=560.6732707023621, | total_activation_sum=5346350
Round 2 | epoch=19, current m_iou=0.4650896903289749
Round 2 | Best m_IoU is: 0.468, OA is: 0.826 | val costTime=196.73206686973572
Round 2 | ****EPOCH 19****
Step 00012700 L_out=0.168 Acc=0.82 ---23563.86 ms/batch
Step 00012750 L_out=0.013 Acc=0.77 ---67859.18 ms/batch
Step 00012800 L_out=0.025 Acc=0.79 ---112569.90 ms/batch
Step 00012850 L_out=0.101 Acc=0.73 ---155928.62 ms/batch
Step 00012900 L_out=0.050 Acc=0.71 ---198108.63 ms/batch
Step 00012950 L_out=0.009 Acc=0.90 ---240325.20 ms/batch
Step 00013000 L_out=0.054 Acc=0.81 ---282841.11 ms/batch
Step 00013050 L_out=0.057 Acc=0.76 ---325789.49 ms/batch
Step 00013100 L_out=0.055 Acc=0.90 ---367727.76 ms/batch
Step 00013150 L_out=0.022 Acc=0.75 ---408979.15 ms/batch
Step 00013200 L_out=0.013 Acc=0.79 ---451641.42 ms/batch
Step 00013250 L_out=0.050 Acc=0.85 ---494624.90 ms/batch
Step 00013300 L_out=0.066 Acc=0.85 ---536051.81 ms/batch
Round 2 | epoch=19, train costTime=570.4063467979431, | total_activation_sum=5526246
Round 2 | epoch=20, current m_iou=0.47429280104173344
Round 2 | Best m_IoU is: 0.474, OA is: 0.834 | val costTime=197.79481887817383
Round 2 | ****EPOCH 20****
Step 00013350 L_out=0.038 Acc=0.91 --- 8095.98 ms/batch
Step 00013400 L_out=0.087 Acc=0.86 ---50220.97 ms/batch
Step 00013450 L_out=0.089 Acc=0.80 ---92848.85 ms/batch
Step 00013500 L_out=0.123 Acc=0.75 ---136072.25 ms/batch
Step 00013550 L_out=0.057 Acc=0.88 ---179305.62 ms/batch
Step 00013600 L_out=0.077 Acc=0.79 ---221797.56 ms/batch
Step 00013650 L_out=0.038 Acc=0.75 ---263836.67 ms/batch
Step 00013700 L_out=0.075 Acc=0.84 ---305544.84 ms/batch
Step 00013750 L_out=0.098 Acc=0.73 ---346643.95 ms/batch
Step 00013800 L_out=0.076 Acc=0.87 ---389355.10 ms/batch
Step 00013850 L_out=0.305 Acc=0.78 ---432378.13 ms/batch
Step 00013900 L_out=0.131 Acc=0.73 ---474045.76 ms/batch
Step 00013950 L_out=0.025 Acc=0.85 ---516415.62 ms/batch
Step 00014000 L_out=0.031 Acc=0.84 ---559083.52 ms/batch
Round 2 | epoch=20, train costTime=565.1970224380493, | total_activation_sum=5378963
Round 2 | epoch=21, current m_iou=0.48664768757933247
Round 2 | Best m_IoU is: 0.487, OA is: 0.842 | val costTime=202.4826421737671
Round 2 | ****EPOCH 21****
Step 00014050 L_out=0.045 Acc=0.84 ---38479.52 ms/batch
Step 00014100 L_out=0.006 Acc=0.87 ---83001.80 ms/batch
Step 00014150 L_out=0.044 Acc=0.91 ---125061.55 ms/batch
Step 00014200 L_out=0.035 Acc=0.77 ---166069.40 ms/batch
Step 00014250 L_out=0.053 Acc=0.89 ---207730.61 ms/batch
Step 00014300 L_out=0.051 Acc=0.81 ---249797.07 ms/batch
Step 00014350 L_out=0.030 Acc=0.83 ---291823.43 ms/batch
Step 00014400 L_out=0.056 Acc=0.73 ---333870.97 ms/batch
Step 00014450 L_out=0.028 Acc=0.82 ---377831.10 ms/batch
Step 00014500 L_out=0.037 Acc=0.77 ---420935.51 ms/batch
Step 00014550 L_out=0.040 Acc=0.79 ---464414.08 ms/batch
Step 00014600 L_out=0.035 Acc=0.84 ---506682.50 ms/batch
Step 00014650 L_out=0.341 Acc=0.71 ---549220.33 ms/batch
Round 2 | epoch=21, train costTime=570.439528465271, | total_activation_sum=5508765
Round 2 | epoch=22, current m_iou=0.4933894424421498
Round 2 | Best m_IoU is: 0.493, OA is: 0.849 | val costTime=197.89046573638916
Round 2 | ****EPOCH 22****
Step 00014700 L_out=0.047 Acc=0.76 ---21228.13 ms/batch
Step 00014750 L_out=0.069 Acc=0.90 ---64443.07 ms/batch
Step 00014800 L_out=0.057 Acc=0.77 ---106753.09 ms/batch
Step 00014850 L_out=0.016 Acc=0.83 ---149991.41 ms/batch
Step 00014900 L_out=0.047 Acc=0.76 ---192849.84 ms/batch
Step 00014950 L_out=0.071 Acc=0.77 ---236437.02 ms/batch
Step 00015000 L_out=0.026 Acc=0.90 ---279752.72 ms/batch
Step 00015050 L_out=0.013 Acc=0.88 ---323354.67 ms/batch
Step 00015100 L_out=0.096 Acc=0.67 ---366634.69 ms/batch
Step 00015150 L_out=0.157 Acc=0.82 ---410206.45 ms/batch
Step 00015200 L_out=0.098 Acc=0.84 ---453337.07 ms/batch
Step 00015250 L_out=0.088 Acc=0.83 ---495370.93 ms/batch
Step 00015300 L_out=0.097 Acc=0.74 ---537334.85 ms/batch
Round 2 | epoch=22, train costTime=572.4972355365753, | total_activation_sum=5436555
Round 2 | epoch=23, current m_iou=0.49255609316825205
Round 2 | Best m_IoU is: 0.493, OA is: 0.849 | val costTime=206.0861566066742
Round 2 | ****EPOCH 23****
Step 00015350 L_out=0.073 Acc=0.74 --- 7866.48 ms/batch
Step 00015400 L_out=0.076 Acc=0.76 ---50152.64 ms/batch
Step 00015450 L_out=0.053 Acc=0.88 ---93244.64 ms/batch
Step 00015500 L_out=0.026 Acc=0.78 ---137570.80 ms/batch
Step 00015550 L_out=0.205 Acc=0.82 ---181368.26 ms/batch
Step 00015600 L_out=0.144 Acc=0.83 ---222319.95 ms/batch
Step 00015650 L_out=0.062 Acc=0.85 ---265425.17 ms/batch
Step 00015700 L_out=0.043 Acc=0.86 ---308491.24 ms/batch
Step 00015750 L_out=0.049 Acc=0.76 ---350238.95 ms/batch
Step 00015800 L_out=0.047 Acc=0.78 ---393509.06 ms/batch
Step 00015850 L_out=0.258 Acc=0.90 ---435506.10 ms/batch
Step 00015900 L_out=0.031 Acc=0.64 ---478226.11 ms/batch
Step 00015950 L_out=0.322 Acc=0.77 ---521273.77 ms/batch
Step 00016000 L_out=0.049 Acc=0.82 ---563296.68 ms/batch
Round 2 | epoch=23, train costTime=570.2156043052673, | total_activation_sum=5446736
Round 2 | epoch=24, current m_iou=0.5035671795481003
Round 2 | Best m_IoU is: 0.504, OA is: 0.846 | val costTime=194.4074194431305
Round 2 | ****EPOCH 24****
Step 00016050 L_out=0.049 Acc=0.87 ---35244.16 ms/batch
Step 00016100 L_out=0.056 Acc=0.84 ---76692.43 ms/batch
Step 00016150 L_out=0.046 Acc=0.82 ---120827.46 ms/batch
Step 00016200 L_out=0.050 Acc=0.76 ---164970.20 ms/batch
Step 00016250 L_out=0.031 Acc=0.90 ---208599.93 ms/batch
Step 00016300 L_out=0.035 Acc=0.86 ---253096.71 ms/batch
Step 00016350 L_out=0.042 Acc=0.89 ---296789.72 ms/batch
Step 00016400 L_out=0.045 Acc=0.85 ---340022.88 ms/batch
Step 00016450 L_out=0.021 Acc=0.74 ---381397.56 ms/batch
Step 00016500 L_out=0.017 Acc=0.82 ---422846.52 ms/batch
Step 00016550 L_out=0.032 Acc=0.90 ---464039.30 ms/batch
Step 00016600 L_out=0.016 Acc=0.89 ---505963.12 ms/batch
Step 00016650 L_out=0.011 Acc=0.76 ---548179.15 ms/batch
Round 2 | epoch=24, train costTime=569.920318365097, | total_activation_sum=5486679
Round 2 | epoch=25, current m_iou=0.5088368319117774
Round 2 | Best m_IoU is: 0.509, OA is: 0.848 | val costTime=195.27165150642395
Round 2 | ****EPOCH 25****
Step 00016700 L_out=0.276 Acc=0.70 ---21518.60 ms/batch
Step 00016750 L_out=0.045 Acc=0.87 ---64406.94 ms/batch
Step 00016800 L_out=0.080 Acc=0.84 ---106794.92 ms/batch
Step 00016850 L_out=0.055 Acc=0.92 ---149074.98 ms/batch
Step 00016900 L_out=0.114 Acc=0.87 ---190986.72 ms/batch
Step 00016950 L_out=0.091 Acc=0.82 ---233387.80 ms/batch
Step 00017000 L_out=0.076 Acc=0.79 ---275618.31 ms/batch
Step 00017050 L_out=0.033 Acc=0.84 ---318101.31 ms/batch
Step 00017100 L_out=0.033 Acc=0.88 ---360185.53 ms/batch
Step 00017150 L_out=0.061 Acc=0.81 ---400416.58 ms/batch
Step 00017200 L_out=0.022 Acc=0.81 ---443505.96 ms/batch
Step 00017250 L_out=0.033 Acc=0.79 ---485575.33 ms/batch
Step 00017300 L_out=0.099 Acc=0.75 ---526832.07 ms/batch
Round 2 | epoch=25, train costTime=563.1655895709991, | total_activation_sum=5504142
Round 2 | epoch=26, current m_iou=0.5230069355914961
Round 2 | Best m_IoU is: 0.523, OA is: 0.853 | val costTime=195.5735170841217
Round 2 | ****EPOCH 26****
Step 00017350 L_out=0.026 Acc=0.73 --- 6392.58 ms/batch
Step 00017400 L_out=0.070 Acc=0.73 ---47731.16 ms/batch
Step 00017450 L_out=0.022 Acc=0.87 ---90599.24 ms/batch
Step 00017500 L_out=0.089 Acc=0.80 ---129944.31 ms/batch
Step 00017550 L_out=0.033 Acc=0.89 ---174804.22 ms/batch
Step 00017600 L_out=0.034 Acc=0.88 ---219093.98 ms/batch
Step 00017650 L_out=0.014 Acc=0.76 ---262858.03 ms/batch
Step 00017700 L_out=0.072 Acc=0.86 ---306952.45 ms/batch
Step 00017750 L_out=0.063 Acc=0.89 ---350820.28 ms/batch
Step 00017800 L_out=0.041 Acc=0.91 ---393187.46 ms/batch
Step 00017850 L_out=0.018 Acc=0.90 ---436826.80 ms/batch
Step 00017900 L_out=0.053 Acc=0.73 ---478638.40 ms/batch
Step 00017950 L_out=0.010 Acc=0.92 ---521318.45 ms/batch
Step 00018000 L_out=0.121 Acc=0.69 ---564906.86 ms/batch
Round 2 | epoch=26, train costTime=572.6877057552338, | total_activation_sum=5373425
Round 2 | epoch=27, current m_iou=0.530685154373444
Round 2 | Best m_IoU is: 0.531, OA is: 0.858 | val costTime=201.11392331123352
Round 2 | ****EPOCH 27****
Step 00018050 L_out=0.161 Acc=0.84 ---34071.52 ms/batch
Step 00018100 L_out=0.050 Acc=0.91 ---76513.46 ms/batch
Step 00018150 L_out=0.029 Acc=0.85 ---119399.81 ms/batch
Step 00018200 L_out=0.017 Acc=0.87 ---160479.54 ms/batch
Step 00018250 L_out=0.061 Acc=0.90 ---204086.23 ms/batch
Step 00018300 L_out=0.092 Acc=0.79 ---246085.17 ms/batch
Step 00018350 L_out=0.015 Acc=0.74 ---288211.05 ms/batch
Step 00018400 L_out=0.052 Acc=0.84 ---330432.08 ms/batch
Step 00018450 L_out=0.036 Acc=0.81 ---373233.02 ms/batch
Step 00018500 L_out=0.013 Acc=0.78 ---416280.33 ms/batch
Step 00018550 L_out=0.092 Acc=0.81 ---457665.78 ms/batch
Step 00018600 L_out=0.015 Acc=0.91 ---500625.20 ms/batch
Step 00018650 L_out=0.007 Acc=0.91 ---543908.87 ms/batch
Round 2 | epoch=27, train costTime=566.1552700996399, | total_activation_sum=5458884
Round 2 | epoch=28, current m_iou=0.5283397577794939
Round 2 | Best m_IoU is: 0.531, OA is: 0.858 | val costTime=196.10057497024536
Round 2 | ****EPOCH 28****
Step 00018700 L_out=0.039 Acc=0.78 ---20521.15 ms/batch
Step 00018750 L_out=0.020 Acc=0.79 ---63373.68 ms/batch
Step 00018800 L_out=0.111 Acc=0.80 ---105800.46 ms/batch
Step 00018850 L_out=0.042 Acc=0.89 ---146839.41 ms/batch
Step 00018900 L_out=0.049 Acc=0.88 ---188048.72 ms/batch
Step 00018950 L_out=0.036 Acc=0.87 ---229166.82 ms/batch
Step 00019000 L_out=0.044 Acc=0.85 ---271947.37 ms/batch
Step 00019050 L_out=0.036 Acc=0.87 ---314629.87 ms/batch
Step 00019100 L_out=0.049 Acc=0.88 ---356455.86 ms/batch
Step 00019150 L_out=0.081 Acc=0.71 ---398998.90 ms/batch
Step 00019200 L_out=0.077 Acc=0.95 ---440775.73 ms/batch
Step 00019250 L_out=0.048 Acc=0.87 ---482398.74 ms/batch
Step 00019300 L_out=0.052 Acc=0.82 ---525008.78 ms/batch
Round 2 | epoch=28, train costTime=561.0351305007935, | total_activation_sum=5526578
Round 2 | epoch=29, current m_iou=0.5299947239587672
Round 2 | Best m_IoU is: 0.531, OA is: 0.858 | val costTime=193.87383890151978
Round 2 | ****EPOCH 29****
Step 00019350 L_out=0.027 Acc=0.79 --- 5478.90 ms/batch
Step 00019400 L_out=0.065 Acc=0.72 ---47611.78 ms/batch
Step 00019450 L_out=0.292 Acc=0.90 ---90367.79 ms/batch
Step 00019500 L_out=0.105 Acc=0.84 ---133062.68 ms/batch
Step 00019550 L_out=0.022 Acc=0.84 ---174239.99 ms/batch
Step 00019600 L_out=0.032 Acc=0.80 ---216479.13 ms/batch
Step 00019650 L_out=0.031 Acc=0.70 ---259130.19 ms/batch
Step 00019700 L_out=0.086 Acc=0.88 ---303396.08 ms/batch
Step 00019750 L_out=0.040 Acc=0.87 ---348179.01 ms/batch
Step 00019800 L_out=0.037 Acc=0.81 ---392047.55 ms/batch
Step 00019850 L_out=0.047 Acc=0.87 ---435664.30 ms/batch
Step 00019900 L_out=0.050 Acc=0.79 ---479550.21 ms/batch
Step 00019950 L_out=0.043 Acc=0.90 ---520927.70 ms/batch
Step 00020000 L_out=0.058 Acc=0.71 ---562075.36 ms/batch
Round 2 | epoch=29, train costTime=570.5784821510315, | total_activation_sum=5414697
Round 2 | epoch=30, current m_iou=0.526258544330689
Round 2 | Best m_IoU is: 0.531, OA is: 0.858 | val costTime=196.30934858322144
Round 2 | ****EPOCH 30****
Round 3 | ****EPOCH 0****
Step 00020050 L_out=0.650 Acc=0.39 ---32797.27 ms/batch
Step 00020100 L_out=0.562 Acc=0.34 ---74677.04 ms/batch
Step 00020150 L_out=0.525 Acc=0.21 ---115357.71 ms/batch
Step 00020200 L_out=0.196 Acc=0.58 ---156543.90 ms/batch
Step 00020250 L_out=0.546 Acc=0.49 ---198245.27 ms/batch
Step 00020300 L_out=1.071 Acc=0.40 ---240325.08 ms/batch
Step 00020350 L_out=2.066 Acc=0.46 ---282594.46 ms/batch
Step 00020400 L_out=0.899 Acc=0.33 ---325288.71 ms/batch
Step 00020450 L_out=0.234 Acc=0.58 ---367698.63 ms/batch
Step 00020500 L_out=0.668 Acc=0.29 ---410895.07 ms/batch
Step 00020550 L_out=0.271 Acc=0.45 ---452741.09 ms/batch
Step 00020600 L_out=0.537 Acc=0.72 ---495562.82 ms/batch
Step 00020650 L_out=0.276 Acc=0.61 ---538694.03 ms/batch
Round 3 | epoch=0, train costTime=560.4551088809967, | total_activation_sum=10818982
Round 3 | epoch=1, current m_iou=0.2361487711275626
Round 3 | Best m_IoU is: 0.236, OA is: 0.656 | val costTime=202.59046363830566
Round 3 | ****EPOCH 1****
Step 00020700 L_out=0.281 Acc=0.76 ---18785.42 ms/batch
Step 00020750 L_out=0.426 Acc=0.64 ---61878.95 ms/batch
Step 00020800 L_out=0.586 Acc=0.72 ---103426.65 ms/batch
Step 00020850 L_out=0.344 Acc=0.66 ---146293.13 ms/batch
Step 00020900 L_out=1.209 Acc=0.66 ---188505.14 ms/batch
Step 00020950 L_out=0.427 Acc=0.46 ---230531.42 ms/batch
Step 00021000 L_out=0.243 Acc=0.62 ---272789.26 ms/batch
Step 00021050 L_out=0.136 Acc=0.72 ---315117.13 ms/batch
Step 00021100 L_out=0.257 Acc=0.37 ---358285.89 ms/batch
Step 00021150 L_out=0.424 Acc=0.70 ---407430.08 ms/batch
Step 00021200 L_out=0.247 Acc=0.46 ---450002.02 ms/batch
Step 00021250 L_out=0.242 Acc=0.72 ---492270.06 ms/batch
Step 00021300 L_out=0.546 Acc=0.55 ---534704.35 ms/batch
Round 3 | epoch=1, train costTime=571.0968177318573, | total_activation_sum=9955535
Round 3 | epoch=2, current m_iou=0.32133862339109914
Round 3 | Best m_IoU is: 0.321, OA is: 0.724 | val costTime=196.9367973804474
Round 3 | ****EPOCH 2****
Step 00021350 L_out=0.842 Acc=0.41 --- 5340.82 ms/batch
Step 00021400 L_out=0.273 Acc=0.63 ---48813.49 ms/batch
Step 00021450 L_out=0.583 Acc=0.66 ---91402.51 ms/batch
Step 00021500 L_out=0.629 Acc=0.46 ---133684.46 ms/batch
Step 00021550 L_out=0.338 Acc=0.66 ---175297.25 ms/batch
Step 00021600 L_out=0.103 Acc=0.82 ---219020.25 ms/batch
Step 00021650 L_out=0.352 Acc=0.67 ---260790.11 ms/batch
Step 00021700 L_out=0.136 Acc=0.88 ---302299.95 ms/batch
Step 00021750 L_out=0.402 Acc=0.68 ---344584.75 ms/batch
Step 00021800 L_out=0.268 Acc=0.74 ---386118.94 ms/batch
Step 00021850 L_out=0.293 Acc=0.88 ---427574.79 ms/batch
Step 00021900 L_out=0.115 Acc=0.71 ---470543.37 ms/batch
Step 00021950 L_out=0.219 Acc=0.85 ---510180.49 ms/batch
Step 00022000 L_out=0.629 Acc=0.85 ---555954.67 ms/batch
Round 3 | epoch=2, train costTime=566.2234463691711, | total_activation_sum=9769331
Round 3 | epoch=3, current m_iou=0.4244638992036682
Round 3 | Best m_IoU is: 0.424, OA is: 0.746 | val costTime=204.0744345188141
Round 3 | ****EPOCH 3****
Step 00022050 L_out=0.087 Acc=0.85 ---33039.15 ms/batch
Step 00022100 L_out=0.213 Acc=0.56 ---76379.74 ms/batch
Step 00022150 L_out=0.120 Acc=0.67 ---118197.06 ms/batch
Step 00022200 L_out=0.540 Acc=0.60 ---160811.13 ms/batch
Step 00022250 L_out=0.137 Acc=0.57 ---203182.56 ms/batch
Step 00022300 L_out=0.263 Acc=0.66 ---246104.37 ms/batch
Step 00022350 L_out=0.264 Acc=0.49 ---288907.35 ms/batch
Step 00022400 L_out=0.105 Acc=0.54 ---331323.15 ms/batch
Step 00022450 L_out=0.052 Acc=0.62 ---373454.66 ms/batch
Step 00022500 L_out=0.433 Acc=0.78 ---415699.50 ms/batch
Step 00022550 L_out=0.177 Acc=0.80 ---459230.77 ms/batch
Step 00022600 L_out=0.265 Acc=0.74 ---502381.98 ms/batch
Step 00022650 L_out=0.304 Acc=0.66 ---545412.39 ms/batch
Round 3 | epoch=3, train costTime=568.4519007205963, | total_activation_sum=9856034
Round 3 | epoch=4, current m_iou=0.39147685293612255
Round 3 | Best m_IoU is: 0.424, OA is: 0.746 | val costTime=195.81230902671814
Round 3 | ****EPOCH 4****
Step 00022700 L_out=0.272 Acc=0.50 ---19130.42 ms/batch
Step 00022750 L_out=0.099 Acc=0.88 ---61278.07 ms/batch
Step 00022800 L_out=0.465 Acc=0.88 ---104623.65 ms/batch
Step 00022850 L_out=0.330 Acc=0.54 ---147249.73 ms/batch
Step 00022900 L_out=0.394 Acc=0.73 ---189168.26 ms/batch
Step 00022950 L_out=0.291 Acc=0.70 ---231260.05 ms/batch
Step 00023000 L_out=0.296 Acc=0.71 ---274729.09 ms/batch
Step 00023050 L_out=0.590 Acc=0.61 ---317741.72 ms/batch
Step 00023100 L_out=1.260 Acc=0.60 ---358300.37 ms/batch
Step 00023150 L_out=0.109 Acc=0.70 ---401284.00 ms/batch
Step 00023200 L_out=0.198 Acc=0.86 ---442463.47 ms/batch
Step 00023250 L_out=0.139 Acc=0.83 ---485328.79 ms/batch
Step 00023300 L_out=0.095 Acc=0.70 ---528785.20 ms/batch
Round 3 | epoch=4, train costTime=565.6521735191345, | total_activation_sum=9924548
Round 3 | epoch=5, current m_iou=0.4196702602950063
Round 3 | Best m_IoU is: 0.424, OA is: 0.746 | val costTime=199.2173047065735
Round 3 | ****EPOCH 5****
Step 00023350 L_out=0.155 Acc=0.67 --- 4521.28 ms/batch
Step 00023400 L_out=0.357 Acc=0.66 ---46644.47 ms/batch
Step 00023450 L_out=0.523 Acc=0.62 ---88354.56 ms/batch
Step 00023500 L_out=0.187 Acc=0.80 ---130759.46 ms/batch
Step 00023550 L_out=1.187 Acc=0.71 ---171251.06 ms/batch
Step 00023600 L_out=0.337 Acc=0.60 ---211902.13 ms/batch
Step 00023650 L_out=0.093 Acc=0.71 ---254683.68 ms/batch
Step 00023700 L_out=0.240 Acc=0.85 ---297175.72 ms/batch
Step 00023750 L_out=0.231 Acc=0.56 ---339020.98 ms/batch
Step 00023800 L_out=0.442 Acc=0.66 ---381094.14 ms/batch
Step 00023850 L_out=0.082 Acc=0.81 ---423668.27 ms/batch
Step 00023900 L_out=0.106 Acc=0.78 ---466672.40 ms/batch
Step 00023950 L_out=0.071 Acc=0.66 ---508004.65 ms/batch
Step 00024000 L_out=0.200 Acc=0.53 ---550082.42 ms/batch
Round 3 | epoch=5, train costTime=560.2290787696838, | total_activation_sum=9846601
Round 3 | epoch=6, current m_iou=0.5106869698632368
Round 3 | Best m_IoU is: 0.511, OA is: 0.845 | val costTime=194.6175434589386
Round 3 | ****EPOCH 6****
Step 00024050 L_out=0.046 Acc=0.85 ---31150.79 ms/batch
Step 00024100 L_out=0.638 Acc=0.81 ---72670.26 ms/batch
Step 00024150 L_out=0.239 Acc=0.77 ---115260.15 ms/batch
Step 00024200 L_out=0.091 Acc=0.66 ---157921.04 ms/batch
Step 00024250 L_out=0.780 Acc=0.81 ---200575.36 ms/batch
Step 00024300 L_out=0.255 Acc=0.74 ---242201.03 ms/batch
Step 00024350 L_out=0.380 Acc=0.82 ---286190.80 ms/batch
Step 00024400 L_out=0.048 Acc=0.82 ---327819.08 ms/batch
Step 00024450 L_out=0.084 Acc=0.83 ---369888.79 ms/batch
Step 00024500 L_out=0.162 Acc=0.78 ---411778.32 ms/batch
Step 00024550 L_out=0.077 Acc=0.81 ---454029.40 ms/batch
Step 00024600 L_out=0.267 Acc=0.71 ---496524.85 ms/batch
Step 00024650 L_out=0.239 Acc=0.81 ---538364.50 ms/batch
Round 3 | epoch=6, train costTime=562.7982966899872, | total_activation_sum=9959746
Round 3 | epoch=7, current m_iou=0.5300487947312774
Round 3 | Best m_IoU is: 0.530, OA is: 0.860 | val costTime=195.3275501728058
Round 3 | ****EPOCH 7****
Step 00024700 L_out=0.114 Acc=0.90 ---18161.06 ms/batch
Step 00024750 L_out=0.117 Acc=0.79 ---60021.68 ms/batch
Step 00024800 L_out=0.199 Acc=0.79 ---102337.85 ms/batch
Step 00024850 L_out=0.061 Acc=0.67 ---143929.01 ms/batch
Step 00024900 L_out=0.296 Acc=0.83 ---186195.21 ms/batch
Step 00024950 L_out=0.400 Acc=0.73 ---228088.43 ms/batch
Step 00025000 L_out=0.190 Acc=0.79 ---270229.38 ms/batch
Step 00025050 L_out=0.172 Acc=0.87 ---312636.54 ms/batch
Step 00025100 L_out=0.222 Acc=0.85 ---354090.04 ms/batch
Step 00025150 L_out=0.059 Acc=0.79 ---397100.69 ms/batch
Step 00025200 L_out=0.072 Acc=0.78 ---439340.62 ms/batch
Step 00025250 L_out=0.196 Acc=0.75 ---481421.92 ms/batch
Step 00025300 L_out=0.094 Acc=0.59 ---523519.46 ms/batch
Round 3 | epoch=7, train costTime=561.6996104717255, | total_activation_sum=9932515
Round 3 | epoch=8, current m_iou=0.5394499046985994
Round 3 | Best m_IoU is: 0.539, OA is: 0.878 | val costTime=214.42919945716858
Round 3 | ****EPOCH 8****
Step 00025350 L_out=0.265 Acc=0.79 --- 3747.76 ms/batch
Step 00025400 L_out=0.053 Acc=0.79 ---48179.76 ms/batch
Step 00025450 L_out=0.149 Acc=0.82 ---91299.56 ms/batch
Step 00025500 L_out=0.104 Acc=0.80 ---132669.98 ms/batch
Step 00025550 L_out=0.218 Acc=0.75 ---176214.32 ms/batch
Step 00025600 L_out=0.132 Acc=0.77 ---218683.33 ms/batch
Step 00025650 L_out=0.121 Acc=0.71 ---262317.44 ms/batch
Step 00025700 L_out=0.064 Acc=0.76 ---303581.16 ms/batch
Step 00025750 L_out=0.096 Acc=0.81 ---345992.53 ms/batch
Step 00025800 L_out=0.193 Acc=0.86 ---386901.29 ms/batch
Step 00025850 L_out=0.444 Acc=0.77 ---430173.53 ms/batch
Step 00025900 L_out=0.165 Acc=0.82 ---472584.07 ms/batch
Step 00025950 L_out=0.273 Acc=0.75 ---514253.04 ms/batch
Step 00026000 L_out=0.212 Acc=0.85 ---556203.44 ms/batch
Round 3 | epoch=8, train costTime=567.1230039596558, | total_activation_sum=9911803
Round 3 | epoch=9, current m_iou=0.5250980200048427
Round 3 | Best m_IoU is: 0.539, OA is: 0.878 | val costTime=197.05080318450928
Round 3 | ****EPOCH 9****
Step 00026050 L_out=1.103 Acc=0.87 ---30375.92 ms/batch
Step 00026100 L_out=0.110 Acc=0.77 ---73025.92 ms/batch
Step 00026150 L_out=0.268 Acc=0.72 ---113870.62 ms/batch
Step 00026200 L_out=0.049 Acc=0.89 ---156612.21 ms/batch
Step 00026250 L_out=0.172 Acc=0.65 ---198901.59 ms/batch
Step 00026300 L_out=0.167 Acc=0.88 ---240324.78 ms/batch
Step 00026350 L_out=0.132 Acc=0.76 ---283283.52 ms/batch
Step 00026400 L_out=0.195 Acc=0.62 ---326552.33 ms/batch
Step 00026450 L_out=0.216 Acc=0.83 ---368619.67 ms/batch
Step 00026500 L_out=0.073 Acc=0.79 ---410871.26 ms/batch
Step 00026550 L_out=0.074 Acc=0.69 ---452581.62 ms/batch
Step 00026600 L_out=0.368 Acc=0.79 ---494889.64 ms/batch
Step 00026650 L_out=0.466 Acc=0.77 ---536623.38 ms/batch
Round 3 | epoch=9, train costTime=562.1395919322968, | total_activation_sum=9868440
Round 3 | epoch=10, current m_iou=0.5283150883693946
Round 3 | Best m_IoU is: 0.539, OA is: 0.878 | val costTime=198.2742338180542
Round 3 | ****EPOCH 10****
Step 00026700 L_out=0.146 Acc=0.86 ---16971.78 ms/batch
Step 00026750 L_out=0.043 Acc=0.85 ---55628.37 ms/batch
Step 00026800 L_out=0.039 Acc=0.86 ---99787.01 ms/batch
Step 00026850 L_out=0.250 Acc=0.73 ---143835.87 ms/batch
Step 00026900 L_out=0.110 Acc=0.78 ---188447.17 ms/batch
Step 00026950 L_out=0.740 Acc=0.82 ---232938.43 ms/batch
Step 00027000 L_out=0.148 Acc=0.62 ---277512.49 ms/batch
Step 00027050 L_out=0.250 Acc=0.81 ---318700.36 ms/batch
Step 00027100 L_out=0.190 Acc=0.88 ---361005.55 ms/batch
Step 00027150 L_out=0.057 Acc=0.84 ---403500.67 ms/batch
Step 00027200 L_out=0.112 Acc=0.63 ---446342.86 ms/batch
Step 00027250 L_out=0.224 Acc=0.82 ---489272.55 ms/batch
Step 00027300 L_out=0.336 Acc=0.70 ---532508.46 ms/batch
Round 3 | epoch=10, train costTime=572.452876329422, | total_activation_sum=9825876
Round 3 | epoch=11, current m_iou=0.5070937050181381
Round 3 | Best m_IoU is: 0.539, OA is: 0.878 | val costTime=200.20466685295105
Round 3 | ****EPOCH 11****
Step 00027350 L_out=0.103 Acc=0.75 --- 2424.35 ms/batch
Step 00027400 L_out=0.279 Acc=0.76 ---44808.05 ms/batch
Step 00027450 L_out=0.060 Acc=0.81 ---87364.56 ms/batch
Step 00027500 L_out=0.070 Acc=0.84 ---129937.86 ms/batch
Step 00027550 L_out=0.343 Acc=0.77 ---170907.96 ms/batch
Step 00027600 L_out=0.072 Acc=0.76 ---212024.26 ms/batch
Step 00027650 L_out=0.553 Acc=0.76 ---254096.37 ms/batch
Step 00027700 L_out=0.138 Acc=0.72 ---295835.74 ms/batch
Step 00027750 L_out=0.121 Acc=0.81 ---337732.81 ms/batch
Step 00027800 L_out=0.093 Acc=0.89 ---380177.84 ms/batch
Step 00027850 L_out=0.148 Acc=0.88 ---422230.37 ms/batch
Step 00027900 L_out=0.139 Acc=0.79 ---463652.41 ms/batch
Step 00027950 L_out=0.331 Acc=0.76 ---506390.27 ms/batch
Step 00028000 L_out=0.326 Acc=0.72 ---548856.11 ms/batch
Round 3 | epoch=11, train costTime=560.7563993930817, | total_activation_sum=10038463
Round 3 | epoch=12, current m_iou=0.5404384155538842
Round 3 | Best m_IoU is: 0.540, OA is: 0.866 | val costTime=196.40809321403503
Round 3 | ****EPOCH 12****
Step 00028050 L_out=0.051 Acc=0.83 ---29765.50 ms/batch
Step 00028100 L_out=0.144 Acc=0.82 ---71750.86 ms/batch
Step 00028150 L_out=0.076 Acc=0.90 ---114358.93 ms/batch
Step 00028200 L_out=0.110 Acc=0.90 ---156146.34 ms/batch
Step 00028250 L_out=0.128 Acc=0.87 ---198302.99 ms/batch
Step 00028300 L_out=0.231 Acc=0.90 ---239827.91 ms/batch
Step 00028350 L_out=0.223 Acc=0.86 ---282493.12 ms/batch
Step 00028400 L_out=0.238 Acc=0.74 ---324775.90 ms/batch
Step 00028450 L_out=0.006 Acc=0.85 ---367367.30 ms/batch
Step 00028500 L_out=0.205 Acc=0.75 ---409712.26 ms/batch
Step 00028550 L_out=0.085 Acc=0.86 ---451846.99 ms/batch
Step 00028600 L_out=0.323 Acc=0.65 ---494624.97 ms/batch
Step 00028650 L_out=0.091 Acc=0.88 ---537201.86 ms/batch
Round 3 | epoch=12, train costTime=563.1993327140808, | total_activation_sum=10033314
Round 3 | epoch=13, current m_iou=0.5526657219749569
Round 3 | Best m_IoU is: 0.553, OA is: 0.871 | val costTime=196.23255968093872
Round 3 | ****EPOCH 13****
Step 00028700 L_out=0.100 Acc=0.89 ---15644.89 ms/batch
Step 00028750 L_out=0.065 Acc=0.87 ---51401.48 ms/batch
Step 00028800 L_out=0.087 Acc=0.80 ---95334.15 ms/batch
Step 00028850 L_out=0.363 Acc=0.85 ---139188.45 ms/batch
Step 00028900 L_out=0.033 Acc=0.80 ---183681.00 ms/batch
Step 00028950 L_out=0.395 Acc=0.60 ---227443.90 ms/batch
Step 00029000 L_out=0.172 Acc=0.90 ---271143.93 ms/batch
Step 00029050 L_out=0.182 Acc=0.82 ---313680.46 ms/batch
Step 00029100 L_out=0.139 Acc=0.64 ---356139.04 ms/batch
Step 00029150 L_out=0.235 Acc=0.92 ---398101.49 ms/batch
Step 00029200 L_out=0.162 Acc=0.87 ---440413.86 ms/batch
Step 00029250 L_out=0.091 Acc=0.85 ---483490.36 ms/batch
Step 00029300 L_out=0.074 Acc=0.73 ---525077.83 ms/batch
Round 3 | epoch=13, train costTime=565.5430183410645, | total_activation_sum=9791643
Round 3 | epoch=14, current m_iou=0.5987609741173874
Round 3 | Best m_IoU is: 0.599, OA is: 0.885 | val costTime=198.80355429649353
Round 3 | ****EPOCH 14****
Step 00029350 L_out=0.085 Acc=0.80 --- 1532.65 ms/batch
Step 00029400 L_out=0.042 Acc=0.90 ---44330.58 ms/batch
Step 00029450 L_out=0.059 Acc=0.91 ---84739.85 ms/batch
Step 00029500 L_out=0.095 Acc=0.89 ---126458.93 ms/batch
Step 00029550 L_out=0.168 Acc=0.70 ---168580.09 ms/batch
Step 00029600 L_out=0.030 Acc=0.85 ---211194.91 ms/batch
Step 00029650 L_out=0.450 Acc=0.85 ---253016.35 ms/batch
Step 00029700 L_out=0.151 Acc=0.78 ---294494.82 ms/batch
Step 00029750 L_out=0.180 Acc=0.71 ---336772.40 ms/batch
Step 00029800 L_out=0.048 Acc=0.85 ---379971.17 ms/batch
Step 00029850 L_out=0.076 Acc=0.92 ---422049.30 ms/batch
Step 00029900 L_out=0.108 Acc=0.82 ---464215.91 ms/batch
Step 00029950 L_out=0.191 Acc=0.84 ---505754.93 ms/batch
Step 00030000 L_out=0.083 Acc=0.88 ---547559.22 ms/batch
Round 3 | epoch=14, train costTime=559.4080698490143, | total_activation_sum=9933785
Round 3 | epoch=15, current m_iou=0.5838898926340507
Round 3 | Best m_IoU is: 0.599, OA is: 0.885 | val costTime=195.97174286842346
Round 3 | ****EPOCH 15****
Step 00030050 L_out=0.081 Acc=0.91 ---29431.97 ms/batch
Step 00030100 L_out=0.075 Acc=0.86 ---71982.37 ms/batch
Step 00030150 L_out=0.158 Acc=0.86 ---115018.88 ms/batch
Step 00030200 L_out=0.073 Acc=0.85 ---158313.30 ms/batch
Step 00030250 L_out=0.038 Acc=0.88 ---200290.32 ms/batch
Step 00030300 L_out=0.201 Acc=0.60 ---243822.26 ms/batch
Step 00030350 L_out=0.057 Acc=0.89 ---284720.42 ms/batch
Step 00030400 L_out=0.177 Acc=0.88 ---327013.75 ms/batch
Step 00030450 L_out=0.084 Acc=0.78 ---370912.83 ms/batch
Step 00030500 L_out=0.276 Acc=0.74 ---414862.50 ms/batch
Step 00030550 L_out=0.272 Acc=0.70 ---459827.84 ms/batch
Step 00030600 L_out=0.139 Acc=0.87 ---504106.25 ms/batch
Step 00030650 L_out=0.178 Acc=0.84 ---549277.83 ms/batch
Round 3 | epoch=15, train costTime=576.3085548877716, | total_activation_sum=9917680
Round 3 | epoch=16, current m_iou=0.5855911985565254
Round 3 | Best m_IoU is: 0.599, OA is: 0.885 | val costTime=195.03068900108337
Round 3 | ****EPOCH 16****
Step 00030700 L_out=0.197 Acc=0.85 ---15277.70 ms/batch
Step 00030750 L_out=0.044 Acc=0.86 ---58092.71 ms/batch
Step 00030800 L_out=0.136 Acc=0.86 ---99720.81 ms/batch
Step 00030850 L_out=0.074 Acc=0.89 ---141528.98 ms/batch
Step 00030900 L_out=0.150 Acc=0.90 ---183906.94 ms/batch
Step 00030950 L_out=0.079 Acc=0.88 ---225389.43 ms/batch
Step 00031000 L_out=0.088 Acc=0.92 ---267856.75 ms/batch
Step 00031050 L_out=0.086 Acc=0.85 ---309480.95 ms/batch
Step 00031100 L_out=0.044 Acc=0.78 ---351958.28 ms/batch
Step 00031150 L_out=0.091 Acc=0.87 ---395111.68 ms/batch
Step 00031200 L_out=0.149 Acc=0.75 ---439329.77 ms/batch
Step 00031250 L_out=0.352 Acc=0.82 ---485025.65 ms/batch
Step 00031300 L_out=0.086 Acc=0.90 ---531854.84 ms/batch
Round 3 | epoch=16, train costTime=575.5965197086334, | total_activation_sum=9804043
Round 3 | epoch=17, current m_iou=0.5986089501216331
Round 3 | Best m_IoU is: 0.599, OA is: 0.885 | val costTime=207.78951287269592
Round 3 | ****EPOCH 17****
Step 00031350 L_out=0.054 Acc=0.86 ---  875.78 ms/batch
Step 00031400 L_out=0.050 Acc=0.91 ---45416.09 ms/batch
Step 00031450 L_out=0.049 Acc=0.85 ---90830.05 ms/batch
Step 00031500 L_out=0.049 Acc=0.88 ---136957.41 ms/batch
Step 00031550 L_out=0.056 Acc=0.82 ---183333.56 ms/batch
Step 00031600 L_out=0.243 Acc=0.83 ---228275.72 ms/batch
Step 00031650 L_out=0.040 Acc=0.89 ---272359.53 ms/batch
Step 00031700 L_out=0.139 Acc=0.88 ---317112.00 ms/batch
Step 00031750 L_out=0.063 Acc=0.89 ---361817.35 ms/batch
Step 00031800 L_out=0.223 Acc=0.80 ---405405.42 ms/batch
Step 00031850 L_out=0.102 Acc=0.88 ---449383.09 ms/batch
Step 00031900 L_out=0.138 Acc=0.86 ---495701.40 ms/batch
Step 00031950 L_out=0.075 Acc=0.84 ---540953.09 ms/batch
Step 00032000 L_out=0.324 Acc=0.87 ---585944.64 ms/batch
Round 3 | epoch=17, train costTime=599.8936197757721, | total_activation_sum=9871607
Round 3 | epoch=18, current m_iou=0.610532763236797
Round 3 | Best m_IoU is: 0.611, OA is: 0.893 | val costTime=207.275630235672
Round 3 | ****EPOCH 18****
Step 00032050 L_out=0.352 Acc=0.56 ---30316.83 ms/batch
Step 00032100 L_out=0.063 Acc=0.80 ---75234.64 ms/batch
Step 00032150 L_out=0.028 Acc=0.87 ---120074.01 ms/batch
Step 00032200 L_out=0.104 Acc=0.88 ---164626.05 ms/batch
Step 00032250 L_out=0.068 Acc=0.90 ---207278.26 ms/batch
Step 00032300 L_out=0.092 Acc=0.78 ---252471.22 ms/batch
Step 00032350 L_out=0.022 Acc=0.70 ---298098.61 ms/batch
Step 00032400 L_out=0.156 Acc=0.85 ---345548.18 ms/batch
Step 00032450 L_out=0.042 Acc=0.81 ---391965.95 ms/batch
Step 00032500 L_out=0.062 Acc=0.86 ---438717.45 ms/batch
Step 00032550 L_out=0.186 Acc=0.83 ---485214.93 ms/batch
Step 00032600 L_out=0.067 Acc=0.90 ---533454.49 ms/batch
Step 00032650 L_out=0.220 Acc=0.67 ---576600.12 ms/batch
Round 3 | epoch=18, train costTime=605.6464858055115, | total_activation_sum=9993121
Round 3 | epoch=19, current m_iou=0.5990440473914408
Round 3 | Best m_IoU is: 0.611, OA is: 0.893 | val costTime=206.70691990852356
Round 3 | ****EPOCH 19****
Step 00032700 L_out=0.270 Acc=0.84 ---14967.39 ms/batch
Step 00032750 L_out=0.046 Acc=0.88 ---59093.29 ms/batch
Step 00032800 L_out=2.480 Acc=0.79 ---102649.96 ms/batch
Step 00032850 L_out=0.072 Acc=0.91 ---146969.51 ms/batch
Step 00032900 L_out=0.121 Acc=0.83 ---191264.25 ms/batch
Step 00032950 L_out=0.084 Acc=0.90 ---234123.73 ms/batch
Step 00033000 L_out=0.139 Acc=0.91 ---279287.45 ms/batch
Step 00033050 L_out=0.103 Acc=0.87 ---323179.69 ms/batch
Step 00033100 L_out=0.043 Acc=0.89 ---369126.64 ms/batch
Step 00033150 L_out=0.058 Acc=0.91 ---413474.83 ms/batch
Step 00033200 L_out=0.110 Acc=0.82 ---458633.42 ms/batch
Step 00033250 L_out=0.097 Acc=0.91 ---504530.87 ms/batch
Step 00033300 L_out=0.026 Acc=0.90 ---549435.95 ms/batch
Step 00033350 L_out=0.038 Acc=0.90 ---594547.79 ms/batch
Round 3 | epoch=19, train costTime=594.5478820800781, | total_activation_sum=9917729
Round 3 | epoch=20, current m_iou=0.6233076859757802
Round 3 | Best m_IoU is: 0.623, OA is: 0.898 | val costTime=209.7957181930542
Round 3 | ****EPOCH 20****
Step 00033400 L_out=0.183 Acc=0.80 ---44813.49 ms/batch
Step 00033450 L_out=0.073 Acc=0.94 ---89472.12 ms/batch
Step 00033500 L_out=0.143 Acc=0.82 ---134327.70 ms/batch
Step 00033550 L_out=0.021 Acc=0.88 ---179359.47 ms/batch
Step 00033600 L_out=0.062 Acc=0.89 ---223491.25 ms/batch
Step 00033650 L_out=0.137 Acc=0.90 ---267063.62 ms/batch
Step 00033700 L_out=0.075 Acc=0.91 ---312454.68 ms/batch
Step 00033750 L_out=0.249 Acc=0.91 ---357598.10 ms/batch
Step 00033800 L_out=0.040 Acc=0.83 ---402592.89 ms/batch
Step 00033850 L_out=0.100 Acc=0.81 ---447278.92 ms/batch
Step 00033900 L_out=0.059 Acc=0.80 ---492183.28 ms/batch
Step 00033950 L_out=0.070 Acc=0.84 ---536317.03 ms/batch
Step 00034000 L_out=0.129 Acc=0.85 ---580792.92 ms/batch
Round 3 | epoch=20, train costTime=595.6369524002075, | total_activation_sum=9952704
Round 3 | epoch=21, current m_iou=0.620986607686025
Round 3 | Best m_IoU is: 0.623, OA is: 0.898 | val costTime=212.45520734786987
Round 3 | ****EPOCH 21****
Step 00034050 L_out=0.259 Acc=0.66 ---30732.74 ms/batch
Step 00034100 L_out=0.300 Acc=0.90 ---77074.80 ms/batch
Step 00034150 L_out=0.094 Acc=0.88 ---123472.66 ms/batch
Step 00034200 L_out=0.063 Acc=0.88 ---167965.98 ms/batch
Step 00034250 L_out=0.026 Acc=0.86 ---212732.09 ms/batch
Step 00034300 L_out=0.316 Acc=0.76 ---257179.07 ms/batch
Step 00034350 L_out=0.123 Acc=0.87 ---299599.70 ms/batch
Step 00034400 L_out=0.108 Acc=0.80 ---344024.54 ms/batch
Step 00034450 L_out=0.258 Acc=0.95 ---388565.67 ms/batch
Step 00034500 L_out=0.039 Acc=0.90 ---433229.49 ms/batch
Step 00034550 L_out=0.331 Acc=0.66 ---478020.65 ms/batch
Step 00034600 L_out=0.068 Acc=0.91 ---523436.96 ms/batch
Step 00034650 L_out=0.174 Acc=0.89 ---566596.33 ms/batch
Round 3 | epoch=21, train costTime=597.3501398563385, | total_activation_sum=9872396
Round 3 | epoch=22, current m_iou=0.6123406802401657
Round 3 | Best m_IoU is: 0.623, OA is: 0.898 | val costTime=210.00843977928162
Round 3 | ****EPOCH 22****
Step 00034700 L_out=0.118 Acc=0.91 ---14939.96 ms/batch
Step 00034750 L_out=0.022 Acc=0.89 ---60213.54 ms/batch
Step 00034800 L_out=0.247 Acc=0.85 ---104177.01 ms/batch
Step 00034850 L_out=0.169 Acc=0.71 ---149104.82 ms/batch
Step 00034900 L_out=0.100 Acc=0.91 ---194226.85 ms/batch
Step 00034950 L_out=0.076 Acc=0.90 ---238832.88 ms/batch
Step 00035000 L_out=0.036 Acc=0.87 ---284514.90 ms/batch
Step 00035050 L_out=0.173 Acc=0.90 ---329437.01 ms/batch
Step 00035100 L_out=0.052 Acc=0.91 ---374569.53 ms/batch
Step 00035150 L_out=0.165 Acc=0.85 ---419539.37 ms/batch
Step 00035200 L_out=0.274 Acc=0.75 ---464228.34 ms/batch
Step 00035250 L_out=0.133 Acc=0.87 ---509706.98 ms/batch
Step 00035300 L_out=0.209 Acc=0.77 ---555301.12 ms/batch
Step 00035350 L_out=0.099 Acc=0.81 ---599804.20 ms/batch
Round 3 | epoch=22, train costTime=600.6857743263245, | total_activation_sum=9943915
Round 3 | epoch=23, current m_iou=0.6236148299938064
Round 3 | Best m_IoU is: 0.624, OA is: 0.900 | val costTime=211.27587175369263
Round 3 | ****EPOCH 23****
Step 00035400 L_out=0.016 Acc=0.90 ---45012.26 ms/batch
Step 00035450 L_out=0.033 Acc=0.94 ---87958.36 ms/batch
Step 00035500 L_out=0.090 Acc=0.93 ---133541.24 ms/batch
Step 00035550 L_out=0.084 Acc=0.92 ---178530.76 ms/batch
Step 00035600 L_out=0.151 Acc=0.85 ---223352.17 ms/batch
Step 00035650 L_out=0.199 Acc=0.91 ---268624.00 ms/batch
Step 00035700 L_out=0.043 Acc=0.92 ---313268.36 ms/batch
Step 00035750 L_out=0.161 Acc=0.79 ---357811.90 ms/batch
Step 00035800 L_out=0.091 Acc=0.90 ---402402.90 ms/batch
Step 00035850 L_out=0.156 Acc=0.75 ---446444.53 ms/batch
Step 00035900 L_out=0.104 Acc=0.87 ---492606.56 ms/batch
Step 00035950 L_out=0.283 Acc=0.82 ---536666.02 ms/batch
Step 00036000 L_out=0.344 Acc=0.71 ---581673.49 ms/batch
Round 3 | epoch=23, train costTime=598.3027136325836, | total_activation_sum=9946883
Round 3 | epoch=24, current m_iou=0.6246713493601792
Round 3 | Best m_IoU is: 0.625, OA is: 0.902 | val costTime=217.1452717781067
Round 3 | ****EPOCH 24****
Step 00036050 L_out=0.053 Acc=0.97 ---29768.89 ms/batch
Step 00036100 L_out=0.054 Acc=0.84 ---76558.18 ms/batch
Step 00036150 L_out=0.018 Acc=0.92 ---120808.18 ms/batch
Step 00036200 L_out=0.240 Acc=0.85 ---165546.54 ms/batch
Step 00036250 L_out=0.348 Acc=0.87 ---209653.27 ms/batch
Step 00036300 L_out=0.073 Acc=0.90 ---255207.63 ms/batch
Step 00036350 L_out=0.014 Acc=0.91 ---299833.00 ms/batch
Step 00036400 L_out=0.043 Acc=0.91 ---343706.71 ms/batch
Step 00036450 L_out=0.038 Acc=0.94 ---388014.03 ms/batch
Step 00036500 L_out=0.072 Acc=0.81 ---431734.69 ms/batch
Step 00036550 L_out=0.083 Acc=0.87 ---477646.80 ms/batch
Step 00036600 L_out=0.051 Acc=0.93 ---521692.31 ms/batch
Step 00036650 L_out=0.143 Acc=0.85 ---567552.30 ms/batch
Round 3 | epoch=24, train costTime=598.305163860321, | total_activation_sum=9963699
Round 3 | epoch=25, current m_iou=0.6280587296377896
Round 3 | Best m_IoU is: 0.628, OA is: 0.903 | val costTime=210.65053796768188
Round 3 | ****EPOCH 25****
Step 00036700 L_out=0.340 Acc=0.70 ---13187.22 ms/batch
Step 00036750 L_out=0.029 Acc=0.88 ---57792.01 ms/batch
Step 00036800 L_out=0.109 Acc=0.91 ---102625.04 ms/batch
Step 00036850 L_out=0.087 Acc=0.91 ---148318.83 ms/batch
Step 00036900 L_out=0.023 Acc=0.92 ---192788.01 ms/batch
Step 00036950 L_out=0.142 Acc=0.96 ---236299.21 ms/batch
Step 00037000 L_out=0.185 Acc=0.80 ---279533.02 ms/batch
Step 00037050 L_out=0.029 Acc=0.94 ---324256.39 ms/batch
Step 00037100 L_out=0.205 Acc=0.88 ---368862.61 ms/batch
Step 00037150 L_out=0.174 Acc=0.85 ---413098.06 ms/batch
Step 00037200 L_out=0.059 Acc=0.85 ---456519.42 ms/batch
Step 00037250 L_out=0.054 Acc=0.89 ---500961.40 ms/batch
Step 00037300 L_out=0.222 Acc=0.94 ---545714.90 ms/batch
Step 00037350 L_out=0.085 Acc=0.86 ---589137.67 ms/batch
Round 3 | epoch=25, train costTime=591.1186356544495, | total_activation_sum=9943391
Round 3 | epoch=26, current m_iou=0.6347309316398022
Round 3 | Best m_IoU is: 0.635, OA is: 0.904 | val costTime=212.65369486808777
Round 3 | ****EPOCH 26****
Step 00037400 L_out=0.080 Acc=0.92 ---42854.29 ms/batch
Step 00037450 L_out=0.251 Acc=0.85 ---87444.33 ms/batch
Step 00037500 L_out=0.144 Acc=0.83 ---132262.43 ms/batch
Step 00037550 L_out=0.087 Acc=0.87 ---175821.88 ms/batch
Step 00037600 L_out=0.036 Acc=0.90 ---212860.13 ms/batch
Step 00037650 L_out=0.130 Acc=0.91 ---255253.62 ms/batch
Step 00037700 L_out=0.059 Acc=0.93 ---301873.06 ms/batch
Step 00037750 L_out=0.036 Acc=0.91 ---349021.80 ms/batch
Step 00037800 L_out=0.097 Acc=0.91 ---394961.09 ms/batch
Step 00037850 L_out=0.120 Acc=0.90 ---441259.12 ms/batch
Step 00037900 L_out=0.065 Acc=0.87 ---486736.49 ms/batch
Step 00037950 L_out=0.109 Acc=0.90 ---532349.50 ms/batch
Step 00038000 L_out=0.015 Acc=0.91 ---576385.18 ms/batch
Round 3 | epoch=26, train costTime=593.0955879688263, | total_activation_sum=9878999
Round 3 | epoch=27, current m_iou=0.6307550521816718
Round 3 | Best m_IoU is: 0.635, OA is: 0.904 | val costTime=210.9757342338562
Round 3 | ****EPOCH 27****
Step 00038050 L_out=0.058 Acc=0.88 ---28188.07 ms/batch
Step 00038100 L_out=0.024 Acc=0.92 ---73477.49 ms/batch
Step 00038150 L_out=0.091 Acc=0.89 ---117833.60 ms/batch
Step 00038200 L_out=0.052 Acc=0.89 ---162651.90 ms/batch
Step 00038250 L_out=0.043 Acc=0.90 ---207324.92 ms/batch
Step 00038300 L_out=0.163 Acc=0.90 ---251043.75 ms/batch
Step 00038350 L_out=0.166 Acc=0.91 ---295583.69 ms/batch
Step 00038400 L_out=0.028 Acc=0.90 ---341268.46 ms/batch
Step 00038450 L_out=0.390 Acc=0.70 ---385919.02 ms/batch
Step 00038500 L_out=0.094 Acc=0.83 ---430112.70 ms/batch
Step 00038550 L_out=0.096 Acc=0.90 ---475385.34 ms/batch
Step 00038600 L_out=0.219 Acc=0.80 ---520007.70 ms/batch
Step 00038650 L_out=0.091 Acc=0.83 ---564568.80 ms/batch
Round 3 | epoch=27, train costTime=596.7727613449097, | total_activation_sum=9898583
Round 3 | epoch=28, current m_iou=0.6096304797791211
Round 3 | Best m_IoU is: 0.635, OA is: 0.904 | val costTime=212.10693526268005
Round 3 | ****EPOCH 28****
Step 00038700 L_out=0.130 Acc=0.81 ---11993.44 ms/batch
Step 00038750 L_out=0.058 Acc=0.91 ---56374.97 ms/batch
Step 00038800 L_out=0.391 Acc=0.74 ---99182.20 ms/batch
Step 00038850 L_out=0.089 Acc=0.90 ---142852.74 ms/batch
Step 00038900 L_out=0.044 Acc=0.86 ---187426.56 ms/batch
Step 00038950 L_out=0.239 Acc=0.90 ---233303.13 ms/batch
Step 00039000 L_out=0.075 Acc=0.84 ---277743.51 ms/batch
Step 00039050 L_out=0.037 Acc=0.87 ---322363.92 ms/batch
Step 00039100 L_out=0.065 Acc=0.90 ---367750.75 ms/batch
Step 00039150 L_out=0.031 Acc=0.93 ---411194.49 ms/batch
Step 00039200 L_out=0.132 Acc=0.88 ---455039.49 ms/batch
Step 00039250 L_out=0.035 Acc=0.92 ---498811.19 ms/batch
Step 00039300 L_out=0.134 Acc=0.84 ---543353.76 ms/batch
Step 00039350 L_out=0.093 Acc=0.84 ---588071.78 ms/batch
Round 3 | epoch=28, train costTime=590.8031430244446, | total_activation_sum=9961417
Round 3 | epoch=29, current m_iou=0.6210042169473164
Round 3 | Best m_IoU is: 0.635, OA is: 0.904 | val costTime=216.24490880966187
Round 3 | ****EPOCH 29****
Step 00039400 L_out=0.162 Acc=0.84 ---42374.56 ms/batch
Step 00039450 L_out=0.050 Acc=0.91 ---86729.30 ms/batch
Step 00039500 L_out=0.062 Acc=0.91 ---129275.72 ms/batch
Step 00039550 L_out=0.059 Acc=0.91 ---173793.68 ms/batch
Step 00039600 L_out=0.030 Acc=0.92 ---221650.81 ms/batch
Step 00039650 L_out=0.192 Acc=0.88 ---268767.12 ms/batch
Step 00039700 L_out=0.118 Acc=0.82 ---314889.29 ms/batch
Step 00039750 L_out=0.075 Acc=0.91 ---362426.42 ms/batch
Step 00039800 L_out=0.120 Acc=0.92 ---408960.53 ms/batch
Step 00039850 L_out=0.023 Acc=0.96 ---453434.85 ms/batch
Step 00039900 L_out=0.022 Acc=0.91 ---497849.79 ms/batch
Step 00039950 L_out=0.050 Acc=0.93 ---541778.69 ms/batch
Step 00040000 L_out=0.038 Acc=0.96 ---585580.42 ms/batch
Round 3 | epoch=29, train costTime=602.5084652900696, | total_activation_sum=9887008
Round 3 | epoch=30, current m_iou=0.6235594494985839
Round 3 | Best m_IoU is: 0.635, OA is: 0.904 | val costTime=216.13065147399902
Round 3 | ****EPOCH 30****
Round 4 | ****EPOCH 0****
Step 00040050 L_out=0.477 Acc=0.88 ---19878.11 ms/batch
Step 00040100 L_out=0.204 Acc=0.77 ---52702.74 ms/batch
Step 00040150 L_out=0.175 Acc=0.76 ---85743.59 ms/batch
Step 00040200 L_out=0.160 Acc=0.62 ---119289.82 ms/batch
Step 00040250 L_out=0.639 Acc=0.45 ---150721.73 ms/batch
Step 00040300 L_out=0.964 Acc=0.44 ---183203.02 ms/batch
Step 00040350 L_out=1.156 Acc=0.64 ---214777.59 ms/batch
Step 00040400 L_out=0.624 Acc=0.57 ---245824.17 ms/batch
Step 00040450 L_out=0.177 Acc=0.77 ---276892.50 ms/batch
Step 00040500 L_out=0.375 Acc=0.86 ---309018.75 ms/batch
Step 00040550 L_out=0.157 Acc=0.64 ---339781.09 ms/batch
Step 00040600 L_out=0.103 Acc=0.66 ---370906.23 ms/batch
Step 00040650 L_out=0.100 Acc=0.79 ---401865.34 ms/batch
Round 4 | epoch=0, train costTime=425.13086700439453, | total_activation_sum=13519970
Round 4 | epoch=1, current m_iou=0.5070531679364997
Round 4 | Best m_IoU is: 0.507, OA is: 0.862 | val costTime=168.7631413936615
Round 4 | ****EPOCH 1****
Step 00040700 L_out=0.572 Acc=0.68 --- 7880.69 ms/batch
Step 00040750 L_out=0.753 Acc=0.63 ---39139.79 ms/batch
Step 00040800 L_out=0.081 Acc=0.87 ---71052.74 ms/batch
Step 00040850 L_out=0.093 Acc=0.79 ---103095.62 ms/batch
Step 00040900 L_out=0.264 Acc=0.85 ---134527.62 ms/batch
Step 00040950 L_out=0.041 Acc=0.85 ---165299.91 ms/batch
Step 00041000 L_out=0.561 Acc=0.80 ---197318.14 ms/batch
Step 00041050 L_out=0.486 Acc=0.76 ---228896.16 ms/batch
Step 00041100 L_out=0.329 Acc=0.82 ---260124.68 ms/batch
Step 00041150 L_out=0.147 Acc=0.86 ---290946.98 ms/batch
Step 00041200 L_out=0.443 Acc=0.82 ---322380.06 ms/batch
Step 00041250 L_out=0.367 Acc=0.70 ---353170.42 ms/batch
Step 00041300 L_out=0.241 Acc=0.86 ---384689.01 ms/batch
Step 00041350 L_out=0.417 Acc=0.89 ---416089.30 ms/batch
Round 4 | epoch=1, train costTime=418.6141061782837, | total_activation_sum=12694000
Round 4 | epoch=2, current m_iou=0.6012944962291586
Round 4 | Best m_IoU is: 0.601, OA is: 0.884 | val costTime=176.95143294334412
Round 4 | ****EPOCH 2****
Step 00041400 L_out=0.213 Acc=0.77 ---34542.58 ms/batch
Step 00041450 L_out=0.059 Acc=0.86 ---71488.62 ms/batch
Step 00041500 L_out=0.301 Acc=0.86 ---105780.99 ms/batch
Step 00041550 L_out=0.268 Acc=0.82 ---136974.72 ms/batch
Step 00041600 L_out=0.146 Acc=0.69 ---169533.42 ms/batch
Step 00041650 L_out=0.271 Acc=0.81 ---199935.59 ms/batch
Step 00041700 L_out=0.402 Acc=0.75 ---232000.03 ms/batch
Step 00041750 L_out=0.224 Acc=0.88 ---261909.22 ms/batch
Step 00041800 L_out=0.229 Acc=0.78 ---292422.99 ms/batch
Step 00041850 L_out=0.316 Acc=0.75 ---323307.30 ms/batch
Step 00041900 L_out=0.329 Acc=0.82 ---354915.65 ms/batch
Step 00041950 L_out=0.446 Acc=0.65 ---386977.65 ms/batch
Step 00042000 L_out=0.204 Acc=0.79 ---418347.15 ms/batch
Round 4 | epoch=2, train costTime=430.615083694458, | total_activation_sum=12506777
Round 4 | epoch=3, current m_iou=0.6453653886813064
Round 4 | Best m_IoU is: 0.645, OA is: 0.910 | val costTime=174.06370282173157
Round 4 | ****EPOCH 3****
Step 00042050 L_out=0.238 Acc=0.80 ---17976.05 ms/batch
Step 00042100 L_out=0.204 Acc=0.81 ---48595.13 ms/batch
Step 00042150 L_out=0.128 Acc=0.80 ---78655.59 ms/batch
Step 00042200 L_out=0.112 Acc=0.84 ---108955.25 ms/batch
Step 00042250 L_out=0.132 Acc=0.94 ---140118.97 ms/batch
Step 00042300 L_out=0.181 Acc=0.89 ---170483.44 ms/batch
Step 00042350 L_out=0.256 Acc=0.76 ---200380.18 ms/batch
Step 00042400 L_out=0.093 Acc=0.84 ---233545.47 ms/batch
Step 00042450 L_out=0.276 Acc=0.84 ---264645.82 ms/batch
Step 00042500 L_out=0.135 Acc=0.89 ---296571.59 ms/batch
Step 00042550 L_out=0.069 Acc=0.84 ---328008.89 ms/batch
Step 00042600 L_out=0.157 Acc=0.88 ---359478.74 ms/batch
Step 00042650 L_out=0.377 Acc=0.81 ---390181.79 ms/batch
Round 4 | epoch=3, train costTime=414.1432740688324, | total_activation_sum=12675024
Round 4 | epoch=4, current m_iou=0.6585891412163896
Round 4 | Best m_IoU is: 0.659, OA is: 0.913 | val costTime=162.03581929206848
Round 4 | ****EPOCH 4****
Step 00042700 L_out=0.287 Acc=0.76 --- 6651.98 ms/batch
Step 00042750 L_out=0.137 Acc=0.86 ---35420.90 ms/batch
Step 00042800 L_out=0.220 Acc=0.87 ---64618.04 ms/batch
Step 00042850 L_out=0.253 Acc=0.90 ---93464.33 ms/batch
Step 00042900 L_out=0.127 Acc=0.89 ---121675.73 ms/batch
Step 00042950 L_out=0.360 Acc=0.79 ---150117.81 ms/batch
Step 00043000 L_out=0.171 Acc=0.84 ---178774.37 ms/batch
Step 00043050 L_out=0.542 Acc=0.84 ---207848.08 ms/batch
Step 00043100 L_out=0.190 Acc=0.79 ---236951.93 ms/batch
Step 00043150 L_out=0.057 Acc=0.93 ---265909.90 ms/batch
Step 00043200 L_out=0.059 Acc=0.77 ---294571.58 ms/batch
Step 00043250 L_out=0.190 Acc=0.91 ---323352.30 ms/batch
Step 00043300 L_out=0.053 Acc=0.85 ---351741.82 ms/batch
Step 00043350 L_out=0.091 Acc=0.59 ---380572.52 ms/batch
Round 4 | epoch=4, train costTime=383.25807309150696, | total_activation_sum=12667800
Round 4 | epoch=5, current m_iou=0.6449394480100463
Round 4 | Best m_IoU is: 0.659, OA is: 0.913 | val costTime=162.56096053123474
Round 4 | ****EPOCH 5****
Step 00043400 L_out=0.130 Acc=0.77 ---26486.05 ms/batch
Step 00043450 L_out=0.085 Acc=0.90 ---54427.28 ms/batch
Step 00043500 L_out=0.268 Acc=0.88 ---81939.33 ms/batch
Step 00043550 L_out=0.181 Acc=0.82 ---110467.48 ms/batch
Step 00043600 L_out=0.271 Acc=0.83 ---139015.21 ms/batch
Step 00043650 L_out=0.147 Acc=0.78 ---168485.62 ms/batch
Step 00043700 L_out=0.133 Acc=0.80 ---197287.59 ms/batch
Step 00043750 L_out=0.333 Acc=0.75 ---226906.16 ms/batch
Step 00043800 L_out=0.286 Acc=0.75 ---255737.25 ms/batch
Step 00043850 L_out=0.319 Acc=0.84 ---283884.23 ms/batch
Step 00043900 L_out=0.105 Acc=0.91 ---311892.32 ms/batch
Step 00043950 L_out=0.166 Acc=0.73 ---339618.40 ms/batch
Step 00044000 L_out=0.486 Acc=0.67 ---368732.17 ms/batch
Round 4 | epoch=5, train costTime=381.35431838035583, | total_activation_sum=12706187
Round 4 | epoch=6, current m_iou=0.6388035029270765
Round 4 | Best m_IoU is: 0.659, OA is: 0.913 | val costTime=163.86552953720093
Round 4 | ****EPOCH 6****
Step 00044050 L_out=0.172 Acc=0.88 ---17525.69 ms/batch
Step 00044100 L_out=0.081 Acc=0.93 ---45518.38 ms/batch
Step 00044150 L_out=0.120 Acc=0.93 ---73518.48 ms/batch
Step 00044200 L_out=0.229 Acc=0.90 ---101863.63 ms/batch
Step 00044250 L_out=0.290 Acc=0.84 ---131350.22 ms/batch
Step 00044300 L_out=0.213 Acc=0.86 ---159747.05 ms/batch
Step 00044350 L_out=0.167 Acc=0.89 ---188940.07 ms/batch
Step 00044400 L_out=0.322 Acc=0.77 ---218819.81 ms/batch
Step 00044450 L_out=0.411 Acc=0.66 ---246709.00 ms/batch
Step 00044500 L_out=0.193 Acc=0.78 ---276141.22 ms/batch
Step 00044550 L_out=0.164 Acc=0.88 ---305081.32 ms/batch
Step 00044600 L_out=0.583 Acc=0.80 ---338668.88 ms/batch
Step 00044650 L_out=0.126 Acc=0.90 ---372261.12 ms/batch
Round 4 | epoch=6, train costTime=397.91382360458374, | total_activation_sum=12549765
Round 4 | epoch=7, current m_iou=0.6683605249334227
Round 4 | Best m_IoU is: 0.668, OA is: 0.912 | val costTime=174.69675970077515
Round 4 | ****EPOCH 7****
Step 00044700 L_out=0.167 Acc=0.87 --- 6785.71 ms/batch
Step 00044750 L_out=0.177 Acc=0.85 ---37669.25 ms/batch
Step 00044800 L_out=0.213 Acc=0.86 ---67428.39 ms/batch
Step 00044850 L_out=0.411 Acc=0.90 ---96934.61 ms/batch
Step 00044900 L_out=0.101 Acc=0.88 ---127106.64 ms/batch
Step 00044950 L_out=0.052 Acc=0.84 ---156617.36 ms/batch
Step 00045000 L_out=0.390 Acc=0.74 ---186457.93 ms/batch
Step 00045050 L_out=0.386 Acc=0.81 ---215190.13 ms/batch
Step 00045100 L_out=0.278 Acc=0.83 ---244157.28 ms/batch
Step 00045150 L_out=0.170 Acc=0.68 ---274216.03 ms/batch
Step 00045200 L_out=0.456 Acc=0.77 ---303062.63 ms/batch
Step 00045250 L_out=0.396 Acc=0.86 ---331417.09 ms/batch
Step 00045300 L_out=0.360 Acc=0.84 ---360770.90 ms/batch
Step 00045350 L_out=0.193 Acc=0.91 ---392009.88 ms/batch
Round 4 | epoch=7, train costTime=396.1336615085602, | total_activation_sum=12754490
Round 4 | epoch=8, current m_iou=0.6678871739068489
Round 4 | Best m_IoU is: 0.668, OA is: 0.912 | val costTime=174.45015931129456
Round 4 | ****EPOCH 8****
Step 00045400 L_out=0.188 Acc=0.87 ---26243.87 ms/batch
Step 00045450 L_out=0.287 Acc=0.64 ---57811.26 ms/batch
Step 00045500 L_out=0.182 Acc=0.79 ---87402.46 ms/batch
Step 00045550 L_out=0.148 Acc=0.89 ---115887.60 ms/batch
Step 00045600 L_out=0.316 Acc=0.81 ---144217.09 ms/batch
Step 00045650 L_out=0.259 Acc=0.88 ---173582.12 ms/batch
Step 00045700 L_out=0.126 Acc=0.88 ---201564.56 ms/batch
Step 00045750 L_out=0.155 Acc=0.78 ---230548.27 ms/batch
Step 00045800 L_out=0.055 Acc=0.93 ---260047.03 ms/batch
Step 00045850 L_out=0.203 Acc=0.86 ---288476.55 ms/batch
Step 00045900 L_out=0.168 Acc=0.86 ---316327.84 ms/batch
Step 00045950 L_out=0.094 Acc=0.73 ---345419.90 ms/batch
Step 00046000 L_out=0.102 Acc=0.82 ---374482.10 ms/batch
Round 4 | epoch=8, train costTime=386.7424740791321, | total_activation_sum=12510126
Round 4 | epoch=9, current m_iou=0.6603563772870586
Round 4 | Best m_IoU is: 0.668, OA is: 0.912 | val costTime=170.2978105545044
Round 4 | ****EPOCH 9****
Step 00046050 L_out=0.125 Acc=0.81 ---16418.91 ms/batch
Step 00046100 L_out=0.054 Acc=0.94 ---45634.58 ms/batch
Step 00046150 L_out=0.162 Acc=0.75 ---77053.98 ms/batch
Step 00046200 L_out=0.147 Acc=0.89 ---106110.48 ms/batch
Step 00046250 L_out=0.266 Acc=0.90 ---133580.64 ms/batch
Step 00046300 L_out=0.138 Acc=0.87 ---162504.95 ms/batch
Step 00046350 L_out=0.078 Acc=0.92 ---191721.16 ms/batch
Step 00046400 L_out=0.069 Acc=0.92 ---220640.67 ms/batch
Step 00046450 L_out=0.678 Acc=0.86 ---250215.20 ms/batch
Step 00046500 L_out=0.177 Acc=0.72 ---280650.77 ms/batch
Step 00046550 L_out=0.131 Acc=0.89 ---311158.72 ms/batch
Step 00046600 L_out=0.282 Acc=0.89 ---340487.06 ms/batch
Step 00046650 L_out=0.943 Acc=0.71 ---370380.78 ms/batch
Round 4 | epoch=9, train costTime=392.94210028648376, | total_activation_sum=12694793
Round 4 | epoch=10, current m_iou=0.654003201213927
Round 4 | Best m_IoU is: 0.668, OA is: 0.912 | val costTime=171.9376380443573
Round 4 | ****EPOCH 10****
Step 00046700 L_out=0.254 Acc=0.86 --- 6456.80 ms/batch
Step 00046750 L_out=0.207 Acc=0.90 ---35171.76 ms/batch
Step 00046800 L_out=0.193 Acc=0.89 ---64762.93 ms/batch
Step 00046850 L_out=0.064 Acc=0.86 ---95115.70 ms/batch
Step 00046900 L_out=0.157 Acc=0.86 ---125295.07 ms/batch
Step 00046950 L_out=0.244 Acc=0.85 ---157262.69 ms/batch
Step 00047000 L_out=0.082 Acc=0.96 ---185607.32 ms/batch
Step 00047050 L_out=0.179 Acc=0.83 ---215052.37 ms/batch
Step 00047100 L_out=0.228 Acc=0.87 ---244655.86 ms/batch
Step 00047150 L_out=0.151 Acc=0.87 ---274915.92 ms/batch
Step 00047200 L_out=0.093 Acc=0.84 ---303854.90 ms/batch
Step 00047250 L_out=0.163 Acc=0.88 ---332051.46 ms/batch
Step 00047300 L_out=0.148 Acc=0.85 ---362190.40 ms/batch
Step 00047350 L_out=0.045 Acc=0.90 ---392896.49 ms/batch
Round 4 | epoch=10, train costTime=397.51828169822693, | total_activation_sum=12596258
Round 4 | epoch=11, current m_iou=0.6528980621536261
Round 4 | Best m_IoU is: 0.668, OA is: 0.912 | val costTime=175.98989176750183
Round 4 | ****EPOCH 11****
Step 00047400 L_out=0.094 Acc=0.82 ---27030.80 ms/batch
Step 00047450 L_out=0.108 Acc=0.90 ---58405.13 ms/batch
Step 00047500 L_out=0.187 Acc=0.92 ---88909.08 ms/batch
Step 00047550 L_out=0.210 Acc=0.83 ---120982.83 ms/batch
Step 00047600 L_out=0.315 Acc=0.85 ---152828.25 ms/batch
Step 00047650 L_out=0.075 Acc=0.88 ---184221.80 ms/batch
Step 00047700 L_out=0.158 Acc=0.84 ---215892.48 ms/batch
Step 00047750 L_out=0.772 Acc=0.86 ---246825.57 ms/batch
Step 00047800 L_out=0.149 Acc=0.92 ---277669.45 ms/batch
Step 00047850 L_out=0.265 Acc=0.86 ---308312.83 ms/batch
Step 00047900 L_out=0.041 Acc=0.86 ---341052.90 ms/batch
Step 00047950 L_out=0.223 Acc=0.88 ---372103.10 ms/batch
Step 00048000 L_out=0.082 Acc=0.89 ---403720.59 ms/batch
Round 4 | epoch=11, train costTime=418.1928427219391, | total_activation_sum=12715101
Round 4 | epoch=12, current m_iou=0.6480692399867937
Round 4 | Best m_IoU is: 0.668, OA is: 0.912 | val costTime=177.7068066596985
Round 4 | ****EPOCH 12****
Step 00048050 L_out=0.134 Acc=0.84 ---15721.78 ms/batch
Step 00048100 L_out=0.061 Acc=0.82 ---48179.98 ms/batch
Step 00048150 L_out=0.154 Acc=0.84 ---78756.58 ms/batch
Step 00048200 L_out=0.066 Acc=0.90 ---110687.38 ms/batch
Step 00048250 L_out=0.189 Acc=0.91 ---141235.44 ms/batch
Step 00048300 L_out=0.121 Acc=0.91 ---173277.94 ms/batch
Step 00048350 L_out=0.239 Acc=0.75 ---203148.03 ms/batch
Step 00048400 L_out=0.721 Acc=0.82 ---234132.57 ms/batch
Step 00048450 L_out=0.190 Acc=0.81 ---265069.33 ms/batch
Step 00048500 L_out=0.099 Acc=0.89 ---294727.57 ms/batch
Step 00048550 L_out=0.232 Acc=0.91 ---324882.41 ms/batch
Step 00048600 L_out=0.226 Acc=0.89 ---354188.25 ms/batch
Step 00048650 L_out=0.091 Acc=0.80 ---384371.66 ms/batch
Round 4 | epoch=12, train costTime=409.5865476131439, | total_activation_sum=12626957
Round 4 | epoch=13, current m_iou=0.6466531660908934
Round 4 | Best m_IoU is: 0.668, OA is: 0.912 | val costTime=180.4805986881256
Round 4 | ****EPOCH 13****
Step 00048700 L_out=0.230 Acc=0.85 --- 5723.16 ms/batch
Step 00048750 L_out=0.211 Acc=0.92 ---35808.23 ms/batch
Step 00048800 L_out=0.167 Acc=0.79 ---66824.79 ms/batch
Step 00048850 L_out=0.183 Acc=0.82 ---98674.17 ms/batch
Step 00048900 L_out=0.056 Acc=0.77 ---128847.18 ms/batch
Step 00048950 L_out=0.207 Acc=0.88 ---159008.93 ms/batch
Step 00049000 L_out=0.169 Acc=0.71 ---189908.44 ms/batch
Step 00049050 L_out=0.230 Acc=0.90 ---220919.12 ms/batch
Step 00049100 L_out=0.066 Acc=0.93 ---251890.55 ms/batch
Step 00049150 L_out=0.121 Acc=0.87 ---283025.63 ms/batch
Step 00049200 L_out=0.120 Acc=0.91 ---313307.47 ms/batch
Step 00049250 L_out=0.307 Acc=0.89 ---343351.54 ms/batch
Step 00049300 L_out=0.032 Acc=0.93 ---375094.19 ms/batch
Step 00049350 L_out=0.048 Acc=0.89 ---404876.38 ms/batch
Round 4 | epoch=13, train costTime=410.01936507225037, | total_activation_sum=12660897
Round 4 | epoch=14, current m_iou=0.6330718588090875
Round 4 | Best m_IoU is: 0.668, OA is: 0.912 | val costTime=180.9789936542511
Round 4 | ****EPOCH 14****
Step 00049400 L_out=0.343 Acc=0.56 ---25707.21 ms/batch
Step 00049450 L_out=0.081 Acc=0.84 ---55704.46 ms/batch
Step 00049500 L_out=0.061 Acc=0.85 ---87235.38 ms/batch
Step 00049550 L_out=0.103 Acc=0.85 ---117439.50 ms/batch
Step 00049600 L_out=0.139 Acc=0.89 ---149052.58 ms/batch
Step 00049650 L_out=0.211 Acc=0.88 ---179895.18 ms/batch
Step 00049700 L_out=0.098 Acc=0.89 ---211290.15 ms/batch
Step 00049750 L_out=0.063 Acc=0.84 ---239893.66 ms/batch
Step 00049800 L_out=0.081 Acc=0.92 ---270173.66 ms/batch
Step 00049850 L_out=0.119 Acc=0.88 ---299702.39 ms/batch
Step 00049900 L_out=0.096 Acc=0.93 ---331170.82 ms/batch
Step 00049950 L_out=0.164 Acc=0.89 ---361701.76 ms/batch
Step 00050000 L_out=0.130 Acc=0.81 ---391523.31 ms/batch
Round 4 | epoch=14, train costTime=406.73852729797363, | total_activation_sum=12650857
Round 4 | epoch=15, current m_iou=0.6536068753955384
Round 4 | Best m_IoU is: 0.668, OA is: 0.912 | val costTime=176.84328293800354
Round 4 | ****EPOCH 15****
Step 00050050 L_out=0.087 Acc=0.89 ---14325.03 ms/batch
Step 00050100 L_out=0.207 Acc=0.83 ---44354.94 ms/batch
Step 00050150 L_out=0.041 Acc=0.93 ---74198.96 ms/batch
Step 00050200 L_out=0.499 Acc=0.86 ---103252.32 ms/batch
Step 00050250 L_out=0.158 Acc=0.90 ---132735.79 ms/batch
Step 00050300 L_out=0.138 Acc=0.81 ---162210.35 ms/batch
Step 00050350 L_out=0.141 Acc=0.92 ---190636.01 ms/batch
Step 00050400 L_out=0.311 Acc=0.87 ---218856.02 ms/batch
Step 00050450 L_out=0.407 Acc=0.86 ---247093.60 ms/batch
Step 00050500 L_out=0.109 Acc=0.87 ---274223.82 ms/batch
Step 00050550 L_out=0.080 Acc=0.92 ---300778.68 ms/batch
Step 00050600 L_out=0.037 Acc=0.75 ---325111.87 ms/batch
Step 00050650 L_out=0.094 Acc=0.91 ---349941.27 ms/batch
Round 4 | epoch=15, train costTime=370.49246048927307, | total_activation_sum=12693366
Round 4 | epoch=16, current m_iou=0.6526753378828798
Round 4 | Best m_IoU is: 0.668, OA is: 0.912 | val costTime=157.9344654083252
Round 4 | ****EPOCH 16****
Step 00050700 L_out=0.112 Acc=0.81 --- 3921.98 ms/batch
Step 00050750 L_out=0.096 Acc=0.90 ---28261.94 ms/batch
Step 00050800 L_out=0.120 Acc=0.84 ---52398.77 ms/batch
Step 00050850 L_out=0.173 Acc=0.87 ---76811.71 ms/batch
Step 00050900 L_out=0.057 Acc=0.86 ---101144.26 ms/batch
Step 00050950 L_out=0.106 Acc=0.85 ---125429.67 ms/batch
Step 00051000 L_out=0.174 Acc=0.86 ---149969.52 ms/batch
Step 00051050 L_out=0.142 Acc=0.91 ---174307.36 ms/batch
Step 00051100 L_out=0.060 Acc=0.89 ---198773.23 ms/batch
Step 00051150 L_out=0.026 Acc=0.91 ---223770.90 ms/batch
Step 00051200 L_out=0.217 Acc=0.89 ---248307.94 ms/batch
Step 00051250 L_out=0.125 Acc=0.89 ---272401.26 ms/batch
Step 00051300 L_out=0.081 Acc=0.90 ---297428.47 ms/batch
Step 00051350 L_out=0.232 Acc=0.83 ---321837.73 ms/batch
Round 4 | epoch=16, train costTime=326.31134271621704, | total_activation_sum=12483604
Round 4 | epoch=17, current m_iou=0.6473374891484786
Round 4 | Best m_IoU is: 0.668, OA is: 0.912 | val costTime=158.37703561782837
Round 4 | ****EPOCH 17****
Step 00051400 L_out=0.032 Acc=0.96 ---20473.52 ms/batch
Step 00051450 L_out=0.066 Acc=0.91 ---45082.41 ms/batch
Step 00051500 L_out=0.122 Acc=0.91 ---69538.78 ms/batch
Step 00051550 L_out=0.088 Acc=0.89 ---94510.71 ms/batch
Step 00051600 L_out=0.077 Acc=0.85 ---118963.70 ms/batch
Step 00051650 L_out=0.062 Acc=0.90 ---143457.19 ms/batch
Step 00051700 L_out=0.224 Acc=0.85 ---168174.82 ms/batch
Step 00051750 L_out=0.221 Acc=0.83 ---192346.95 ms/batch
Step 00051800 L_out=0.064 Acc=0.89 ---215495.70 ms/batch
Step 00051850 L_out=0.061 Acc=0.88 ---238989.06 ms/batch
Step 00051900 L_out=0.041 Acc=0.92 ---262562.19 ms/batch
Step 00051950 L_out=0.051 Acc=0.93 ---286046.49 ms/batch
Step 00052000 L_out=0.132 Acc=0.85 ---309283.09 ms/batch
Round 4 | epoch=17, train costTime=321.46917629241943, | total_activation_sum=12842125
Round 4 | epoch=18, current m_iou=0.637643559460404
Round 4 | Best m_IoU is: 0.668, OA is: 0.912 | val costTime=140.38523411750793
Round 4 | ****EPOCH 18****
Step 00052050 L_out=0.053 Acc=0.81 ---11170.00 ms/batch
Step 00052100 L_out=1.043 Acc=0.63 ---34523.19 ms/batch
Step 00052150 L_out=0.028 Acc=0.94 ---57828.00 ms/batch
Step 00052200 L_out=0.016 Acc=0.92 ---81112.22 ms/batch
Step 00052250 L_out=0.013 Acc=0.94 ---104418.30 ms/batch
Step 00052300 L_out=0.107 Acc=0.85 ---127842.86 ms/batch
Step 00052350 L_out=0.085 Acc=0.89 ---151230.60 ms/batch
Step 00052400 L_out=1.933 Acc=0.72 ---174676.62 ms/batch
Step 00052450 L_out=0.162 Acc=0.86 ---197944.78 ms/batch
Step 00052500 L_out=0.069 Acc=0.80 ---221327.53 ms/batch
Step 00052550 L_out=0.042 Acc=0.70 ---244830.22 ms/batch
Step 00052600 L_out=0.077 Acc=0.92 ---268291.73 ms/batch
Step 00052650 L_out=0.379 Acc=0.79 ---291712.04 ms/batch
Round 4 | epoch=18, train costTime=311.9117519855499, | total_activation_sum=12630755
Round 4 | epoch=19, current m_iou=0.6443864224044646
Round 4 | Best m_IoU is: 0.668, OA is: 0.912 | val costTime=144.74865174293518
Round 4 | ****EPOCH 19****
Step 00052700 L_out=0.157 Acc=0.91 --- 3322.66 ms/batch
Step 00052750 L_out=0.153 Acc=0.91 ---26660.17 ms/batch
Step 00052800 L_out=0.099 Acc=0.86 ---50078.29 ms/batch
Step 00052850 L_out=0.135 Acc=0.86 ---73362.92 ms/batch
Step 00052900 L_out=0.224 Acc=0.79 ---96760.18 ms/batch
Step 00052950 L_out=0.079 Acc=0.88 ---119989.17 ms/batch
Step 00053000 L_out=0.133 Acc=0.92 ---143279.19 ms/batch
Step 00053050 L_out=0.035 Acc=0.92 ---166854.07 ms/batch
Step 00053100 L_out=0.038 Acc=0.90 ---190194.27 ms/batch
Step 00053150 L_out=0.194 Acc=0.82 ---213473.46 ms/batch
Step 00053200 L_out=0.104 Acc=0.90 ---236633.77 ms/batch
Step 00053250 L_out=0.092 Acc=0.86 ---259840.36 ms/batch
Step 00053300 L_out=0.042 Acc=0.91 ---283059.56 ms/batch
Step 00053350 L_out=0.013 Acc=0.90 ---306405.95 ms/batch
Round 4 | epoch=19, train costTime=311.12656021118164, | total_activation_sum=12583456
Round 4 | epoch=20, current m_iou=0.6461896653065742
Round 4 | Best m_IoU is: 0.668, OA is: 0.912 | val costTime=143.48581171035767
Round 4 | ****EPOCH 20****
Step 00053400 L_out=0.257 Acc=0.90 ---18569.32 ms/batch
Step 00053450 L_out=0.509 Acc=0.80 ---41702.29 ms/batch
Step 00053500 L_out=0.032 Acc=0.91 ---65087.80 ms/batch
Step 00053550 L_out=0.360 Acc=0.91 ---88501.20 ms/batch
Step 00053600 L_out=0.145 Acc=0.86 ---111875.04 ms/batch
Step 00053650 L_out=0.042 Acc=0.92 ---135494.14 ms/batch
Step 00053700 L_out=0.114 Acc=0.94 ---158944.63 ms/batch
Step 00053750 L_out=0.186 Acc=0.86 ---182308.66 ms/batch
Step 00053800 L_out=0.097 Acc=0.89 ---205749.73 ms/batch
Step 00053850 L_out=0.080 Acc=0.79 ---229127.67 ms/batch
Step 00053900 L_out=0.080 Acc=0.95 ---252542.11 ms/batch
Step 00053950 L_out=0.021 Acc=0.92 ---275995.75 ms/batch
Step 00054000 L_out=0.040 Acc=0.95 ---299542.10 ms/batch
Round 4 | epoch=20, train costTime=312.52148365974426, | total_activation_sum=12697095
Round 4 | epoch=21, current m_iou=0.643447940465469
Round 4 | Best m_IoU is: 0.668, OA is: 0.912 | val costTime=152.24376487731934
Round 4 | ****EPOCH 21****
Step 00054050 L_out=0.083 Acc=0.89 ---10991.59 ms/batch
Step 00054100 L_out=0.055 Acc=0.93 ---35235.85 ms/batch
Step 00054150 L_out=0.244 Acc=0.93 ---59493.15 ms/batch
Step 00054200 L_out=0.033 Acc=0.93 ---83916.92 ms/batch
Step 00054250 L_out=0.099 Acc=0.82 ---107719.52 ms/batch
Step 00054300 L_out=0.072 Acc=0.93 ---131810.09 ms/batch
Step 00054350 L_out=0.182 Acc=0.88 ---155865.79 ms/batch
Step 00054400 L_out=0.124 Acc=0.91 ---179780.06 ms/batch
Step 00054450 L_out=0.093 Acc=0.88 ---203706.86 ms/batch
Step 00054500 L_out=0.247 Acc=0.78 ---227979.29 ms/batch
Step 00054550 L_out=0.129 Acc=0.79 ---251868.86 ms/batch
Step 00054600 L_out=0.098 Acc=0.91 ---276186.55 ms/batch
Step 00054650 L_out=0.359 Acc=0.91 ---300207.67 ms/batch
Round 4 | epoch=21, train costTime=321.3563070297241, | total_activation_sum=12454178
Round 4 | epoch=22, current m_iou=0.6485129504495724
Round 4 | Best m_IoU is: 0.668, OA is: 0.912 | val costTime=157.4363317489624
Round 4 | ****EPOCH 22****
Step 00054700 L_out=0.064 Acc=0.88 --- 2862.08 ms/batch
Step 00054750 L_out=0.190 Acc=0.92 ---27056.56 ms/batch
Step 00054800 L_out=0.045 Acc=0.92 ---51184.80 ms/batch
Step 00054850 L_out=0.116 Acc=0.94 ---75459.95 ms/batch
Step 00054900 L_out=0.088 Acc=0.85 ---99709.87 ms/batch
Step 00054950 L_out=0.092 Acc=0.82 ---124440.57 ms/batch
Step 00055000 L_out=0.087 Acc=0.95 ---148912.33 ms/batch
Step 00055050 L_out=0.040 Acc=0.90 ---173394.04 ms/batch
Step 00055100 L_out=0.039 Acc=0.94 ---197689.03 ms/batch
Step 00055150 L_out=0.104 Acc=0.92 ---221776.53 ms/batch
Step 00055200 L_out=0.085 Acc=0.90 ---245890.49 ms/batch
Step 00055250 L_out=0.057 Acc=0.89 ---272504.82 ms/batch
Step 00055300 L_out=0.168 Acc=0.88 ---300415.91 ms/batch
Step 00055350 L_out=0.217 Acc=0.91 ---328958.46 ms/batch
Round 4 | epoch=22, train costTime=335.30573201179504, | total_activation_sum=12794326
Round 4 | epoch=23, current m_iou=0.6507217854472191
Round 4 | Best m_IoU is: 0.668, OA is: 0.912 | val costTime=138.34310865402222
Round 4 | ****EPOCH 23****
Step 00055400 L_out=0.101 Acc=0.85 ---19169.83 ms/batch
Step 00055450 L_out=0.110 Acc=0.86 ---43339.35 ms/batch
Step 00055500 L_out=0.228 Acc=0.96 ---67684.34 ms/batch
Step 00055550 L_out=0.069 Acc=0.92 ---92062.06 ms/batch
Step 00055600 L_out=0.050 Acc=0.91 ---119538.35 ms/batch
Step 00055650 L_out=0.286 Acc=0.86 ---147192.90 ms/batch
Step 00055700 L_out=0.060 Acc=0.88 ---175418.11 ms/batch
Step 00055750 L_out=0.065 Acc=0.86 ---204149.56 ms/batch
Step 00055800 L_out=0.170 Acc=0.86 ---232196.36 ms/batch
Step 00055850 L_out=0.053 Acc=0.96 ---260064.98 ms/batch
Step 00055900 L_out=0.078 Acc=0.86 ---289169.48 ms/batch
Step 00055950 L_out=0.394 Acc=0.85 ---317960.37 ms/batch
Step 00056000 L_out=0.044 Acc=0.96 ---346964.68 ms/batch
Round 4 | epoch=23, train costTime=362.07648944854736, | total_activation_sum=12570955
Round 4 | epoch=24, current m_iou=0.6518980618042729
Round 4 | Best m_IoU is: 0.668, OA is: 0.912 | val costTime=163.48332715034485
Round 4 | ****EPOCH 24****
Step 00056050 L_out=0.120 Acc=0.92 ---12092.28 ms/batch
Step 00056100 L_out=0.082 Acc=0.90 ---39485.47 ms/batch
Step 00056150 L_out=0.054 Acc=0.93 ---67702.20 ms/batch
Step 00056200 L_out=0.045 Acc=0.78 ---95895.48 ms/batch
Step 00056250 L_out=0.046 Acc=0.90 ---123588.74 ms/batch
Step 00056300 L_out=0.601 Acc=0.86 ---152679.28 ms/batch
Step 00056350 L_out=0.264 Acc=0.84 ---181380.19 ms/batch
Step 00056400 L_out=0.169 Acc=0.87 ---209210.91 ms/batch
Step 00056450 L_out=0.030 Acc=0.91 ---237602.41 ms/batch
Step 00056500 L_out=0.211 Acc=0.85 ---265372.95 ms/batch
Step 00056550 L_out=0.123 Acc=0.94 ---293977.51 ms/batch
Step 00056600 L_out=0.053 Acc=0.92 ---322049.67 ms/batch
Step 00056650 L_out=0.052 Acc=0.82 ---349979.58 ms/batch
Round 4 | epoch=24, train costTime=375.854948759079, | total_activation_sum=12782945
Round 4 | epoch=25, current m_iou=0.6516957608603489
Round 4 | Best m_IoU is: 0.668, OA is: 0.912 | val costTime=165.5401463508606
Round 4 | ****EPOCH 25****
Step 00056700 L_out=0.027 Acc=0.91 --- 2802.82 ms/batch
Step 00056750 L_out=0.069 Acc=0.92 ---30667.55 ms/batch
Step 00056800 L_out=0.103 Acc=0.92 ---60810.93 ms/batch
Step 00056850 L_out=0.209 Acc=0.88 ---89433.32 ms/batch
Step 00056900 L_out=0.054 Acc=0.74 ---116655.59 ms/batch
Step 00056950 L_out=0.085 Acc=0.90 ---145234.77 ms/batch
Step 00057000 L_out=0.047 Acc=0.83 ---173612.65 ms/batch
Step 00057050 L_out=0.071 Acc=0.89 ---202730.88 ms/batch
Step 00057100 L_out=0.088 Acc=0.94 ---231109.73 ms/batch
Step 00057150 L_out=0.035 Acc=0.93 ---257866.36 ms/batch
Step 00057200 L_out=0.070 Acc=0.89 ---286797.33 ms/batch
Step 00057250 L_out=0.063 Acc=0.92 ---315231.95 ms/batch
Step 00057300 L_out=0.299 Acc=0.83 ---342502.40 ms/batch
Step 00057350 L_out=0.183 Acc=0.91 ---370404.77 ms/batch
Round 4 | epoch=25, train costTime=377.0831117630005, | total_activation_sum=12604815
Round 4 | epoch=26, current m_iou=0.6482137907301937
Round 4 | Best m_IoU is: 0.668, OA is: 0.912 | val costTime=166.95158624649048
Round 4 | ****EPOCH 26****
Step 00057400 L_out=0.112 Acc=0.81 ---21545.52 ms/batch
Step 00057450 L_out=0.154 Acc=0.91 ---50931.24 ms/batch
Step 00057500 L_out=0.015 Acc=0.90 ---78175.63 ms/batch
Step 00057550 L_out=0.050 Acc=0.94 ---106938.30 ms/batch
Step 00057600 L_out=0.041 Acc=0.92 ---134661.96 ms/batch
Step 00057650 L_out=0.038 Acc=0.93 ---162954.10 ms/batch
Step 00057700 L_out=0.087 Acc=0.91 ---191366.94 ms/batch
Step 00057750 L_out=0.007 Acc=0.88 ---219167.67 ms/batch
Step 00057800 L_out=0.028 Acc=0.94 ---247988.52 ms/batch
Step 00057850 L_out=0.050 Acc=0.93 ---276628.87 ms/batch
Step 00057900 L_out=0.152 Acc=0.89 ---305672.95 ms/batch
Step 00057950 L_out=0.262 Acc=0.87 ---333535.55 ms/batch
Step 00058000 L_out=0.204 Acc=0.86 ---362059.85 ms/batch
Round 4 | epoch=26, train costTime=378.58672642707825, | total_activation_sum=12615745
Round 4 | epoch=27, current m_iou=0.6565916267221144
Round 4 | Best m_IoU is: 0.668, OA is: 0.912 | val costTime=187.40214490890503
Round 4 | ****EPOCH 27****
Step 00058050 L_out=0.078 Acc=0.90 ---11707.27 ms/batch
Step 00058100 L_out=0.102 Acc=0.82 ---39664.89 ms/batch
Step 00058150 L_out=0.035 Acc=0.94 ---68591.47 ms/batch
Step 00058200 L_out=0.030 Acc=0.91 ---105618.84 ms/batch
Step 00058250 L_out=0.044 Acc=0.94 ---132837.61 ms/batch
Step 00058300 L_out=0.106 Acc=0.87 ---160656.49 ms/batch
Step 00058350 L_out=0.175 Acc=0.90 ---188818.34 ms/batch
Step 00058400 L_out=0.057 Acc=0.91 ---216967.63 ms/batch
Step 00058450 L_out=0.149 Acc=0.93 ---246706.11 ms/batch
Step 00058500 L_out=0.047 Acc=0.94 ---274949.56 ms/batch
Step 00058550 L_out=0.033 Acc=0.92 ---302097.89 ms/batch
Step 00058600 L_out=0.055 Acc=0.90 ---329757.98 ms/batch
Step 00058650 L_out=0.096 Acc=0.86 ---359378.83 ms/batch
Round 4 | epoch=27, train costTime=393.6180520057678, | total_activation_sum=12477853
Round 4 | epoch=28, current m_iou=0.6592203162159112
Round 4 | Best m_IoU is: 0.668, OA is: 0.912 | val costTime=162.96357917785645
Round 4 | ****EPOCH 28****
Step 00058700 L_out=0.118 Acc=0.88 --- 2346.90 ms/batch
Step 00058750 L_out=0.199 Acc=0.84 ---30952.23 ms/batch
Step 00058800 L_out=0.082 Acc=0.94 ---59420.97 ms/batch
Step 00058850 L_out=0.096 Acc=0.83 ---87758.20 ms/batch
Step 00058900 L_out=0.017 Acc=0.91 ---116496.47 ms/batch
Step 00058950 L_out=0.057 Acc=0.82 ---145639.17 ms/batch
Step 00059000 L_out=0.076 Acc=0.93 ---174897.29 ms/batch
Step 00059050 L_out=0.088 Acc=0.93 ---204837.80 ms/batch
Step 00059100 L_out=0.112 Acc=0.88 ---234177.46 ms/batch
Step 00059150 L_out=0.031 Acc=0.89 ---264935.73 ms/batch
Step 00059200 L_out=0.100 Acc=0.92 ---294588.89 ms/batch
Step 00059250 L_out=0.014 Acc=0.88 ---322845.16 ms/batch
Step 00059300 L_out=0.051 Acc=0.96 ---354435.47 ms/batch
Step 00059350 L_out=0.033 Acc=0.91 ---384217.06 ms/batch
Round 4 | epoch=28, train costTime=391.8253798484802, | total_activation_sum=12689922
Round 4 | epoch=29, current m_iou=0.6625286354441047
Round 4 | Best m_IoU is: 0.668, OA is: 0.912 | val costTime=177.62384867668152
Round 4 | ****EPOCH 29****
Step 00059400 L_out=0.344 Acc=0.84 ---21550.80 ms/batch
Step 00059450 L_out=0.025 Acc=0.93 ---50909.06 ms/batch
Step 00059500 L_out=0.140 Acc=0.89 ---79652.40 ms/batch
Step 00059550 L_out=0.124 Acc=0.88 ---112023.06 ms/batch
Step 00059600 L_out=0.018 Acc=0.94 ---143140.71 ms/batch
Step 00059650 L_out=0.040 Acc=0.88 ---173700.67 ms/batch
Step 00059700 L_out=0.036 Acc=0.96 ---203240.00 ms/batch
Step 00059750 L_out=0.101 Acc=0.86 ---235839.58 ms/batch
Step 00059800 L_out=0.028 Acc=0.93 ---267225.41 ms/batch
Step 00059850 L_out=0.090 Acc=0.88 ---298799.15 ms/batch
Step 00059900 L_out=0.103 Acc=0.88 ---331046.06 ms/batch
Step 00059950 L_out=0.125 Acc=0.95 ---361682.68 ms/batch
Step 00060000 L_out=0.016 Acc=0.93 ---394195.81 ms/batch
Round 4 | epoch=29, train costTime=413.4660782814026, | total_activation_sum=12763413
Round 4 | epoch=30, current m_iou=0.6614084748586102
Round 4 | Best m_IoU is: 0.668, OA is: 0.912 | val costTime=180.01225924491882
Round 4 | ****EPOCH 30****
Round 5 | ****EPOCH 0****
Step 00060050 L_out=0.101 Acc=0.76 ---12699.06 ms/batch
Step 00060100 L_out=0.407 Acc=0.76 ---44423.32 ms/batch
Step 00060150 L_out=0.369 Acc=0.62 ---75876.28 ms/batch
Step 00060200 L_out=0.823 Acc=0.60 ---106918.48 ms/batch
Step 00060250 L_out=0.543 Acc=0.79 ---139431.24 ms/batch
Step 00060300 L_out=0.307 Acc=0.78 ---172478.29 ms/batch
Step 00060350 L_out=0.382 Acc=0.27 ---204799.68 ms/batch
Step 00060400 L_out=0.165 Acc=0.76 ---237364.95 ms/batch
Step 00060450 L_out=0.227 Acc=0.76 ---271524.24 ms/batch
Step 00060500 L_out=0.158 Acc=0.87 ---305336.00 ms/batch
Step 00060550 L_out=1.049 Acc=0.73 ---336774.41 ms/batch
Step 00060600 L_out=0.163 Acc=0.88 ---369177.09 ms/batch
Step 00060650 L_out=0.301 Acc=0.78 ---401998.61 ms/batch
Round 5 | epoch=0, train costTime=432.478147983551, | total_activation_sum=16945230
Round 5 | epoch=1, current m_iou=0.5213952615526486
Round 5 | Best m_IoU is: 0.521, OA is: 0.841 | val costTime=184.9073407649994
Round 5 | ****EPOCH 1****
Step 00060700 L_out=0.226 Acc=0.90 --- 2335.12 ms/batch
Step 00060750 L_out=0.179 Acc=0.74 ---34405.65 ms/batch
Step 00060800 L_out=0.400 Acc=0.88 ---68027.23 ms/batch
Step 00060850 L_out=0.670 Acc=0.73 ---99989.04 ms/batch
Step 00060900 L_out=0.539 Acc=0.84 ---130901.98 ms/batch
Step 00060950 L_out=0.381 Acc=0.86 ---163930.43 ms/batch
Step 00061000 L_out=0.177 Acc=0.77 ---197383.51 ms/batch
Step 00061050 L_out=0.508 Acc=0.86 ---230308.24 ms/batch
Step 00061100 L_out=0.647 Acc=0.85 ---263608.67 ms/batch
Step 00061150 L_out=0.441 Acc=0.75 ---296613.37 ms/batch
Step 00061200 L_out=1.454 Acc=0.71 ---332244.24 ms/batch
Step 00061250 L_out=0.438 Acc=0.80 ---366290.00 ms/batch
Step 00061300 L_out=0.485 Acc=0.71 ---399800.94 ms/batch
Step 00061350 L_out=0.089 Acc=0.84 ---431148.84 ms/batch
Round 5 | epoch=1, train costTime=439.88403701782227, | total_activation_sum=16254818
Round 5 | epoch=2, current m_iou=0.559805345329253
Round 5 | Best m_IoU is: 0.560, OA is: 0.885 | val costTime=179.71929001808167
Round 5 | ****EPOCH 2****
Step 00061400 L_out=0.427 Acc=0.85 ---23137.58 ms/batch
Step 00061450 L_out=0.188 Acc=0.87 ---53229.45 ms/batch
Step 00061500 L_out=0.184 Acc=0.90 ---82360.64 ms/batch
Step 00061550 L_out=0.158 Acc=0.84 ---113644.29 ms/batch
Step 00061600 L_out=0.110 Acc=0.80 ---146040.36 ms/batch
Step 00061650 L_out=0.178 Acc=0.92 ---176612.88 ms/batch
Step 00061700 L_out=0.114 Acc=0.76 ---206412.18 ms/batch
Step 00061750 L_out=0.281 Acc=0.87 ---237156.95 ms/batch
Step 00061800 L_out=0.359 Acc=0.89 ---268722.91 ms/batch
Step 00061850 L_out=0.142 Acc=0.92 ---299793.37 ms/batch
Step 00061900 L_out=0.299 Acc=0.90 ---330676.15 ms/batch
Step 00061950 L_out=0.230 Acc=0.90 ---362459.21 ms/batch
Step 00062000 L_out=0.218 Acc=0.81 ---393461.77 ms/batch
Round 5 | epoch=2, train costTime=414.1389796733856, | total_activation_sum=16104589
Round 5 | epoch=3, current m_iou=0.6085503246648848
Round 5 | Best m_IoU is: 0.609, OA is: 0.882 | val costTime=178.16688680648804
Round 5 | ****EPOCH 3****
Step 00062050 L_out=0.546 Acc=0.88 ---11547.69 ms/batch
Step 00062100 L_out=0.076 Acc=0.84 ---40729.21 ms/batch
Step 00062150 L_out=0.192 Acc=0.90 ---70469.40 ms/batch
Step 00062200 L_out=0.276 Acc=0.87 ---101063.49 ms/batch
Step 00062250 L_out=0.222 Acc=0.83 ---131985.04 ms/batch
Step 00062300 L_out=0.663 Acc=0.79 ---163391.85 ms/batch
Step 00062350 L_out=0.460 Acc=0.86 ---194098.89 ms/batch
Step 00062400 L_out=0.608 Acc=0.80 ---225049.33 ms/batch
Step 00062450 L_out=0.126 Acc=0.91 ---257591.76 ms/batch
Step 00062500 L_out=0.241 Acc=0.93 ---290979.29 ms/batch
Step 00062550 L_out=0.315 Acc=0.91 ---322458.20 ms/batch
Step 00062600 L_out=0.111 Acc=0.86 ---353305.16 ms/batch
Step 00062650 L_out=0.142 Acc=0.72 ---382838.21 ms/batch
Round 5 | epoch=3, train costTime=413.11033606529236, | total_activation_sum=16131152
Round 5 | epoch=4, current m_iou=0.5949610569016852
Round 5 | Best m_IoU is: 0.609, OA is: 0.882 | val costTime=193.77162861824036
Round 5 | ****EPOCH 4****
Step 00062700 L_out=0.241 Acc=0.82 --- 1496.24 ms/batch
Step 00062750 L_out=0.184 Acc=0.80 ---31401.82 ms/batch
Step 00062800 L_out=0.332 Acc=0.83 ---62364.29 ms/batch
Step 00062850 L_out=0.538 Acc=0.83 ---91934.44 ms/batch
Step 00062900 L_out=0.431 Acc=0.83 ---123290.94 ms/batch
Step 00062950 L_out=0.094 Acc=0.93 ---155155.38 ms/batch
Step 00063000 L_out=0.126 Acc=0.81 ---187107.98 ms/batch
Step 00063050 L_out=0.331 Acc=0.78 ---218478.01 ms/batch
Step 00063100 L_out=0.499 Acc=0.78 ---248747.82 ms/batch
Step 00063150 L_out=0.216 Acc=0.90 ---279067.27 ms/batch
Step 00063200 L_out=0.204 Acc=0.85 ---311304.03 ms/batch
Step 00063250 L_out=1.134 Acc=0.84 ---342123.06 ms/batch
Step 00063300 L_out=0.147 Acc=0.92 ---372706.00 ms/batch
Step 00063350 L_out=0.172 Acc=0.95 ---403130.38 ms/batch
Round 5 | epoch=4, train costTime=412.4509656429291, | total_activation_sum=16137649
Round 5 | epoch=5, current m_iou=0.6405267490443532
Round 5 | Best m_IoU is: 0.641, OA is: 0.904 | val costTime=184.45067167282104
Round 5 | ****EPOCH 5****
Step 00063400 L_out=0.063 Acc=0.87 ---22308.89 ms/batch
Step 00063450 L_out=0.440 Acc=0.91 ---53447.31 ms/batch
Step 00063500 L_out=0.166 Acc=0.94 ---83032.80 ms/batch
Step 00063550 L_out=0.128 Acc=0.87 ---113813.16 ms/batch
Step 00063600 L_out=0.151 Acc=0.92 ---144354.90 ms/batch
Step 00063650 L_out=0.178 Acc=0.76 ---175312.20 ms/batch
Step 00063700 L_out=0.153 Acc=0.92 ---206690.01 ms/batch
Step 00063750 L_out=0.168 Acc=0.88 ---238874.46 ms/batch
Step 00063800 L_out=0.046 Acc=0.91 ---269001.60 ms/batch
Step 00063850 L_out=0.297 Acc=0.85 ---302573.06 ms/batch
Step 00063900 L_out=1.311 Acc=0.86 ---334378.24 ms/batch
Step 00063950 L_out=0.125 Acc=0.91 ---366703.86 ms/batch
Step 00064000 L_out=0.158 Acc=0.86 ---397255.25 ms/batch
Round 5 | epoch=5, train costTime=417.753808259964, | total_activation_sum=16361220
Round 5 | epoch=6, current m_iou=0.6531403907956819
Round 5 | Best m_IoU is: 0.653, OA is: 0.904 | val costTime=180.26552438735962
Round 5 | ****EPOCH 6****
Step 00064050 L_out=0.062 Acc=0.91 ---10715.19 ms/batch
Step 00064100 L_out=0.235 Acc=0.81 ---41192.09 ms/batch
Step 00064150 L_out=0.198 Acc=0.93 ---72130.15 ms/batch
Step 00064200 L_out=0.570 Acc=0.84 ---104204.69 ms/batch
Step 00064250 L_out=0.246 Acc=0.96 ---130498.08 ms/batch
Step 00064300 L_out=0.312 Acc=0.89 ---155659.99 ms/batch
Step 00064350 L_out=0.474 Acc=0.89 ---184192.13 ms/batch
Step 00064400 L_out=0.251 Acc=0.83 ---215957.40 ms/batch
Step 00064450 L_out=0.299 Acc=0.92 ---247200.47 ms/batch
Step 00064500 L_out=0.254 Acc=0.88 ---278259.66 ms/batch
Step 00064550 L_out=0.199 Acc=0.95 ---308870.97 ms/batch
Step 00064600 L_out=0.135 Acc=0.81 ---340749.60 ms/batch
Step 00064650 L_out=0.107 Acc=0.90 ---373193.59 ms/batch
Round 5 | epoch=6, train costTime=403.7910313606262, | total_activation_sum=16177049
Round 5 | epoch=7, current m_iou=0.6587486673063837
Round 5 | Best m_IoU is: 0.659, OA is: 0.909 | val costTime=182.15294981002808
Round 5 | ****EPOCH 7****
Step 00064700 L_out=0.229 Acc=0.80 ---  495.77 ms/batch
Step 00064750 L_out=0.105 Acc=0.86 ---31966.71 ms/batch
Step 00064800 L_out=0.272 Acc=0.89 ---61727.46 ms/batch
Step 00064850 L_out=0.062 Acc=0.87 ---93304.28 ms/batch
Step 00064900 L_out=0.206 Acc=0.93 ---123408.84 ms/batch
Step 00064950 L_out=0.253 Acc=0.88 ---154566.75 ms/batch
Step 00065000 L_out=0.121 Acc=0.91 ---185264.52 ms/batch
Step 00065050 L_out=0.249 Acc=0.84 ---216948.82 ms/batch
Step 00065100 L_out=0.055 Acc=0.87 ---248261.31 ms/batch
Step 00065150 L_out=0.065 Acc=0.94 ---279882.81 ms/batch
Step 00065200 L_out=0.302 Acc=0.92 ---311936.34 ms/batch
Step 00065250 L_out=0.183 Acc=0.88 ---344112.27 ms/batch
Step 00065300 L_out=0.194 Acc=0.86 ---374322.86 ms/batch
Step 00065350 L_out=0.217 Acc=0.91 ---405150.44 ms/batch
Round 5 | epoch=7, train costTime=415.27701783180237, | total_activation_sum=16136109
Round 5 | epoch=8, current m_iou=0.6568785770580114
Round 5 | Best m_IoU is: 0.659, OA is: 0.909 | val costTime=175.54344177246094
Round 5 | ****EPOCH 8****
Step 00065400 L_out=0.182 Acc=0.95 ---21800.61 ms/batch
Step 00065450 L_out=0.371 Acc=0.84 ---52535.89 ms/batch
Step 00065500 L_out=0.090 Acc=0.91 ---84585.62 ms/batch
Step 00065550 L_out=0.081 Acc=0.90 ---122381.22 ms/batch
Step 00065600 L_out=0.115 Acc=0.88 ---159379.87 ms/batch
Step 00065650 L_out=0.089 Acc=0.89 ---195244.62 ms/batch
Step 00065700 L_out=0.193 Acc=0.87 ---228499.67 ms/batch
Step 00065750 L_out=0.149 Acc=0.90 ---261475.38 ms/batch
Step 00065800 L_out=0.237 Acc=0.83 ---293095.91 ms/batch
Step 00065850 L_out=0.403 Acc=0.87 ---323935.56 ms/batch
Step 00065900 L_out=0.302 Acc=0.83 ---354439.29 ms/batch
Step 00065950 L_out=0.835 Acc=0.63 ---384403.94 ms/batch
Step 00066000 L_out=0.446 Acc=0.78 ---417274.28 ms/batch
Round 5 | epoch=8, train costTime=437.13583421707153, | total_activation_sum=16099567
Round 5 | epoch=9, current m_iou=0.6591197830855486
Round 5 | Best m_IoU is: 0.659, OA is: 0.909 | val costTime=176.29754662513733
Round 5 | ****EPOCH 9****
Step 00066050 L_out=0.204 Acc=0.69 ---11172.22 ms/batch
Step 00066100 L_out=0.297 Acc=0.88 ---42004.91 ms/batch
Step 00066150 L_out=0.119 Acc=0.89 ---72693.28 ms/batch
Step 00066200 L_out=0.069 Acc=0.94 ---103611.13 ms/batch
Step 00066250 L_out=0.438 Acc=0.87 ---134394.99 ms/batch
Step 00066300 L_out=0.223 Acc=0.90 ---165317.51 ms/batch
Step 00066350 L_out=0.139 Acc=0.87 ---196678.03 ms/batch
Step 00066400 L_out=0.413 Acc=0.88 ---229429.96 ms/batch
Step 00066450 L_out=0.091 Acc=0.89 ---262626.87 ms/batch
Step 00066500 L_out=0.068 Acc=0.90 ---293395.53 ms/batch
Step 00066550 L_out=0.106 Acc=0.88 ---323744.59 ms/batch
Step 00066600 L_out=0.100 Acc=0.87 ---354278.09 ms/batch
Step 00066650 L_out=0.364 Acc=0.83 ---386543.17 ms/batch
Step 00066700 L_out=0.246 Acc=0.79 ---417838.90 ms/batch
Round 5 | epoch=9, train costTime=417.83908700942993, | total_activation_sum=16098581
Round 5 | epoch=10, current m_iou=0.6581465812556055
Round 5 | Best m_IoU is: 0.659, OA is: 0.909 | val costTime=173.29644060134888
Round 5 | ****EPOCH 10****
Step 00066750 L_out=0.130 Acc=0.86 ---31169.82 ms/batch
Step 00066800 L_out=0.318 Acc=0.85 ---62096.03 ms/batch
Step 00066850 L_out=0.083 Acc=0.91 ---92505.09 ms/batch
Step 00066900 L_out=0.081 Acc=0.81 ---123101.46 ms/batch
Step 00066950 L_out=0.146 Acc=0.90 ---154187.98 ms/batch
Step 00067000 L_out=0.198 Acc=0.63 ---185424.08 ms/batch
Step 00067050 L_out=0.269 Acc=0.95 ---216237.52 ms/batch
Step 00067100 L_out=0.188 Acc=0.94 ---246264.71 ms/batch
Step 00067150 L_out=0.142 Acc=0.89 ---278876.86 ms/batch
Step 00067200 L_out=0.294 Acc=0.88 ---309814.56 ms/batch
Step 00067250 L_out=0.073 Acc=0.93 ---341155.18 ms/batch
Step 00067300 L_out=0.095 Acc=0.94 ---372350.98 ms/batch
Step 00067350 L_out=0.295 Acc=0.91 ---403387.32 ms/batch
Round 5 | epoch=10, train costTime=414.25258898735046, | total_activation_sum=16257395
Round 5 | epoch=11, current m_iou=0.6605117604795951
Round 5 | Best m_IoU is: 0.661, OA is: 0.911 | val costTime=175.3089566230774
Round 5 | ****EPOCH 11****
Step 00067400 L_out=0.239 Acc=0.89 ---20448.92 ms/batch
Step 00067450 L_out=0.252 Acc=0.92 ---51845.79 ms/batch
Step 00067500 L_out=0.548 Acc=0.90 ---83214.03 ms/batch
Step 00067550 L_out=0.141 Acc=0.93 ---113410.68 ms/batch
Step 00067600 L_out=0.289 Acc=0.83 ---144878.42 ms/batch
Step 00067650 L_out=0.346 Acc=0.86 ---175050.46 ms/batch
Step 00067700 L_out=0.079 Acc=0.93 ---206407.35 ms/batch
Step 00067750 L_out=0.067 Acc=0.89 ---236782.74 ms/batch
Step 00067800 L_out=1.255 Acc=0.89 ---268532.97 ms/batch
Step 00067850 L_out=0.129 Acc=0.91 ---299530.54 ms/batch
Step 00067900 L_out=1.228 Acc=0.67 ---330407.19 ms/batch
Step 00067950 L_out=0.301 Acc=0.77 ---361424.92 ms/batch
Step 00068000 L_out=0.240 Acc=0.88 ---392865.99 ms/batch
Round 5 | epoch=11, train costTime=414.0224595069885, | total_activation_sum=16331683
Round 5 | epoch=12, current m_iou=0.6563638611073437
Round 5 | Best m_IoU is: 0.661, OA is: 0.911 | val costTime=166.93765449523926
Round 5 | ****EPOCH 12****
Step 00068050 L_out=0.178 Acc=0.91 --- 9657.26 ms/batch
Step 00068100 L_out=0.254 Acc=0.86 ---38621.26 ms/batch
Step 00068150 L_out=0.206 Acc=0.94 ---76883.30 ms/batch
Step 00068200 L_out=0.161 Acc=0.90 ---102654.88 ms/batch
Step 00068250 L_out=0.157 Acc=0.88 ---128482.56 ms/batch
Step 00068300 L_out=0.199 Acc=0.92 ---156945.69 ms/batch
Step 00068350 L_out=0.176 Acc=0.95 ---182125.72 ms/batch
Step 00068400 L_out=0.040 Acc=0.92 ---207550.50 ms/batch
Step 00068450 L_out=0.346 Acc=0.91 ---242903.17 ms/batch
Step 00068500 L_out=0.229 Acc=0.88 ---272053.59 ms/batch
Step 00068550 L_out=0.075 Acc=0.96 ---301505.47 ms/batch
Step 00068600 L_out=0.086 Acc=0.91 ---330032.56 ms/batch
Step 00068650 L_out=0.166 Acc=0.94 ---358457.33 ms/batch
Step 00068700 L_out=0.126 Acc=0.91 ---385866.37 ms/batch
Round 5 | epoch=12, train costTime=386.41325879096985, | total_activation_sum=16095893
Round 5 | epoch=13, current m_iou=0.6547597449023341
Round 5 | Best m_IoU is: 0.661, OA is: 0.911 | val costTime=160.03290009498596
Round 5 | ****EPOCH 13****
Step 00068750 L_out=0.039 Acc=0.93 ---32544.48 ms/batch
Step 00068800 L_out=0.124 Acc=0.82 ---65362.89 ms/batch
Step 00068850 L_out=0.016 Acc=0.92 ---93163.30 ms/batch
Step 00068900 L_out=0.170 Acc=0.83 ---121091.52 ms/batch
Step 00068950 L_out=0.190 Acc=0.91 ---149862.35 ms/batch
Step 00069000 L_out=0.081 Acc=0.94 ---178422.62 ms/batch
Step 00069050 L_out=0.056 Acc=0.89 ---206491.85 ms/batch
Step 00069100 L_out=0.178 Acc=0.85 ---232930.38 ms/batch
Step 00069150 L_out=0.151 Acc=0.91 ---259149.78 ms/batch
Step 00069200 L_out=0.117 Acc=0.93 ---285340.64 ms/batch
Step 00069250 L_out=0.153 Acc=0.88 ---313509.76 ms/batch
Step 00069300 L_out=0.158 Acc=0.84 ---342647.35 ms/batch
Step 00069350 L_out=0.108 Acc=0.93 ---368134.88 ms/batch
Round 5 | epoch=13, train costTime=377.0221812725067, | total_activation_sum=16119855
Round 5 | epoch=14, current m_iou=0.6561933577174872
Round 5 | Best m_IoU is: 0.661, OA is: 0.911 | val costTime=162.77342629432678
Round 5 | ****EPOCH 14****
Step 00069400 L_out=0.238 Acc=0.90 ---18897.15 ms/batch
Step 00069450 L_out=0.325 Acc=0.88 ---44025.90 ms/batch
Step 00069500 L_out=0.199 Acc=0.93 ---69836.72 ms/batch
Step 00069550 L_out=0.229 Acc=0.93 ---95432.34 ms/batch
Step 00069600 L_out=0.177 Acc=0.89 ---121085.16 ms/batch
Step 00069650 L_out=0.073 Acc=0.91 ---149651.66 ms/batch
Step 00069700 L_out=0.215 Acc=0.93 ---175275.05 ms/batch
Step 00069750 L_out=0.118 Acc=0.89 ---200957.84 ms/batch
Step 00069800 L_out=0.111 Acc=0.89 ---237807.71 ms/batch
Step 00069850 L_out=0.326 Acc=0.92 ---266739.07 ms/batch
Step 00069900 L_out=0.219 Acc=0.93 ---296288.68 ms/batch
Step 00069950 L_out=0.187 Acc=0.95 ---326181.51 ms/batch
Step 00070000 L_out=0.318 Acc=0.77 ---355009.56 ms/batch
Round 5 | epoch=14, train costTime=375.4026894569397, | total_activation_sum=16295910
Round 5 | epoch=15, current m_iou=0.6595202328184493
Round 5 | Best m_IoU is: 0.661, OA is: 0.911 | val costTime=154.4581639766693
Round 5 | ****EPOCH 15****
Step 00070050 L_out=0.084 Acc=0.95 --- 7156.18 ms/batch
Step 00070100 L_out=0.162 Acc=0.86 ---31860.97 ms/batch
Step 00070150 L_out=0.160 Acc=0.85 ---56345.94 ms/batch
Step 00070200 L_out=0.257 Acc=0.85 ---81287.57 ms/batch
Step 00070250 L_out=0.084 Acc=0.94 ---105710.67 ms/batch
Step 00070300 L_out=0.111 Acc=0.84 ---130552.42 ms/batch
Step 00070350 L_out=0.212 Acc=0.85 ---156201.61 ms/batch
Step 00070400 L_out=0.257 Acc=0.94 ---183715.94 ms/batch
Step 00070450 L_out=0.053 Acc=0.90 ---207871.20 ms/batch
Step 00070500 L_out=0.173 Acc=0.85 ---232714.54 ms/batch
Step 00070550 L_out=0.132 Acc=0.93 ---258164.99 ms/batch
Step 00070600 L_out=0.705 Acc=0.88 ---296220.34 ms/batch
Step 00070650 L_out=0.122 Acc=0.89 ---326189.75 ms/batch
Step 00070700 L_out=0.226 Acc=0.86 ---354650.03 ms/batch
Round 5 | epoch=15, train costTime=355.6226375102997, | total_activation_sum=16052995
Round 5 | epoch=16, current m_iou=0.6590818634981336
Round 5 | Best m_IoU is: 0.661, OA is: 0.911 | val costTime=157.05815386772156
Round 5 | ****EPOCH 16****
Step 00070750 L_out=0.100 Acc=0.94 ---27409.42 ms/batch
Step 00070800 L_out=0.084 Acc=0.96 ---55007.41 ms/batch
Step 00070850 L_out=0.300 Acc=0.86 ---79910.85 ms/batch
Step 00070900 L_out=0.022 Acc=0.93 ---104970.89 ms/batch
Step 00070950 L_out=0.181 Acc=0.93 ---129853.43 ms/batch
Step 00071000 L_out=0.119 Acc=0.91 ---154707.05 ms/batch
Step 00071050 L_out=0.099 Acc=0.90 ---179203.14 ms/batch
Step 00071100 L_out=0.240 Acc=0.90 ---203804.94 ms/batch
Step 00071150 L_out=0.045 Acc=0.94 ---231013.27 ms/batch
Step 00071200 L_out=0.038 Acc=0.92 ---258413.21 ms/batch
Step 00071250 L_out=0.177 Acc=0.90 ---282616.09 ms/batch
Step 00071300 L_out=0.042 Acc=0.93 ---307906.62 ms/batch
Step 00071350 L_out=0.048 Acc=0.89 ---332473.67 ms/batch
Round 5 | epoch=16, train costTime=342.05021238327026, | total_activation_sum=16235538
Round 5 | epoch=17, current m_iou=0.6598971514134732
Round 5 | Best m_IoU is: 0.661, OA is: 0.911 | val costTime=162.85496544837952
Round 5 | ****EPOCH 17****
Step 00071400 L_out=0.149 Acc=0.90 ---17103.91 ms/batch
Step 00071450 L_out=0.125 Acc=0.95 ---45208.08 ms/batch
Step 00071500 L_out=0.140 Acc=0.91 ---73429.26 ms/batch
Step 00071550 L_out=0.098 Acc=0.90 ---101721.76 ms/batch
Step 00071600 L_out=0.150 Acc=0.91 ---130480.88 ms/batch
Step 00071650 L_out=0.038 Acc=0.90 ---159568.27 ms/batch
Step 00071700 L_out=0.160 Acc=0.89 ---184366.91 ms/batch
Step 00071750 L_out=0.098 Acc=0.92 ---209144.66 ms/batch
Step 00071800 L_out=0.159 Acc=0.81 ---234905.98 ms/batch
Step 00071850 L_out=0.225 Acc=0.89 ---259889.60 ms/batch
Step 00071900 L_out=0.261 Acc=0.94 ---285500.91 ms/batch
Step 00071950 L_out=0.082 Acc=0.92 ---310373.90 ms/batch
Step 00072000 L_out=0.241 Acc=0.94 ---335736.08 ms/batch
Round 5 | epoch=17, train costTime=354.44279503822327, | total_activation_sum=16293872
Round 5 | epoch=18, current m_iou=0.6627883630124379
Round 5 | Best m_IoU is: 0.663, OA is: 0.913 | val costTime=153.04770350456238
Round 5 | ****EPOCH 18****
Step 00072050 L_out=0.151 Acc=0.90 --- 6842.20 ms/batch
Step 00072100 L_out=0.163 Acc=0.93 ---42387.28 ms/batch
Step 00072150 L_out=0.185 Acc=0.89 ---71977.74 ms/batch
Step 00072200 L_out=0.063 Acc=0.92 ---99695.29 ms/batch
Step 00072250 L_out=0.068 Acc=0.96 ---128840.70 ms/batch
Step 00072300 L_out=0.067 Acc=0.94 ---156789.56 ms/batch
Step 00072350 L_out=0.107 Acc=0.88 ---185336.50 ms/batch
Step 00072400 L_out=0.079 Acc=0.92 ---209828.96 ms/batch
Step 00072450 L_out=0.047 Acc=0.93 ---234051.46 ms/batch
Step 00072500 L_out=0.133 Acc=0.93 ---258083.17 ms/batch
Step 00072550 L_out=0.153 Acc=0.90 ---282403.08 ms/batch
Step 00072600 L_out=0.066 Acc=0.92 ---306495.46 ms/batch
Step 00072650 L_out=0.131 Acc=0.92 ---330535.59 ms/batch
Step 00072700 L_out=0.082 Acc=0.96 ---354304.82 ms/batch
Round 5 | epoch=18, train costTime=355.76289439201355, | total_activation_sum=16143370
Round 5 | epoch=19, current m_iou=0.6642708070189491
Round 5 | Best m_IoU is: 0.664, OA is: 0.911 | val costTime=127.45408964157104
Round 5 | ****EPOCH 19****
Step 00072750 L_out=0.066 Acc=0.85 ---21909.19 ms/batch
Step 00072800 L_out=0.065 Acc=0.94 ---45617.31 ms/batch
Step 00072850 L_out=0.065 Acc=0.92 ---69955.09 ms/batch
Step 00072900 L_out=0.111 Acc=0.94 ---93329.63 ms/batch
Step 00072950 L_out=0.016 Acc=0.92 ---116518.11 ms/batch
Step 00073000 L_out=0.040 Acc=0.92 ---139739.56 ms/batch
Step 00073050 L_out=0.076 Acc=0.94 ---163813.34 ms/batch
Step 00073100 L_out=0.210 Acc=0.83 ---200772.44 ms/batch
Step 00073150 L_out=0.239 Acc=0.88 ---225375.96 ms/batch
Step 00073200 L_out=0.244 Acc=0.94 ---252062.61 ms/batch
Step 00073250 L_out=0.085 Acc=0.89 ---278632.38 ms/batch
Step 00073300 L_out=0.174 Acc=0.85 ---304396.32 ms/batch
Step 00073350 L_out=0.129 Acc=0.92 ---328717.49 ms/batch
Round 5 | epoch=19, train costTime=338.3285994529724, | total_activation_sum=16175047
Round 5 | epoch=20, current m_iou=0.6627726417513019
Round 5 | Best m_IoU is: 0.664, OA is: 0.911 | val costTime=128.54185509681702
Round 5 | ****EPOCH 20****
Step 00073400 L_out=0.059 Acc=0.93 ---14445.26 ms/batch
Step 00073450 L_out=0.058 Acc=0.92 ---38577.55 ms/batch
Step 00073500 L_out=0.178 Acc=0.92 ---62818.09 ms/batch
Step 00073550 L_out=0.048 Acc=0.91 ---87467.10 ms/batch
Step 00073600 L_out=0.173 Acc=0.95 ---112024.35 ms/batch
Step 00073650 L_out=0.110 Acc=0.85 ---136640.53 ms/batch
Step 00073700 L_out=0.340 Acc=0.91 ---160938.61 ms/batch
Step 00073750 L_out=0.147 Acc=0.94 ---184987.40 ms/batch
Step 00073800 L_out=0.014 Acc=0.96 ---209200.97 ms/batch
Step 00073850 L_out=0.197 Acc=0.95 ---233439.41 ms/batch
Step 00073900 L_out=0.063 Acc=0.89 ---257527.01 ms/batch
Step 00073950 L_out=0.097 Acc=0.87 ---281706.51 ms/batch
Step 00074000 L_out=0.065 Acc=0.96 ---306024.91 ms/batch
Round 5 | epoch=20, train costTime=323.6356391906738, | total_activation_sum=16330116
Round 5 | epoch=21, current m_iou=0.6641734120244065
Round 5 | Best m_IoU is: 0.664, OA is: 0.911 | val costTime=127.13372421264648
Round 5 | ****EPOCH 21****
Step 00074050 L_out=0.023 Acc=0.95 --- 6409.11 ms/batch
Step 00074100 L_out=0.078 Acc=0.84 ---30731.67 ms/batch
Step 00074150 L_out=0.149 Acc=0.93 ---54896.32 ms/batch
Step 00074200 L_out=0.105 Acc=0.91 ---79259.79 ms/batch
Step 00074250 L_out=0.155 Acc=0.89 ---103322.13 ms/batch
Step 00074300 L_out=0.017 Acc=0.94 ---126988.82 ms/batch
Step 00074350 L_out=0.093 Acc=0.83 ---151060.42 ms/batch
Step 00074400 L_out=0.139 Acc=0.95 ---175262.33 ms/batch
Step 00074450 L_out=0.066 Acc=0.92 ---199428.59 ms/batch
Step 00074500 L_out=0.071 Acc=0.94 ---223818.94 ms/batch
Step 00074550 L_out=0.181 Acc=0.86 ---248080.99 ms/batch
Step 00074600 L_out=0.129 Acc=0.89 ---272604.37 ms/batch
Step 00074650 L_out=0.076 Acc=0.96 ---296782.30 ms/batch
Step 00074700 L_out=0.195 Acc=0.85 ---321068.91 ms/batch
Round 5 | epoch=21, train costTime=322.90777802467346, | total_activation_sum=16022670
Round 5 | epoch=22, current m_iou=0.6637910474465479
Round 5 | Best m_IoU is: 0.664, OA is: 0.911 | val costTime=137.71186017990112
Round 5 | ****EPOCH 22****
Step 00074750 L_out=0.202 Acc=0.88 ---22101.70 ms/batch
Step 00074800 L_out=0.060 Acc=0.97 ---46411.12 ms/batch
Step 00074850 L_out=0.099 Acc=0.96 ---70592.99 ms/batch
Step 00074900 L_out=0.091 Acc=0.86 ---94818.22 ms/batch
Step 00074950 L_out=0.117 Acc=0.87 ---119293.34 ms/batch
Step 00075000 L_out=0.110 Acc=0.95 ---143535.37 ms/batch
Step 00075050 L_out=0.244 Acc=0.87 ---167606.72 ms/batch
Step 00075100 L_out=0.055 Acc=0.95 ---195699.37 ms/batch
Step 00075150 L_out=0.052 Acc=0.89 ---231602.05 ms/batch
Step 00075200 L_out=0.112 Acc=0.95 ---255608.91 ms/batch
Step 00075250 L_out=0.229 Acc=0.86 ---279527.97 ms/batch
Step 00075300 L_out=0.318 Acc=0.88 ---303596.01 ms/batch
Step 00075350 L_out=0.140 Acc=0.90 ---327710.75 ms/batch
Round 5 | epoch=22, train costTime=337.8460838794708, | total_activation_sum=16183097
Round 5 | epoch=23, current m_iou=0.6622169256920917
Round 5 | Best m_IoU is: 0.664, OA is: 0.911 | val costTime=137.72603297233582
Round 5 | ****EPOCH 23****
Step 00075400 L_out=0.045 Acc=0.90 ---20475.57 ms/batch
Step 00075450 L_out=0.134 Acc=0.88 ---55581.98 ms/batch
Step 00075500 L_out=0.046 Acc=0.95 ---87753.49 ms/batch
Step 00075550 L_out=0.067 Acc=0.93 ---117328.82 ms/batch
Step 00075600 L_out=0.137 Acc=0.92 ---142181.94 ms/batch
Step 00075650 L_out=0.184 Acc=0.92 ---166909.59 ms/batch
Step 00075700 L_out=0.082 Acc=0.92 ---191464.15 ms/batch
Step 00075750 L_out=0.034 Acc=0.96 ---215651.42 ms/batch
Step 00075800 L_out=0.140 Acc=0.95 ---239970.02 ms/batch
Step 00075850 L_out=0.048 Acc=0.92 ---264018.02 ms/batch
Step 00075900 L_out=0.255 Acc=0.87 ---288190.32 ms/batch
Step 00075950 L_out=0.169 Acc=0.93 ---312131.37 ms/batch
Step 00076000 L_out=0.023 Acc=0.91 ---336110.11 ms/batch
Round 5 | epoch=23, train costTime=354.79622054100037, | total_activation_sum=16256613
Round 5 | epoch=24, current m_iou=0.6611309763315063
Round 5 | Best m_IoU is: 0.664, OA is: 0.911 | val costTime=127.76321649551392
Round 5 | ****EPOCH 24****
Step 00076050 L_out=0.224 Acc=0.90 --- 5753.76 ms/batch
Step 00076100 L_out=0.279 Acc=0.89 ---29607.96 ms/batch
Step 00076150 L_out=0.031 Acc=0.88 ---53788.08 ms/batch
Step 00076200 L_out=0.292 Acc=0.90 ---77732.71 ms/batch
Step 00076250 L_out=0.058 Acc=0.89 ---101948.28 ms/batch
Step 00076300 L_out=0.078 Acc=0.92 ---126349.26 ms/batch
Step 00076350 L_out=0.117 Acc=0.95 ---150332.54 ms/batch
Step 00076400 L_out=0.103 Acc=0.95 ---174279.43 ms/batch
Step 00076450 L_out=0.103 Acc=0.93 ---198216.61 ms/batch
Step 00076500 L_out=0.184 Acc=0.85 ---222453.32 ms/batch
Step 00076550 L_out=0.362 Acc=0.86 ---246892.90 ms/batch
Step 00076600 L_out=0.159 Acc=0.89 ---270797.95 ms/batch
Step 00076650 L_out=0.063 Acc=0.96 ---294755.71 ms/batch
Step 00076700 L_out=0.299 Acc=0.87 ---318811.24 ms/batch
Round 5 | epoch=24, train costTime=321.23506140708923, | total_activation_sum=16306120
Round 5 | epoch=25, current m_iou=0.6648871448896241
Round 5 | Best m_IoU is: 0.665, OA is: 0.915 | val costTime=128.35589027404785
Round 5 | ****EPOCH 25****
Step 00076750 L_out=0.061 Acc=0.89 ---21872.14 ms/batch
Step 00076800 L_out=0.135 Acc=0.92 ---46141.40 ms/batch
Step 00076850 L_out=0.096 Acc=0.93 ---70433.03 ms/batch
Step 00076900 L_out=0.465 Acc=0.85 ---94682.41 ms/batch
Step 00076950 L_out=0.065 Acc=0.93 ---119037.46 ms/batch
Step 00077000 L_out=0.075 Acc=0.86 ---143371.32 ms/batch
Step 00077050 L_out=0.259 Acc=0.91 ---167316.99 ms/batch
Step 00077100 L_out=0.102 Acc=0.95 ---191322.43 ms/batch
Step 00077150 L_out=0.057 Acc=0.92 ---215585.54 ms/batch
Step 00077200 L_out=0.092 Acc=0.91 ---239594.03 ms/batch
Step 00077250 L_out=0.073 Acc=0.92 ---264104.78 ms/batch
Step 00077300 L_out=0.113 Acc=0.95 ---288171.69 ms/batch
Step 00077350 L_out=0.180 Acc=0.88 ---312362.96 ms/batch
Round 5 | epoch=25, train costTime=322.9927864074707, | total_activation_sum=16154712
Round 5 | epoch=26, current m_iou=0.6642864605079133
Round 5 | Best m_IoU is: 0.665, OA is: 0.915 | val costTime=149.2801489830017
Round 5 | ****EPOCH 26****
Step 00077400 L_out=0.327 Acc=0.94 ---21416.94 ms/batch
Step 00077450 L_out=0.099 Acc=0.91 ---49611.63 ms/batch
Step 00077500 L_out=0.094 Acc=0.96 ---73421.66 ms/batch
Step 00077550 L_out=0.079 Acc=0.87 ---97214.66 ms/batch
Step 00077600 L_out=0.057 Acc=0.91 ---121230.94 ms/batch
Step 00077650 L_out=0.060 Acc=0.88 ---145625.63 ms/batch
Step 00077700 L_out=0.035 Acc=0.95 ---169884.32 ms/batch
Step 00077750 L_out=0.137 Acc=0.93 ---196499.85 ms/batch
Step 00077800 L_out=0.044 Acc=0.93 ---224869.07 ms/batch
Step 00077850 L_out=0.042 Acc=0.87 ---250836.99 ms/batch
Step 00077900 L_out=0.288 Acc=0.93 ---275255.65 ms/batch
Step 00077950 L_out=0.015 Acc=0.88 ---299644.74 ms/batch
Step 00078000 L_out=0.038 Acc=0.87 ---324135.23 ms/batch
Round 5 | epoch=26, train costTime=342.8507537841797, | total_activation_sum=16014236
Round 5 | epoch=27, current m_iou=0.6664793345285867
Round 5 | Best m_IoU is: 0.666, OA is: 0.916 | val costTime=136.22750806808472
Round 5 | ****EPOCH 27****
Step 00078050 L_out=0.469 Acc=0.88 --- 6398.26 ms/batch
Step 00078100 L_out=0.011 Acc=0.94 ---33608.28 ms/batch
Step 00078150 L_out=0.186 Acc=0.87 ---57763.66 ms/batch
Step 00078200 L_out=0.065 Acc=0.93 ---87300.54 ms/batch
Step 00078250 L_out=0.094 Acc=0.86 ---119212.94 ms/batch
Step 00078300 L_out=0.052 Acc=0.89 ---150941.79 ms/batch
Step 00078350 L_out=0.015 Acc=0.93 ---182818.45 ms/batch
Step 00078400 L_out=0.060 Acc=0.91 ---214308.73 ms/batch
Step 00078450 L_out=0.210 Acc=0.92 ---245712.26 ms/batch
Step 00078500 L_out=0.078 Acc=0.92 ---278193.46 ms/batch
Step 00078550 L_out=0.117 Acc=0.91 ---310492.96 ms/batch
Step 00078600 L_out=0.087 Acc=0.91 ---341654.14 ms/batch
Step 00078650 L_out=0.011 Acc=0.92 ---372746.29 ms/batch
Step 00078700 L_out=0.063 Acc=0.94 ---403795.47 ms/batch
Round 5 | epoch=27, train costTime=407.59824872016907, | total_activation_sum=16224951
Round 5 | epoch=28, current m_iou=0.6662281704006984
Round 5 | Best m_IoU is: 0.666, OA is: 0.916 | val costTime=174.4267876148224
Round 5 | ****EPOCH 28****
Step 00078750 L_out=0.041 Acc=0.87 ---27710.55 ms/batch
Step 00078800 L_out=0.066 Acc=0.89 ---59462.23 ms/batch
Step 00078850 L_out=0.259 Acc=0.93 ---91495.95 ms/batch
Step 00078900 L_out=0.110 Acc=0.89 ---123459.37 ms/batch
Step 00078950 L_out=0.042 Acc=0.96 ---155568.97 ms/batch
Step 00079000 L_out=0.158 Acc=0.89 ---186999.47 ms/batch
Step 00079050 L_out=0.141 Acc=0.92 ---219073.46 ms/batch
Step 00079100 L_out=0.080 Acc=0.91 ---250949.62 ms/batch
Step 00079150 L_out=0.095 Acc=0.94 ---283158.48 ms/batch
Step 00079200 L_out=0.151 Acc=0.89 ---315147.74 ms/batch
Step 00079250 L_out=0.095 Acc=0.91 ---346924.53 ms/batch
Step 00079300 L_out=0.022 Acc=0.94 ---378877.71 ms/batch
Step 00079350 L_out=0.054 Acc=0.94 ---410507.01 ms/batch
Round 5 | epoch=28, train costTime=425.23114585876465, | total_activation_sum=16341491
Round 5 | epoch=29, current m_iou=0.6657788795679312
Round 5 | Best m_IoU is: 0.666, OA is: 0.916 | val costTime=174.13531732559204
Round 5 | ****EPOCH 29****
Step 00079400 L_out=0.131 Acc=0.93 ---16261.03 ms/batch
Step 00079450 L_out=0.044 Acc=0.96 ---47018.31 ms/batch
Step 00079500 L_out=0.078 Acc=0.90 ---78449.71 ms/batch
Step 00079550 L_out=0.060 Acc=0.84 ---110011.64 ms/batch
Step 00079600 L_out=0.239 Acc=0.91 ---142130.89 ms/batch
Step 00079650 L_out=0.044 Acc=0.89 ---173957.34 ms/batch
Step 00079700 L_out=0.103 Acc=0.96 ---206331.13 ms/batch
Step 00079750 L_out=0.081 Acc=0.94 ---238286.88 ms/batch
Step 00079800 L_out=0.060 Acc=0.95 ---270714.75 ms/batch
Step 00079850 L_out=0.013 Acc=0.92 ---302319.13 ms/batch
Step 00079900 L_out=0.106 Acc=0.89 ---333524.49 ms/batch
Step 00079950 L_out=0.189 Acc=0.87 ---364776.40 ms/batch
Step 00080000 L_out=0.093 Acc=0.95 ---396008.83 ms/batch
Round 5 | epoch=29, train costTime=421.5471189022064, | total_activation_sum=16003080
Round 5 | epoch=30, current m_iou=0.6624502338563276
Round 5 | Best m_IoU is: 0.666, OA is: 0.916 | val costTime=183.63321828842163
Round 5 | ****EPOCH 30****
Round 6 | ****EPOCH 0****
Step 00080050 L_out=0.430 Acc=0.86 --- 5823.10 ms/batch
Step 00080100 L_out=1.584 Acc=0.27 ---37443.76 ms/batch
Step 00080150 L_out=0.873 Acc=0.64 ---69674.20 ms/batch
Step 00080200 L_out=1.044 Acc=0.69 ---102394.72 ms/batch
Step 00080250 L_out=0.375 Acc=0.82 ---134881.00 ms/batch
Step 00080300 L_out=0.375 Acc=0.91 ---166226.61 ms/batch
Step 00080350 L_out=0.808 Acc=0.71 ---197217.28 ms/batch
Step 00080400 L_out=0.286 Acc=0.83 ---227340.85 ms/batch
Step 00080450 L_out=0.514 Acc=0.86 ---259156.81 ms/batch
Step 00080500 L_out=0.249 Acc=0.88 ---291451.02 ms/batch
Step 00080550 L_out=1.209 Acc=0.65 ---323195.71 ms/batch
Step 00080600 L_out=0.987 Acc=0.73 ---354985.74 ms/batch
Step 00080650 L_out=1.730 Acc=0.74 ---386303.48 ms/batch
Step 00080700 L_out=0.577 Acc=0.83 ---418229.35 ms/batch
Round 6 | epoch=0, train costTime=422.23364186286926, | total_activation_sum=20803684
Round 6 | epoch=1, current m_iou=0.6163686237523984
Round 6 | Best m_IoU is: 0.616, OA is: 0.893 | val costTime=173.98924684524536
Round 6 | ****EPOCH 1****
Step 00080750 L_out=0.338 Acc=0.79 ---27796.05 ms/batch
Step 00080800 L_out=0.577 Acc=0.88 ---60261.85 ms/batch
Step 00080850 L_out=0.526 Acc=0.87 ---91610.87 ms/batch
Step 00080900 L_out=0.131 Acc=0.87 ---123548.29 ms/batch
Step 00080950 L_out=0.343 Acc=0.88 ---155408.25 ms/batch
Step 00081000 L_out=0.311 Acc=0.81 ---179925.46 ms/batch
Step 00081050 L_out=0.305 Acc=0.84 ---204107.05 ms/batch
Step 00081100 L_out=0.705 Acc=0.77 ---228263.96 ms/batch
Step 00081150 L_out=0.258 Acc=0.87 ---252639.88 ms/batch
Step 00081200 L_out=0.287 Acc=0.92 ---277122.49 ms/batch
Step 00081250 L_out=0.380 Acc=0.74 ---301373.31 ms/batch
Step 00081300 L_out=0.399 Acc=0.89 ---325455.14 ms/batch
Step 00081350 L_out=0.263 Acc=0.84 ---349871.84 ms/batch
Round 6 | epoch=1, train costTime=361.29742527008057, | total_activation_sum=20048487
Round 6 | epoch=2, current m_iou=0.6321109034307759
Round 6 | Best m_IoU is: 0.632, OA is: 0.897 | val costTime=141.90411710739136
Round 6 | ****EPOCH 2****
Step 00081400 L_out=0.170 Acc=0.81 ---12451.35 ms/batch
Step 00081450 L_out=0.121 Acc=0.93 ---36619.90 ms/batch
Step 00081500 L_out=0.301 Acc=0.87 ---60653.54 ms/batch
Step 00081550 L_out=0.440 Acc=0.85 ---84856.54 ms/batch
Step 00081600 L_out=0.337 Acc=0.89 ---108963.59 ms/batch
Step 00081650 L_out=0.324 Acc=0.94 ---132760.08 ms/batch
Step 00081700 L_out=0.277 Acc=0.91 ---157104.72 ms/batch
Step 00081750 L_out=0.353 Acc=0.79 ---181297.73 ms/batch
Step 00081800 L_out=0.357 Acc=0.83 ---205397.63 ms/batch
Step 00081850 L_out=0.216 Acc=0.81 ---229174.88 ms/batch
Step 00081900 L_out=0.081 Acc=0.93 ---253380.56 ms/batch
Step 00081950 L_out=0.240 Acc=0.85 ---277850.66 ms/batch
Step 00082000 L_out=0.718 Acc=0.62 ---301996.50 ms/batch
Round 6 | epoch=2, train costTime=321.8733797073364, | total_activation_sum=19889262
Round 6 | epoch=3, current m_iou=0.6525861087199838
Round 6 | Best m_IoU is: 0.653, OA is: 0.906 | val costTime=134.70577597618103
Round 6 | ****EPOCH 3****
Step 00082050 L_out=0.205 Acc=0.90 --- 4223.11 ms/batch
Step 00082100 L_out=0.245 Acc=0.78 ---28253.13 ms/batch
Step 00082150 L_out=0.262 Acc=0.77 ---52441.03 ms/batch
Step 00082200 L_out=0.277 Acc=0.88 ---76715.61 ms/batch
Step 00082250 L_out=0.308 Acc=0.87 ---100855.86 ms/batch
Step 00082300 L_out=0.153 Acc=0.92 ---125253.79 ms/batch
Step 00082350 L_out=0.228 Acc=0.90 ---149494.29 ms/batch
Step 00082400 L_out=0.357 Acc=0.86 ---173610.13 ms/batch
Step 00082450 L_out=0.175 Acc=0.91 ---197718.50 ms/batch
Step 00082500 L_out=0.246 Acc=0.85 ---221915.44 ms/batch
Step 00082550 L_out=0.382 Acc=0.87 ---245871.27 ms/batch
Step 00082600 L_out=0.152 Acc=0.94 ---269755.80 ms/batch
Step 00082650 L_out=0.226 Acc=0.91 ---293842.23 ms/batch
Step 00082700 L_out=0.087 Acc=0.87 ---317733.06 ms/batch
Round 6 | epoch=3, train costTime=321.49290657043457, | total_activation_sum=20194850
Round 6 | epoch=4, current m_iou=0.5989262939172024
Round 6 | Best m_IoU is: 0.653, OA is: 0.906 | val costTime=130.69149613380432
Round 6 | ****EPOCH 4****
Step 00082750 L_out=0.154 Acc=0.93 ---20235.63 ms/batch
Step 00082800 L_out=0.364 Acc=0.83 ---44398.72 ms/batch
Step 00082850 L_out=0.034 Acc=0.90 ---68347.77 ms/batch
Step 00082900 L_out=0.234 Acc=0.87 ---92741.14 ms/batch
Step 00082950 L_out=0.068 Acc=0.91 ---117159.35 ms/batch
Step 00083000 L_out=0.136 Acc=0.91 ---141297.48 ms/batch
Step 00083050 L_out=0.144 Acc=0.94 ---165345.98 ms/batch
Step 00083100 L_out=0.194 Acc=0.95 ---189615.04 ms/batch
Step 00083150 L_out=0.860 Acc=0.84 ---213950.77 ms/batch
Step 00083200 L_out=0.328 Acc=0.93 ---238076.37 ms/batch
Step 00083250 L_out=0.188 Acc=0.93 ---262196.21 ms/batch
Step 00083300 L_out=0.260 Acc=0.91 ---286352.72 ms/batch
Step 00083350 L_out=0.350 Acc=0.91 ---310398.59 ms/batch
Round 6 | epoch=4, train costTime=322.6940875053406, | total_activation_sum=19939667
Round 6 | epoch=5, current m_iou=0.64744103435265
Round 6 | Best m_IoU is: 0.653, OA is: 0.906 | val costTime=128.6307384967804
Round 6 | ****EPOCH 5****
Step 00083400 L_out=0.281 Acc=0.91 ---12229.07 ms/batch
Step 00083450 L_out=0.233 Acc=0.95 ---36245.02 ms/batch
Step 00083500 L_out=0.146 Acc=0.93 ---60871.01 ms/batch
Step 00083550 L_out=0.203 Acc=0.89 ---84797.09 ms/batch
Step 00083600 L_out=0.235 Acc=0.87 ---109335.30 ms/batch
Step 00083650 L_out=0.193 Acc=0.91 ---134865.85 ms/batch
Step 00083700 L_out=0.191 Acc=0.92 ---161489.30 ms/batch
Step 00083750 L_out=0.129 Acc=0.95 ---188254.30 ms/batch
Step 00083800 L_out=0.107 Acc=0.90 ---212625.32 ms/batch
Step 00083850 L_out=0.332 Acc=0.84 ---237113.07 ms/batch
Step 00083900 L_out=0.223 Acc=0.84 ---260973.07 ms/batch
Step 00083950 L_out=0.073 Acc=0.93 ---285323.70 ms/batch
Step 00084000 L_out=0.228 Acc=0.91 ---309454.58 ms/batch
Round 6 | epoch=5, train costTime=330.0047643184662, | total_activation_sum=20221323
Round 6 | epoch=6, current m_iou=0.6649816011362009
Round 6 | Best m_IoU is: 0.665, OA is: 0.913 | val costTime=130.8356683254242
Round 6 | ****EPOCH 6****
Step 00084050 L_out=0.281 Acc=0.92 --- 3990.23 ms/batch
Step 00084100 L_out=0.214 Acc=0.89 ---28485.79 ms/batch
Step 00084150 L_out=0.289 Acc=0.90 ---52638.76 ms/batch
Step 00084200 L_out=0.261 Acc=0.92 ---76784.37 ms/batch
Step 00084250 L_out=0.212 Acc=0.95 ---100941.45 ms/batch
Step 00084300 L_out=0.232 Acc=0.89 ---125414.84 ms/batch
Step 00084350 L_out=0.111 Acc=0.94 ---149733.67 ms/batch
Step 00084400 L_out=0.369 Acc=0.89 ---173817.44 ms/batch
Step 00084450 L_out=0.065 Acc=0.96 ---198253.61 ms/batch
Step 00084500 L_out=0.278 Acc=0.90 ---222597.18 ms/batch
Step 00084550 L_out=0.175 Acc=0.92 ---247117.38 ms/batch
Step 00084600 L_out=0.325 Acc=0.92 ---271246.34 ms/batch
Step 00084650 L_out=0.499 Acc=0.94 ---295475.51 ms/batch
Step 00084700 L_out=0.190 Acc=0.90 ---319564.66 ms/batch
Round 6 | epoch=6, train costTime=323.98795771598816, | total_activation_sum=19983931
Round 6 | epoch=7, current m_iou=0.6579243441896404
Round 6 | Best m_IoU is: 0.665, OA is: 0.913 | val costTime=129.22473216056824
Round 6 | ****EPOCH 7****
Step 00084750 L_out=0.226 Acc=0.96 ---19684.69 ms/batch
Step 00084800 L_out=0.158 Acc=0.91 ---43813.74 ms/batch
Step 00084850 L_out=0.399 Acc=0.82 ---68296.19 ms/batch
Step 00084900 L_out=0.272 Acc=0.91 ---92248.59 ms/batch
Step 00084950 L_out=0.425 Acc=0.86 ---116443.13 ms/batch
Step 00085000 L_out=0.080 Acc=0.93 ---140845.57 ms/batch
Step 00085050 L_out=0.273 Acc=0.90 ---165213.73 ms/batch
Step 00085100 L_out=0.503 Acc=0.93 ---189313.63 ms/batch
Step 00085150 L_out=0.104 Acc=0.96 ---213340.72 ms/batch
Step 00085200 L_out=0.133 Acc=0.94 ---237382.85 ms/batch
Step 00085250 L_out=0.243 Acc=0.67 ---261443.83 ms/batch
Step 00085300 L_out=0.469 Acc=0.78 ---285950.81 ms/batch
Step 00085350 L_out=0.284 Acc=0.89 ---310242.56 ms/batch
Round 6 | epoch=7, train costTime=322.7211203575134, | total_activation_sum=20341303
Round 6 | epoch=8, current m_iou=0.6789177110200781
Round 6 | Best m_IoU is: 0.679, OA is: 0.920 | val costTime=134.55909848213196
Round 6 | ****EPOCH 8****
Step 00085400 L_out=0.088 Acc=0.91 ---11210.09 ms/batch
Step 00085450 L_out=0.357 Acc=0.95 ---34397.71 ms/batch
Step 00085500 L_out=0.122 Acc=0.91 ---57934.08 ms/batch
Step 00085550 L_out=0.219 Acc=0.90 ---81604.69 ms/batch
Step 00085600 L_out=0.148 Acc=0.88 ---105293.29 ms/batch
Step 00085650 L_out=0.341 Acc=0.90 ---129018.79 ms/batch
Step 00085700 L_out=0.189 Acc=0.92 ---152372.43 ms/batch
Step 00085750 L_out=0.214 Acc=0.90 ---175938.80 ms/batch
Step 00085800 L_out=0.470 Acc=0.86 ---200229.27 ms/batch
Step 00085850 L_out=0.059 Acc=0.92 ---224397.57 ms/batch
Step 00085900 L_out=0.300 Acc=0.93 ---248470.70 ms/batch
Step 00085950 L_out=0.114 Acc=0.95 ---272429.78 ms/batch
Step 00086000 L_out=0.157 Acc=0.90 ---296705.16 ms/batch
Round 6 | epoch=8, train costTime=317.6960480213165, | total_activation_sum=19878252
Round 6 | epoch=9, current m_iou=0.6793476777119148
Round 6 | Best m_IoU is: 0.679, OA is: 0.920 | val costTime=134.44389724731445
Round 6 | ****EPOCH 9****
Step 00086050 L_out=0.436 Acc=0.86 --- 3337.28 ms/batch
Step 00086100 L_out=0.255 Acc=0.91 ---26778.26 ms/batch
Step 00086150 L_out=0.150 Acc=0.94 ---50388.56 ms/batch
Step 00086200 L_out=0.290 Acc=0.89 ---74011.33 ms/batch
Step 00086250 L_out=0.111 Acc=0.89 ---97447.58 ms/batch
Step 00086300 L_out=0.121 Acc=0.94 ---120804.90 ms/batch
Step 00086350 L_out=0.347 Acc=0.88 ---144552.50 ms/batch
Step 00086400 L_out=0.192 Acc=0.91 ---167897.42 ms/batch
Step 00086450 L_out=0.144 Acc=0.96 ---191492.70 ms/batch
Step 00086500 L_out=0.194 Acc=0.88 ---214922.22 ms/batch
Step 00086550 L_out=0.291 Acc=0.92 ---238326.42 ms/batch
Step 00086600 L_out=0.122 Acc=0.89 ---261856.35 ms/batch
Step 00086650 L_out=0.097 Acc=0.94 ---285207.88 ms/batch
Step 00086700 L_out=0.287 Acc=0.93 ---308470.40 ms/batch
Round 6 | epoch=9, train costTime=313.08715558052063, | total_activation_sum=20091279
Round 6 | epoch=10, current m_iou=0.6826818975756968
Round 6 | Best m_IoU is: 0.683, OA is: 0.921 | val costTime=135.20513105392456
Round 6 | ****EPOCH 10****
Step 00086750 L_out=0.230 Acc=0.89 ---18747.56 ms/batch
Step 00086800 L_out=0.129 Acc=0.93 ---41970.49 ms/batch
Step 00086850 L_out=0.277 Acc=0.91 ---65477.95 ms/batch
Step 00086900 L_out=0.127 Acc=0.91 ---88993.78 ms/batch
Step 00086950 L_out=0.136 Acc=0.93 ---112576.90 ms/batch
Step 00087000 L_out=0.127 Acc=0.93 ---136006.65 ms/batch
Step 00087050 L_out=0.139 Acc=0.92 ---159570.61 ms/batch
Step 00087100 L_out=0.176 Acc=0.94 ---183318.23 ms/batch
Step 00087150 L_out=0.409 Acc=0.92 ---206974.03 ms/batch
Step 00087200 L_out=0.175 Acc=0.87 ---230575.37 ms/batch
Step 00087250 L_out=0.861 Acc=0.74 ---254902.51 ms/batch
Step 00087300 L_out=0.507 Acc=0.80 ---279080.88 ms/batch
Step 00087350 L_out=0.104 Acc=0.96 ---304069.20 ms/batch
Round 6 | epoch=10, train costTime=317.1650199890137, | total_activation_sum=20108075
Round 6 | epoch=11, current m_iou=0.6851447713652079
Round 6 | Best m_IoU is: 0.685, OA is: 0.923 | val costTime=142.40625929832458
Round 6 | ****EPOCH 11****
Step 00087400 L_out=0.181 Acc=0.91 ---11091.68 ms/batch
Step 00087450 L_out=0.223 Acc=0.93 ---36164.69 ms/batch
Step 00087500 L_out=0.122 Acc=0.89 ---60255.21 ms/batch
Step 00087550 L_out=0.285 Acc=0.90 ---84616.61 ms/batch
Step 00087600 L_out=0.340 Acc=0.79 ---108856.12 ms/batch
Step 00087650 L_out=0.963 Acc=0.81 ---133201.87 ms/batch
Step 00087700 L_out=0.193 Acc=0.84 ---157559.25 ms/batch
Step 00087750 L_out=0.042 Acc=0.96 ---181576.92 ms/batch
Step 00087800 L_out=0.101 Acc=0.97 ---205916.24 ms/batch
Step 00087850 L_out=0.230 Acc=0.93 ---230278.45 ms/batch
Step 00087900 L_out=0.280 Acc=0.91 ---254679.87 ms/batch
Step 00087950 L_out=0.205 Acc=0.88 ---279042.38 ms/batch
Step 00088000 L_out=0.110 Acc=0.93 ---303782.51 ms/batch
Round 6 | epoch=11, train costTime=325.23470091819763, | total_activation_sum=20141705
Round 6 | epoch=12, current m_iou=0.6718527676729126
Round 6 | Best m_IoU is: 0.685, OA is: 0.923 | val costTime=141.5193431377411
Round 6 | ****EPOCH 12****
Step 00088050 L_out=0.133 Acc=0.94 --- 2870.31 ms/batch
Step 00088100 L_out=0.309 Acc=0.93 ---27103.12 ms/batch
Step 00088150 L_out=0.035 Acc=0.96 ---51705.46 ms/batch
Step 00088200 L_out=0.532 Acc=0.83 ---76095.51 ms/batch
Step 00088250 L_out=0.065 Acc=0.93 ---100464.90 ms/batch
Step 00088300 L_out=0.164 Acc=0.93 ---124980.98 ms/batch
Step 00088350 L_out=0.056 Acc=0.92 ---149354.14 ms/batch
Step 00088400 L_out=0.120 Acc=0.96 ---173541.28 ms/batch
Step 00088450 L_out=0.183 Acc=0.94 ---198009.61 ms/batch
Step 00088500 L_out=0.153 Acc=0.92 ---222602.85 ms/batch
Step 00088550 L_out=0.136 Acc=0.92 ---247092.91 ms/batch
Step 00088600 L_out=0.309 Acc=0.87 ---271741.37 ms/batch
Step 00088650 L_out=0.316 Acc=0.88 ---296177.98 ms/batch
Step 00088700 L_out=0.151 Acc=0.87 ---320629.54 ms/batch
Round 6 | epoch=12, train costTime=325.8998429775238, | total_activation_sum=20161123
Round 6 | epoch=13, current m_iou=0.6661957741454277
Round 6 | Best m_IoU is: 0.685, OA is: 0.923 | val costTime=143.35664701461792
Round 6 | ****EPOCH 13****
Step 00088750 L_out=0.087 Acc=0.91 ---18798.82 ms/batch
Step 00088800 L_out=0.156 Acc=0.93 ---43307.23 ms/batch
Step 00088850 L_out=0.041 Acc=0.92 ---67424.44 ms/batch
Step 00088900 L_out=0.134 Acc=0.94 ---92033.58 ms/batch
Step 00088950 L_out=0.255 Acc=0.93 ---116465.87 ms/batch
Step 00089000 L_out=0.189 Acc=0.88 ---141044.77 ms/batch
Step 00089050 L_out=0.248 Acc=0.92 ---165503.26 ms/batch
Step 00089100 L_out=0.077 Acc=0.95 ---190168.43 ms/batch
Step 00089150 L_out=0.157 Acc=0.95 ---214522.80 ms/batch
Step 00089200 L_out=0.303 Acc=0.78 ---238490.03 ms/batch
Step 00089250 L_out=0.193 Acc=0.91 ---262823.50 ms/batch
Step 00089300 L_out=0.127 Acc=0.92 ---287154.33 ms/batch
Step 00089350 L_out=0.173 Acc=0.94 ---311406.08 ms/batch
Round 6 | epoch=13, train costTime=324.95445823669434, | total_activation_sum=19992615
Round 6 | epoch=14, current m_iou=0.6724482228348185
Round 6 | Best m_IoU is: 0.685, OA is: 0.923 | val costTime=143.69610977172852
Round 6 | ****EPOCH 14****
Step 00089400 L_out=0.084 Acc=0.94 ---10979.79 ms/batch
Step 00089450 L_out=0.157 Acc=0.91 ---35564.75 ms/batch
Step 00089500 L_out=0.063 Acc=0.93 ---60423.76 ms/batch
Step 00089550 L_out=0.041 Acc=0.95 ---84752.51 ms/batch
Step 00089600 L_out=0.084 Acc=0.95 ---109395.84 ms/batch
Step 00089650 L_out=0.246 Acc=0.85 ---133815.40 ms/batch
Step 00089700 L_out=0.130 Acc=0.96 ---158354.65 ms/batch
Step 00089750 L_out=0.117 Acc=0.93 ---182432.86 ms/batch
Step 00089800 L_out=0.280 Acc=0.79 ---206791.45 ms/batch
Step 00089850 L_out=0.303 Acc=0.89 ---231301.90 ms/batch
Step 00089900 L_out=0.048 Acc=0.95 ---255784.14 ms/batch
Step 00089950 L_out=0.301 Acc=0.93 ---280355.38 ms/batch
Step 00090000 L_out=0.153 Acc=0.92 ---304891.50 ms/batch
Round 6 | epoch=14, train costTime=326.85183691978455, | total_activation_sum=20293712
Round 6 | epoch=15, current m_iou=0.6687280190370568
Round 6 | Best m_IoU is: 0.685, OA is: 0.923 | val costTime=143.39917039871216
Round 6 | ****EPOCH 15****
Step 00090050 L_out=0.080 Acc=0.94 --- 2460.19 ms/batch
Step 00090100 L_out=0.173 Acc=0.92 ---26927.10 ms/batch
Step 00090150 L_out=0.150 Acc=0.90 ---51213.56 ms/batch
Step 00090200 L_out=0.072 Acc=0.95 ---75652.83 ms/batch
Step 00090250 L_out=0.123 Acc=0.92 ---99744.67 ms/batch
Step 00090300 L_out=0.180 Acc=0.89 ---124378.98 ms/batch
Step 00090350 L_out=0.254 Acc=0.92 ---148395.94 ms/batch
Step 00090400 L_out=0.184 Acc=0.93 ---172883.07 ms/batch
Step 00090450 L_out=0.154 Acc=0.87 ---197289.41 ms/batch
Step 00090500 L_out=0.130 Acc=0.92 ---221767.79 ms/batch
Step 00090550 L_out=0.124 Acc=0.89 ---245492.93 ms/batch
Step 00090600 L_out=0.013 Acc=0.96 ---270169.17 ms/batch
Step 00090650 L_out=0.240 Acc=0.88 ---294667.96 ms/batch
Step 00090700 L_out=0.118 Acc=0.91 ---319178.62 ms/batch
Round 6 | epoch=15, train costTime=325.0520758628845, | total_activation_sum=20098163
Round 6 | epoch=16, current m_iou=0.6746462360681447
Round 6 | Best m_IoU is: 0.685, OA is: 0.923 | val costTime=143.3120412826538
Round 6 | ****EPOCH 16****
Step 00090750 L_out=0.148 Acc=0.87 ---18347.67 ms/batch
Step 00090800 L_out=0.201 Acc=0.93 ---42703.43 ms/batch
Step 00090850 L_out=0.219 Acc=0.89 ---67033.05 ms/batch
Step 00090900 L_out=0.260 Acc=0.86 ---91427.55 ms/batch
Step 00090950 L_out=0.166 Acc=0.91 ---116158.67 ms/batch
Step 00091000 L_out=0.195 Acc=0.91 ---140704.13 ms/batch
Step 00091050 L_out=0.090 Acc=0.93 ---165176.50 ms/batch
Step 00091100 L_out=0.121 Acc=0.90 ---189511.44 ms/batch
Step 00091150 L_out=0.251 Acc=0.94 ---214480.34 ms/batch
Step 00091200 L_out=0.117 Acc=0.88 ---238649.24 ms/batch
Step 00091250 L_out=0.091 Acc=0.89 ---263451.35 ms/batch
Step 00091300 L_out=0.264 Acc=0.94 ---288241.58 ms/batch
Step 00091350 L_out=0.057 Acc=0.91 ---312585.51 ms/batch
Round 6 | epoch=16, train costTime=326.6267297267914, | total_activation_sum=20059915
Round 6 | epoch=17, current m_iou=0.6672397057276616
Round 6 | Best m_IoU is: 0.685, OA is: 0.923 | val costTime=142.88390278816223
Round 6 | ****EPOCH 17****
Step 00091400 L_out=0.237 Acc=0.92 ---10048.93 ms/batch
Step 00091450 L_out=0.270 Acc=0.94 ---34548.09 ms/batch
Step 00091500 L_out=0.066 Acc=0.96 ---58962.57 ms/batch
Step 00091550 L_out=0.272 Acc=0.89 ---83122.43 ms/batch
Step 00091600 L_out=0.207 Acc=0.86 ---107694.19 ms/batch
Step 00091650 L_out=0.117 Acc=0.92 ---131939.32 ms/batch
Step 00091700 L_out=0.153 Acc=0.87 ---156179.22 ms/batch
Step 00091750 L_out=0.231 Acc=0.87 ---180900.55 ms/batch
Step 00091800 L_out=0.029 Acc=0.92 ---205112.45 ms/batch
Step 00091850 L_out=0.061 Acc=0.93 ---229413.19 ms/batch
Step 00091900 L_out=0.228 Acc=0.86 ---253638.50 ms/batch
Step 00091950 L_out=0.035 Acc=0.95 ---277961.18 ms/batch
Step 00092000 L_out=0.077 Acc=0.96 ---302613.82 ms/batch
Round 6 | epoch=17, train costTime=324.9775457382202, | total_activation_sum=20159157
Round 6 | epoch=18, current m_iou=0.6661601410550047
Round 6 | Best m_IoU is: 0.685, OA is: 0.923 | val costTime=143.68972969055176
Round 6 | ****EPOCH 18****
Step 00092050 L_out=0.058 Acc=0.97 --- 1836.84 ms/batch
Step 00092100 L_out=0.183 Acc=0.89 ---26290.67 ms/batch
Step 00092150 L_out=0.132 Acc=0.94 ---50442.19 ms/batch
Step 00092200 L_out=0.058 Acc=0.95 ---74761.61 ms/batch
Step 00092250 L_out=0.255 Acc=0.94 ---98892.90 ms/batch
Step 00092300 L_out=0.037 Acc=0.90 ---123582.38 ms/batch
Step 00092350 L_out=0.074 Acc=0.93 ---147825.51 ms/batch
Step 00092400 L_out=0.257 Acc=0.92 ---172349.20 ms/batch
Step 00092450 L_out=0.103 Acc=0.92 ---196565.27 ms/batch
Step 00092500 L_out=0.033 Acc=0.94 ---220944.37 ms/batch
Step 00092550 L_out=0.193 Acc=0.94 ---245076.47 ms/batch
Step 00092600 L_out=0.097 Acc=0.94 ---269813.96 ms/batch
Step 00092650 L_out=0.074 Acc=0.85 ---294558.49 ms/batch
Step 00092700 L_out=0.324 Acc=0.93 ---318955.31 ms/batch
Round 6 | epoch=18, train costTime=325.2369387149811, | total_activation_sum=20060704
Round 6 | epoch=19, current m_iou=0.6687851998594709
Round 6 | Best m_IoU is: 0.685, OA is: 0.923 | val costTime=143.14300322532654
Round 6 | ****EPOCH 19****
Step 00092750 L_out=0.067 Acc=0.93 ---18413.71 ms/batch
Step 00092800 L_out=0.219 Acc=0.92 ---42893.40 ms/batch
Step 00092850 L_out=0.142 Acc=0.93 ---67383.99 ms/batch
Step 00092900 L_out=0.161 Acc=0.90 ---91834.38 ms/batch
Step 00092950 L_out=0.128 Acc=0.89 ---116269.27 ms/batch
Step 00093000 L_out=0.121 Acc=0.92 ---140535.88 ms/batch
Step 00093050 L_out=0.036 Acc=0.95 ---165138.17 ms/batch
Step 00093100 L_out=0.123 Acc=0.97 ---189687.12 ms/batch
Step 00093150 L_out=0.087 Acc=0.90 ---214043.46 ms/batch
Step 00093200 L_out=0.058 Acc=0.88 ---238102.62 ms/batch
Step 00093250 L_out=0.104 Acc=0.94 ---262315.52 ms/batch
Step 00093300 L_out=0.146 Acc=0.89 ---286857.07 ms/batch
Step 00093350 L_out=0.039 Acc=0.95 ---311150.21 ms/batch
Round 6 | epoch=19, train costTime=326.13732862472534, | total_activation_sum=20122274
Round 6 | epoch=20, current m_iou=0.6764663373952547
Round 6 | Best m_IoU is: 0.685, OA is: 0.923 | val costTime=144.04653525352478
Round 6 | ****EPOCH 20****
Step 00093400 L_out=0.220 Acc=0.90 --- 9929.22 ms/batch
Step 00093450 L_out=0.056 Acc=0.92 ---35243.65 ms/batch
Step 00093500 L_out=0.046 Acc=0.93 ---59748.69 ms/batch
Step 00093550 L_out=0.041 Acc=0.80 ---84368.70 ms/batch
Step 00093600 L_out=0.274 Acc=0.86 ---108958.82 ms/batch
Step 00093650 L_out=0.210 Acc=0.86 ---133663.29 ms/batch
Step 00093700 L_out=0.093 Acc=0.90 ---158412.35 ms/batch
Step 00093750 L_out=0.058 Acc=0.93 ---182463.52 ms/batch
Step 00093800 L_out=0.174 Acc=0.88 ---206738.50 ms/batch
Step 00093850 L_out=0.089 Acc=0.93 ---231271.87 ms/batch
Step 00093900 L_out=0.100 Acc=0.95 ---255797.92 ms/batch
Step 00093950 L_out=0.055 Acc=0.96 ---280166.43 ms/batch
Step 00094000 L_out=0.163 Acc=0.86 ---304270.66 ms/batch
Round 6 | epoch=20, train costTime=327.03436827659607, | total_activation_sum=20047896
Round 6 | epoch=21, current m_iou=0.6686841865446693
Round 6 | Best m_IoU is: 0.685, OA is: 0.923 | val costTime=145.31156516075134
Round 6 | ****EPOCH 21****
Step 00094050 L_out=0.230 Acc=0.91 --- 1426.68 ms/batch
Step 00094100 L_out=0.066 Acc=0.90 ---26016.18 ms/batch
Step 00094150 L_out=0.159 Acc=0.94 ---50103.50 ms/batch
Step 00094200 L_out=0.081 Acc=0.94 ---74193.71 ms/batch
Step 00094250 L_out=0.081 Acc=0.93 ---98837.66 ms/batch
Step 00094300 L_out=0.087 Acc=0.91 ---122924.44 ms/batch
Step 00094350 L_out=0.139 Acc=0.95 ---147161.11 ms/batch
Step 00094400 L_out=0.654 Acc=0.82 ---171736.37 ms/batch
Step 00094450 L_out=0.067 Acc=0.95 ---196070.63 ms/batch
Step 00094500 L_out=0.066 Acc=0.95 ---220762.18 ms/batch
Step 00094550 L_out=0.050 Acc=0.91 ---245083.96 ms/batch
Step 00094600 L_out=0.183 Acc=0.92 ---269541.20 ms/batch
Step 00094650 L_out=0.153 Acc=0.92 ---294253.41 ms/batch
Step 00094700 L_out=0.244 Acc=0.94 ---318882.11 ms/batch
Round 6 | epoch=21, train costTime=325.8794286251068, | total_activation_sum=20085859
Round 6 | epoch=22, current m_iou=0.6638657493067417
Round 6 | Best m_IoU is: 0.685, OA is: 0.923 | val costTime=143.09466862678528
Round 6 | ****EPOCH 22****
Step 00094750 L_out=0.047 Acc=0.91 ---17661.77 ms/batch
Step 00094800 L_out=0.085 Acc=0.93 ---41903.13 ms/batch
Step 00094850 L_out=0.042 Acc=0.96 ---66597.27 ms/batch
Step 00094900 L_out=0.233 Acc=0.92 ---91055.84 ms/batch
Step 00094950 L_out=0.109 Acc=0.91 ---115729.96 ms/batch
Step 00095000 L_out=0.056 Acc=0.93 ---139975.14 ms/batch
Step 00095050 L_out=0.038 Acc=0.93 ---164385.69 ms/batch
Step 00095100 L_out=0.259 Acc=0.82 ---189005.01 ms/batch
Step 00095150 L_out=0.025 Acc=0.94 ---213561.84 ms/batch
Step 00095200 L_out=0.099 Acc=0.93 ---238057.35 ms/batch
Step 00095250 L_out=0.090 Acc=0.84 ---262577.96 ms/batch
Step 00095300 L_out=0.202 Acc=0.91 ---287000.86 ms/batch
Step 00095350 L_out=0.186 Acc=0.95 ---311550.08 ms/batch
Round 6 | epoch=22, train costTime=326.68781304359436, | total_activation_sum=20189491
Round 6 | epoch=23, current m_iou=0.6619516572784364
Round 6 | Best m_IoU is: 0.685, OA is: 0.923 | val costTime=143.9902801513672
Round 6 | ****EPOCH 23****
Step 00095400 L_out=0.408 Acc=0.87 --- 9337.54 ms/batch
Step 00095450 L_out=0.268 Acc=0.89 ---34058.13 ms/batch
Step 00095500 L_out=0.106 Acc=0.93 ---58205.23 ms/batch
Step 00095550 L_out=0.075 Acc=0.90 ---82542.47 ms/batch
Step 00095600 L_out=0.088 Acc=0.85 ---107047.28 ms/batch
Step 00095650 L_out=0.115 Acc=0.92 ---131826.29 ms/batch
Step 00095700 L_out=0.200 Acc=0.92 ---156440.31 ms/batch
Step 00095750 L_out=0.038 Acc=0.88 ---180590.05 ms/batch
Step 00095800 L_out=0.072 Acc=0.93 ---205544.91 ms/batch
Step 00095850 L_out=0.058 Acc=0.91 ---230184.82 ms/batch
Step 00095900 L_out=0.048 Acc=0.93 ---254371.65 ms/batch
Step 00095950 L_out=0.081 Acc=0.94 ---278848.85 ms/batch
Step 00096000 L_out=0.240 Acc=0.90 ---303356.88 ms/batch
Round 6 | epoch=23, train costTime=326.75613236427307, | total_activation_sum=20200905
Round 6 | epoch=24, current m_iou=0.6649735585376508
Round 6 | Best m_IoU is: 0.685, OA is: 0.923 | val costTime=145.5825493335724
Round 6 | ****EPOCH 24****
Step 00096050 L_out=0.137 Acc=0.92 ---  981.13 ms/batch
Step 00096100 L_out=0.057 Acc=0.93 ---25574.22 ms/batch
Step 00096150 L_out=0.064 Acc=0.94 ---49805.54 ms/batch
Step 00096200 L_out=0.250 Acc=0.94 ---74299.99 ms/batch
Step 00096250 L_out=0.130 Acc=0.94 ---98804.51 ms/batch
Step 00096300 L_out=0.209 Acc=0.94 ---123028.38 ms/batch
Step 00096350 L_out=0.055 Acc=0.97 ---147046.65 ms/batch
Step 00096400 L_out=0.094 Acc=0.92 ---171381.19 ms/batch
Step 00096450 L_out=0.062 Acc=0.92 ---196053.64 ms/batch
Step 00096500 L_out=0.179 Acc=0.90 ---220318.97 ms/batch
Step 00096550 L_out=0.048 Acc=0.95 ---244827.42 ms/batch
Step 00096600 L_out=0.116 Acc=0.90 ---269308.09 ms/batch
Step 00096650 L_out=0.100 Acc=0.92 ---293885.56 ms/batch
Step 00096700 L_out=0.145 Acc=0.95 ---318110.50 ms/batch
Round 6 | epoch=24, train costTime=325.60466980934143, | total_activation_sum=19971387
Round 6 | epoch=25, current m_iou=0.6703491259906122
Round 6 | Best m_IoU is: 0.685, OA is: 0.923 | val costTime=143.84441089630127
Round 6 | ****EPOCH 25****
Step 00096750 L_out=0.220 Acc=0.94 ---17079.09 ms/batch
Step 00096800 L_out=0.100 Acc=0.95 ---41734.37 ms/batch
Step 00096850 L_out=0.157 Acc=0.97 ---66089.46 ms/batch
Step 00096900 L_out=0.195 Acc=0.91 ---90912.30 ms/batch
Step 00096950 L_out=0.325 Acc=0.93 ---115338.63 ms/batch
Step 00097000 L_out=0.042 Acc=0.93 ---139881.52 ms/batch
Step 00097050 L_out=0.053 Acc=0.93 ---164624.83 ms/batch
Step 00097100 L_out=0.035 Acc=0.95 ---188809.13 ms/batch
Step 00097150 L_out=0.072 Acc=0.89 ---213424.74 ms/batch
Step 00097200 L_out=0.124 Acc=0.88 ---237462.13 ms/batch
Step 00097250 L_out=0.246 Acc=0.95 ---261857.41 ms/batch
Step 00097300 L_out=0.214 Acc=0.93 ---286152.88 ms/batch
Step 00097350 L_out=0.083 Acc=0.92 ---310887.32 ms/batch
Round 6 | epoch=25, train costTime=326.692880153656, | total_activation_sum=19861842
Round 6 | epoch=26, current m_iou=0.6620201601321531
Round 6 | Best m_IoU is: 0.685, OA is: 0.923 | val costTime=145.2729299068451
Round 6 | ****EPOCH 26****
Step 00097400 L_out=0.324 Acc=0.89 --- 8902.28 ms/batch
Step 00097450 L_out=0.099 Acc=0.91 ---33508.63 ms/batch
Step 00097500 L_out=0.071 Acc=0.92 ---58549.48 ms/batch
Step 00097550 L_out=0.243 Acc=0.91 ---83181.33 ms/batch
Step 00097600 L_out=0.118 Acc=0.90 ---107387.60 ms/batch
Step 00097650 L_out=0.125 Acc=0.90 ---131831.51 ms/batch
Step 00097700 L_out=0.126 Acc=0.93 ---156425.47 ms/batch
Step 00097750 L_out=0.292 Acc=0.90 ---180791.71 ms/batch
Step 00097800 L_out=0.067 Acc=0.91 ---205571.31 ms/batch
Step 00097850 L_out=0.125 Acc=0.95 ---230334.36 ms/batch
Step 00097900 L_out=0.040 Acc=0.91 ---255185.74 ms/batch
Step 00097950 L_out=0.036 Acc=0.90 ---279672.06 ms/batch
Step 00098000 L_out=0.446 Acc=0.80 ---304148.32 ms/batch
Round 6 | epoch=26, train costTime=328.18970489501953, | total_activation_sum=20156599
Round 6 | epoch=27, current m_iou=0.6674424392712445
Round 6 | Best m_IoU is: 0.685, OA is: 0.923 | val costTime=143.92561674118042
Round 6 | ****EPOCH 27****
Step 00098050 L_out=0.044 Acc=0.94 ---  470.98 ms/batch
Step 00098100 L_out=0.064 Acc=0.95 ---24872.36 ms/batch
Step 00098150 L_out=0.068 Acc=0.95 ---49502.63 ms/batch
Step 00098200 L_out=0.234 Acc=0.89 ---73572.89 ms/batch
Step 00098250 L_out=0.066 Acc=0.86 ---98103.95 ms/batch
Step 00098300 L_out=0.032 Acc=0.96 ---122676.11 ms/batch
Step 00098350 L_out=0.110 Acc=0.93 ---147185.59 ms/batch
Step 00098400 L_out=0.178 Acc=0.96 ---171481.43 ms/batch
Step 00098450 L_out=0.103 Acc=0.95 ---195945.37 ms/batch
Step 00098500 L_out=0.065 Acc=0.94 ---220302.08 ms/batch
Step 00098550 L_out=0.088 Acc=0.88 ---244629.11 ms/batch
Step 00098600 L_out=0.026 Acc=0.89 ---269480.82 ms/batch
Step 00098650 L_out=0.043 Acc=0.95 ---294002.78 ms/batch
Step 00098700 L_out=0.301 Acc=0.93 ---318755.91 ms/batch
Round 6 | epoch=27, train costTime=326.74959206581116, | total_activation_sum=20110807
Round 6 | epoch=28, current m_iou=0.6680380363276913
Round 6 | Best m_IoU is: 0.685, OA is: 0.923 | val costTime=145.06479692459106
Round 6 | ****EPOCH 28****
Step 00098750 L_out=0.086 Acc=0.95 ---16419.52 ms/batch
Step 00098800 L_out=0.296 Acc=0.89 ---40778.90 ms/batch
Step 00098850 L_out=0.044 Acc=0.95 ---65411.78 ms/batch
Step 00098900 L_out=0.203 Acc=0.95 ---90059.09 ms/batch
Step 00098950 L_out=0.128 Acc=0.89 ---114741.06 ms/batch
Step 00099000 L_out=0.138 Acc=0.94 ---139114.10 ms/batch
Step 00099050 L_out=0.100 Acc=0.93 ---163386.65 ms/batch
Step 00099100 L_out=0.043 Acc=0.97 ---188199.01 ms/batch
Step 00099150 L_out=0.088 Acc=0.92 ---212640.08 ms/batch
Step 00099200 L_out=0.084 Acc=0.85 ---236838.11 ms/batch
Step 00099250 L_out=0.188 Acc=0.91 ---261198.44 ms/batch
Step 00099300 L_out=0.047 Acc=0.93 ---285215.36 ms/batch
Step 00099350 L_out=0.255 Acc=0.93 ---309815.00 ms/batch
Round 6 | epoch=28, train costTime=325.89580368995667, | total_activation_sum=20157769
Round 6 | epoch=29, current m_iou=0.6714695463302324
Round 6 | Best m_IoU is: 0.685, OA is: 0.923 | val costTime=141.6638307571411
Round 6 | ****EPOCH 29****
Step 00099400 L_out=0.122 Acc=0.94 --- 8565.71 ms/batch
Step 00099450 L_out=0.043 Acc=0.93 ---33316.36 ms/batch
Step 00099500 L_out=0.094 Acc=0.94 ---57004.25 ms/batch
Step 00099550 L_out=0.044 Acc=0.94 ---80171.53 ms/batch
Step 00099600 L_out=0.176 Acc=0.94 ---103423.94 ms/batch
Step 00099650 L_out=0.116 Acc=0.89 ---126955.98 ms/batch
Step 00099700 L_out=0.301 Acc=0.92 ---150558.31 ms/batch
Step 00099750 L_out=0.051 Acc=0.96 ---173946.25 ms/batch
Step 00099800 L_out=0.041 Acc=0.96 ---197434.61 ms/batch
Step 00099850 L_out=0.122 Acc=0.92 ---220849.93 ms/batch
Step 00099900 L_out=0.075 Acc=0.83 ---244207.70 ms/batch
Step 00099950 L_out=0.201 Acc=0.90 ---267574.55 ms/batch
Step 00100000 L_out=0.122 Acc=0.93 ---290993.97 ms/batch
Step 00100050 L_out=0.049 Acc=0.96 ---314343.72 ms/batch
Round 6 | epoch=29, train costTime=314.34412455558777, | total_activation_sum=20148625
Round 6 | epoch=30, current m_iou=0.6729066983975341
Round 6 | Best m_IoU is: 0.685, OA is: 0.923 | val costTime=130.4369113445282
Round 6 | ****EPOCH 30****

------------------------------------------------------------------------5.19   :1000 no sp_merge

Round 2 | ****EPOCH 0****
Step 00000050 L_out=0.261 Acc=0.56 ---26237.74 ms/batch
Step 00000100 L_out=0.117 Acc=0.39 ---50207.95 ms/batch
Step 00000150 L_out=0.501 Acc=0.17 ---74286.76 ms/batch
Step 00000200 L_out=0.166 Acc=0.36 ---98268.49 ms/batch
Step 00000250 L_out=0.171 Acc=0.29 ---122497.65 ms/batch
Step 00000300 L_out=0.209 Acc=0.54 ---146925.85 ms/batch
Step 00000350 L_out=0.521 Acc=0.54 ---171324.33 ms/batch
Step 00000400 L_out=0.223 Acc=0.73 ---195521.81 ms/batch
Step 00000450 L_out=0.277 Acc=0.54 ---219760.26 ms/batch
Step 00000500 L_out=0.147 Acc=0.43 ---243644.21 ms/batch
Step 00000550 L_out=0.208 Acc=0.64 ---267742.88 ms/batch
Step 00000600 L_out=0.143 Acc=0.51 ---292198.25 ms/batch
Step 00000650 L_out=0.167 Acc=0.70 ---318934.06 ms/batch
Round 2 | epoch=0, train costTime=327.9377090930939, | total_activation_sum=3960434
Round 2 | epoch=1, current m_iou=0.23130806681872618
Round 2 | Best m_IoU is: 0.231, OA is: 0.473 | val costTime=142.91024589538574
Round 2 | ****EPOCH 1****
Step 00000700 L_out=0.278 Acc=0.34 ---15724.60 ms/batch
Step 00000750 L_out=0.208 Acc=0.67 ---39684.43 ms/batch
Step 00000800 L_out=0.079 Acc=0.62 ---63863.51 ms/batch
Step 00000850 L_out=0.096 Acc=0.62 ---87762.44 ms/batch
Step 00000900 L_out=0.098 Acc=0.41 ---111898.91 ms/batch
Step 00000950 L_out=0.148 Acc=0.40 ---136381.31 ms/batch
Step 00001000 L_out=0.071 Acc=0.67 ---160413.52 ms/batch
Step 00001050 L_out=0.114 Acc=0.60 ---184490.58 ms/batch
Step 00001100 L_out=0.097 Acc=0.44 ---208635.97 ms/batch
Step 00001150 L_out=0.196 Acc=0.69 ---232820.47 ms/batch
Step 00001200 L_out=0.491 Acc=0.48 ---256596.91 ms/batch
Step 00001250 L_out=0.138 Acc=0.67 ---280312.31 ms/batch
Step 00001300 L_out=0.075 Acc=0.64 ---304663.07 ms/batch
Round 2 | epoch=1, train costTime=320.779381275177, | total_activation_sum=3626831
Round 2 | epoch=2, current m_iou=0.3894680874323909
Round 2 | Best m_IoU is: 0.389, OA is: 0.727 | val costTime=137.36018323898315
Round 2 | ****EPOCH 2****
Step 00001350 L_out=0.092 Acc=0.59 --- 7708.32 ms/batch
Step 00001400 L_out=0.583 Acc=0.68 ---32041.39 ms/batch
Step 00001450 L_out=0.141 Acc=0.40 ---56380.39 ms/batch
Step 00001500 L_out=0.195 Acc=0.49 ---80563.69 ms/batch
Step 00001550 L_out=0.064 Acc=0.57 ---104623.13 ms/batch
Step 00001600 L_out=0.081 Acc=0.47 ---128716.02 ms/batch
Step 00001650 L_out=0.106 Acc=0.70 ---152942.91 ms/batch
Step 00001700 L_out=0.119 Acc=0.52 ---177138.03 ms/batch
Step 00001750 L_out=0.109 Acc=0.75 ---201245.69 ms/batch
Step 00001800 L_out=0.254 Acc=0.57 ---225253.56 ms/batch
Step 00001850 L_out=0.337 Acc=0.66 ---249311.12 ms/batch
Step 00001900 L_out=0.227 Acc=0.61 ---273161.05 ms/batch
Step 00001950 L_out=0.086 Acc=0.81 ---297428.43 ms/batch
Step 00002000 L_out=0.282 Acc=0.83 ---321594.27 ms/batch
Round 2 | epoch=2, train costTime=322.08193373680115, | total_activation_sum=3673245
Round 2 | epoch=3, current m_iou=0.3906267328584326
Round 2 | Best m_IoU is: 0.391, OA is: 0.721 | val costTime=146.02174139022827
Round 2 | ****EPOCH 3****
Step 00002050 L_out=0.097 Acc=0.56 ---23838.36 ms/batch
Step 00002100 L_out=0.144 Acc=0.66 ---47843.82 ms/batch
Step 00002150 L_out=0.135 Acc=0.82 ---71791.52 ms/batch
Step 00002200 L_out=0.155 Acc=0.61 ---96190.97 ms/batch
Step 00002250 L_out=0.054 Acc=0.77 ---120441.46 ms/batch
Step 00002300 L_out=0.225 Acc=0.71 ---144800.53 ms/batch
Step 00002350 L_out=0.034 Acc=0.64 ---169012.03 ms/batch
Step 00002400 L_out=0.080 Acc=0.62 ---193331.98 ms/batch
Step 00002450 L_out=0.474 Acc=0.69 ---217465.08 ms/batch
Step 00002500 L_out=0.167 Acc=0.76 ---241689.17 ms/batch
Step 00002550 L_out=0.093 Acc=0.63 ---266260.07 ms/batch
Step 00002600 L_out=0.389 Acc=0.65 ---290102.46 ms/batch
Step 00002650 L_out=0.184 Acc=0.71 ---314394.46 ms/batch
Round 2 | epoch=3, train costTime=323.20570850372314, | total_activation_sum=3592726
Round 2 | epoch=4, current m_iou=0.2914535641132472
Round 2 | Best m_IoU is: 0.391, OA is: 0.721 | val costTime=136.88635897636414
Round 2 | ****EPOCH 4****
Step 00002700 L_out=0.052 Acc=0.55 ---15790.26 ms/batch
Step 00002750 L_out=0.066 Acc=0.51 ---42638.90 ms/batch
Step 00002800 L_out=0.071 Acc=0.69 ---68968.34 ms/batch
Step 00002850 L_out=0.287 Acc=0.47 ---94296.87 ms/batch
Step 00002900 L_out=0.033 Acc=0.68 ---118075.54 ms/batch
Step 00002950 L_out=0.136 Acc=0.70 ---141918.68 ms/batch
Step 00003000 L_out=0.143 Acc=0.62 ---165993.81 ms/batch
Step 00003050 L_out=0.136 Acc=0.77 ---190237.59 ms/batch
Step 00003100 L_out=0.058 Acc=0.65 ---214333.99 ms/batch
Step 00003150 L_out=0.205 Acc=0.79 ---238631.58 ms/batch
Step 00003200 L_out=0.152 Acc=0.53 ---262593.44 ms/batch
Step 00003250 L_out=0.069 Acc=0.77 ---286455.12 ms/batch
Step 00003300 L_out=0.096 Acc=0.71 ---310974.61 ms/batch
Round 2 | epoch=4, train costTime=327.68957805633545, | total_activation_sum=3650125
Round 2 | epoch=5, current m_iou=0.3703686179302442
Round 2 | Best m_IoU is: 0.391, OA is: 0.721 | val costTime=141.10578608512878
Round 2 | ****EPOCH 5****
Step 00003350 L_out=0.207 Acc=0.73 --- 7317.13 ms/batch
Step 00003400 L_out=0.143 Acc=0.57 ---31313.81 ms/batch
Step 00003450 L_out=0.026 Acc=0.66 ---55543.86 ms/batch
Step 00003500 L_out=0.020 Acc=0.59 ---79462.29 ms/batch
Step 00003550 L_out=0.332 Acc=0.57 ---103482.40 ms/batch
Step 00003600 L_out=0.248 Acc=0.66 ---127542.09 ms/batch
Step 00003650 L_out=0.094 Acc=0.68 ---151505.98 ms/batch
Step 00003700 L_out=0.099 Acc=0.55 ---175513.34 ms/batch
Step 00003750 L_out=0.025 Acc=0.83 ---199440.92 ms/batch
Step 00003800 L_out=0.177 Acc=0.56 ---223494.48 ms/batch
Step 00003850 L_out=0.063 Acc=0.42 ---247830.04 ms/batch
Step 00003900 L_out=0.094 Acc=0.70 ---272079.75 ms/batch
Step 00003950 L_out=0.300 Acc=0.54 ---295976.46 ms/batch
Step 00004000 L_out=0.132 Acc=0.75 ---320090.18 ms/batch
Round 2 | epoch=5, train costTime=321.03609013557434, | total_activation_sum=3613347
Round 2 | epoch=6, current m_iou=0.40849681346331
Round 2 | Best m_IoU is: 0.408, OA is: 0.735 | val costTime=133.71847462654114
Round 2 | ****EPOCH 6****
Step 00004050 L_out=0.095 Acc=0.67 ---23242.86 ms/batch
Step 00004100 L_out=0.079 Acc=0.77 ---47176.22 ms/batch
Step 00004150 L_out=0.198 Acc=0.80 ---71228.27 ms/batch
Step 00004200 L_out=0.122 Acc=0.69 ---95338.06 ms/batch
Step 00004250 L_out=0.078 Acc=0.90 ---119519.07 ms/batch
Step 00004300 L_out=0.124 Acc=0.54 ---143728.31 ms/batch
Step 00004350 L_out=0.058 Acc=0.83 ---167705.84 ms/batch
Step 00004400 L_out=0.078 Acc=0.66 ---191997.13 ms/batch
Step 00004450 L_out=0.135 Acc=0.77 ---216014.64 ms/batch
Step 00004500 L_out=0.041 Acc=0.79 ---240068.94 ms/batch
Step 00004550 L_out=0.129 Acc=0.54 ---264470.26 ms/batch
Step 00004600 L_out=0.164 Acc=0.82 ---288586.31 ms/batch
Step 00004650 L_out=0.075 Acc=0.79 ---312519.22 ms/batch
Round 2 | epoch=6, train costTime=321.5293028354645, | total_activation_sum=3746082
Round 2 | epoch=7, current m_iou=0.42606495511652287
Round 2 | Best m_IoU is: 0.426, OA is: 0.734 | val costTime=144.65198278427124
Round 2 | ****EPOCH 7****
Step 00004700 L_out=0.051 Acc=0.68 ---15234.31 ms/batch
Step 00004750 L_out=0.059 Acc=0.69 ---39124.27 ms/batch
Step 00004800 L_out=0.055 Acc=0.58 ---63858.01 ms/batch
Step 00004850 L_out=0.033 Acc=0.79 ---88266.39 ms/batch
Step 00004900 L_out=0.085 Acc=0.77 ---113058.32 ms/batch
Step 00004950 L_out=0.220 Acc=0.83 ---137794.41 ms/batch
Step 00005000 L_out=0.110 Acc=0.70 ---162033.86 ms/batch
Step 00005050 L_out=0.216 Acc=0.75 ---186036.30 ms/batch
Step 00005100 L_out=0.125 Acc=0.71 ---210662.37 ms/batch
Step 00005150 L_out=0.103 Acc=0.72 ---237503.14 ms/batch
Step 00005200 L_out=0.042 Acc=0.70 ---264401.22 ms/batch
Step 00005250 L_out=0.018 Acc=0.80 ---289877.14 ms/batch
Step 00005300 L_out=0.061 Acc=0.70 ---314056.72 ms/batch
Round 2 | epoch=7, train costTime=331.6089162826538, | total_activation_sum=3598610
Round 2 | epoch=8, current m_iou=0.4802748177106434
Round 2 | Best m_IoU is: 0.480, OA is: 0.796 | val costTime=134.6277253627777
Round 2 | ****EPOCH 8****
Step 00005350 L_out=0.048 Acc=0.62 --- 6881.62 ms/batch
Step 00005400 L_out=0.105 Acc=0.68 ---30679.57 ms/batch
Step 00005450 L_out=0.053 Acc=0.58 ---54731.72 ms/batch
Step 00005500 L_out=0.015 Acc=0.66 ---78910.48 ms/batch
Step 00005550 L_out=0.107 Acc=0.66 ---102679.05 ms/batch
Step 00005600 L_out=0.060 Acc=0.66 ---126616.32 ms/batch
Step 00005650 L_out=0.218 Acc=0.49 ---150797.07 ms/batch
Step 00005700 L_out=0.205 Acc=0.75 ---174911.97 ms/batch
Step 00005750 L_out=0.093 Acc=0.78 ---198917.36 ms/batch
Step 00005800 L_out=0.161 Acc=0.64 ---223084.50 ms/batch
Step 00005850 L_out=0.055 Acc=0.76 ---247147.62 ms/batch
Step 00005900 L_out=0.081 Acc=0.80 ---271346.63 ms/batch
Step 00005950 L_out=0.110 Acc=0.60 ---295665.24 ms/batch
Step 00006000 L_out=0.107 Acc=0.78 ---319980.43 ms/batch
Round 2 | epoch=8, train costTime=321.42413425445557, | total_activation_sum=3612575
Round 2 | epoch=9, current m_iou=0.49057016350949045
Round 2 | Best m_IoU is: 0.491, OA is: 0.784 | val costTime=145.84395289421082
Round 2 | ****EPOCH 9****
Step 00006050 L_out=0.105 Acc=0.55 ---22534.11 ms/batch
Step 00006100 L_out=0.034 Acc=0.81 ---46607.27 ms/batch
Step 00006150 L_out=0.023 Acc=0.63 ---70958.96 ms/batch
Step 00006200 L_out=0.100 Acc=0.78 ---94938.56 ms/batch
Step 00006250 L_out=0.121 Acc=0.57 ---119250.10 ms/batch
Step 00006300 L_out=0.055 Acc=0.76 ---143528.69 ms/batch
Step 00006350 L_out=0.067 Acc=0.77 ---167600.28 ms/batch
Step 00006400 L_out=0.127 Acc=0.66 ---191642.92 ms/batch
Step 00006450 L_out=0.071 Acc=0.71 ---215464.80 ms/batch
Step 00006500 L_out=0.148 Acc=0.45 ---239738.16 ms/batch
Step 00006550 L_out=0.126 Acc=0.75 ---263954.21 ms/batch
Step 00006600 L_out=0.048 Acc=0.56 ---288005.28 ms/batch
Step 00006650 L_out=0.433 Acc=0.74 ---312073.64 ms/batch
Round 2 | epoch=9, train costTime=321.81602001190186, | total_activation_sum=3586107
Round 2 | epoch=10, current m_iou=0.5404186278686897
Round 2 | Best m_IoU is: 0.540, OA is: 0.826 | val costTime=144.3103597164154
Round 2 | ****EPOCH 10****
Step 00006700 L_out=0.144 Acc=0.65 ---14460.61 ms/batch
Step 00006750 L_out=0.197 Acc=0.66 ---38532.71 ms/batch
Step 00006800 L_out=0.073 Acc=0.75 ---62809.01 ms/batch
Step 00006850 L_out=0.166 Acc=0.75 ---86708.68 ms/batch
Step 00006900 L_out=0.025 Acc=0.70 ---111374.04 ms/batch
Step 00006950 L_out=0.072 Acc=0.80 ---135532.49 ms/batch
Step 00007000 L_out=0.024 Acc=0.80 ---159760.04 ms/batch
Step 00007050 L_out=0.077 Acc=0.70 ---183700.07 ms/batch
Step 00007100 L_out=0.026 Acc=0.78 ---207986.30 ms/batch
Step 00007150 L_out=0.052 Acc=0.58 ---232022.48 ms/batch
Step 00007200 L_out=0.154 Acc=0.79 ---256091.91 ms/batch
Step 00007250 L_out=0.154 Acc=0.83 ---280031.56 ms/batch
Step 00007300 L_out=0.096 Acc=0.78 ---303883.73 ms/batch
Round 2 | epoch=10, train costTime=321.5048739910126, | total_activation_sum=3682890
Round 2 | epoch=11, current m_iou=0.5499097251333901
Round 2 | Best m_IoU is: 0.550, OA is: 0.838 | val costTime=140.38736367225647
Round 2 | ****EPOCH 11****
Step 00007350 L_out=0.042 Acc=0.79 --- 6596.60 ms/batch
Step 00007400 L_out=0.139 Acc=0.60 ---31558.93 ms/batch
Step 00007450 L_out=0.048 Acc=0.77 ---56541.76 ms/batch
Step 00007500 L_out=0.122 Acc=0.56 ---81483.18 ms/batch
Step 00007550 L_out=0.037 Acc=0.63 ---106341.57 ms/batch
Step 00007600 L_out=0.143 Acc=0.72 ---131428.84 ms/batch
Step 00007650 L_out=0.024 Acc=0.62 ---156247.82 ms/batch
Step 00007700 L_out=0.019 Acc=0.62 ---181449.21 ms/batch
Step 00007750 L_out=0.007 Acc=0.77 ---206156.91 ms/batch
Step 00007800 L_out=0.039 Acc=0.79 ---230980.67 ms/batch
Step 00007850 L_out=0.204 Acc=0.67 ---255738.74 ms/batch
Step 00007900 L_out=0.090 Acc=0.58 ---280709.57 ms/batch
Step 00007950 L_out=0.117 Acc=0.84 ---305598.30 ms/batch
Step 00008000 L_out=0.036 Acc=0.80 ---330630.14 ms/batch
Round 2 | epoch=11, train costTime=332.519437789917, | total_activation_sum=3615904
Round 2 | epoch=12, current m_iou=0.49315625349957987
Round 2 | Best m_IoU is: 0.550, OA is: 0.838 | val costTime=142.1847047805786
Round 2 | ****EPOCH 12****
Step 00008050 L_out=0.018 Acc=0.65 ---23123.85 ms/batch
Step 00008100 L_out=0.019 Acc=0.70 ---47840.79 ms/batch
Step 00008150 L_out=0.330 Acc=0.66 ---73304.89 ms/batch
Step 00008200 L_out=0.352 Acc=0.58 ---98327.50 ms/batch
Step 00008250 L_out=0.029 Acc=0.64 ---123065.68 ms/batch
Step 00008300 L_out=0.036 Acc=0.76 ---148218.50 ms/batch
Step 00008350 L_out=0.008 Acc=0.74 ---173112.32 ms/batch
Step 00008400 L_out=0.043 Acc=0.72 ---198133.89 ms/batch
Step 00008450 L_out=0.091 Acc=0.67 ---222800.59 ms/batch
Step 00008500 L_out=0.042 Acc=0.76 ---247712.93 ms/batch
Step 00008550 L_out=0.156 Acc=0.70 ---272735.30 ms/batch
Step 00008600 L_out=0.068 Acc=0.83 ---297720.56 ms/batch
Step 00008650 L_out=0.072 Acc=0.79 ---322655.14 ms/batch
Round 2 | epoch=12, train costTime=333.19432735443115, | total_activation_sum=3607964
Round 2 | epoch=13, current m_iou=0.5095742405788564
Round 2 | Best m_IoU is: 0.550, OA is: 0.838 | val costTime=146.15785121917725
Round 2 | ****EPOCH 13****
Step 00008700 L_out=0.176 Acc=0.70 ---14603.28 ms/batch
Step 00008750 L_out=0.092 Acc=0.75 ---39494.11 ms/batch
Step 00008800 L_out=0.084 Acc=0.84 ---64362.51 ms/batch
Step 00008850 L_out=0.028 Acc=0.77 ---89549.63 ms/batch
Step 00008900 L_out=0.024 Acc=0.75 ---114090.22 ms/batch
Step 00008950 L_out=0.101 Acc=0.65 ---138961.40 ms/batch
Step 00009000 L_out=0.144 Acc=0.60 ---163864.95 ms/batch
Step 00009050 L_out=0.062 Acc=0.77 ---189131.15 ms/batch
Step 00009100 L_out=0.055 Acc=0.63 ---214479.31 ms/batch
Step 00009150 L_out=0.088 Acc=0.76 ---239396.73 ms/batch
Step 00009200 L_out=0.113 Acc=0.76 ---264398.97 ms/batch
Step 00009250 L_out=0.063 Acc=0.91 ---288703.65 ms/batch
Step 00009300 L_out=0.227 Acc=0.69 ---313537.06 ms/batch
Round 2 | epoch=13, train costTime=332.63298749923706, | total_activation_sum=3594155
Round 2 | epoch=14, current m_iou=0.525611952539967
Round 2 | Best m_IoU is: 0.550, OA is: 0.838 | val costTime=145.56456232070923
Round 2 | ****EPOCH 14****
Step 00009350 L_out=0.057 Acc=0.83 --- 5911.08 ms/batch
Step 00009400 L_out=0.105 Acc=0.72 ---30509.09 ms/batch
Step 00009450 L_out=0.062 Acc=0.85 ---55342.27 ms/batch
Step 00009500 L_out=0.168 Acc=0.58 ---80253.80 ms/batch
Step 00009550 L_out=0.057 Acc=0.68 ---105350.72 ms/batch
Step 00009600 L_out=0.094 Acc=0.78 ---130483.55 ms/batch
Step 00009650 L_out=0.013 Acc=0.89 ---155713.24 ms/batch
Step 00009700 L_out=0.089 Acc=0.75 ---180761.51 ms/batch
Step 00009750 L_out=0.076 Acc=0.86 ---205300.86 ms/batch
Step 00009800 L_out=0.008 Acc=0.73 ---230187.90 ms/batch
Step 00009850 L_out=0.074 Acc=0.75 ---255482.56 ms/batch
Step 00009900 L_out=0.066 Acc=0.87 ---280641.18 ms/batch
Step 00009950 L_out=0.065 Acc=0.85 ---305245.79 ms/batch
Step 00010000 L_out=0.075 Acc=0.81 ---330134.77 ms/batch
Round 2 | epoch=14, train costTime=332.58851194381714, | total_activation_sum=3664401
Round 2 | epoch=15, current m_iou=0.5230421893781413
Round 2 | Best m_IoU is: 0.550, OA is: 0.838 | val costTime=150.51269507408142
Round 2 | ****EPOCH 15****
Step 00010050 L_out=0.036 Acc=0.85 ---22698.22 ms/batch
Step 00010100 L_out=0.059 Acc=0.73 ---47554.74 ms/batch
Step 00010150 L_out=0.042 Acc=0.70 ---72236.17 ms/batch
Step 00010200 L_out=0.057 Acc=0.82 ---97242.31 ms/batch
Step 00010250 L_out=0.009 Acc=0.77 ---122406.76 ms/batch
Step 00010300 L_out=0.048 Acc=0.76 ---147628.25 ms/batch
Step 00010350 L_out=0.064 Acc=0.80 ---172434.48 ms/batch
Step 00010400 L_out=0.029 Acc=0.78 ---197104.76 ms/batch
Step 00010450 L_out=0.024 Acc=0.87 ---221826.86 ms/batch
Step 00010500 L_out=0.043 Acc=0.88 ---246945.32 ms/batch
Step 00010550 L_out=0.187 Acc=0.68 ---271874.14 ms/batch
Step 00010600 L_out=0.061 Acc=0.83 ---297132.86 ms/batch
Step 00010650 L_out=0.060 Acc=0.81 ---322102.19 ms/batch
Round 2 | epoch=15, train costTime=333.20824360847473, | total_activation_sum=3621905
Round 2 | epoch=16, current m_iou=0.5592576009302914
Round 2 | Best m_IoU is: 0.559, OA is: 0.843 | val costTime=149.16105675697327
Round 2 | ****EPOCH 16****
Step 00010700 L_out=0.026 Acc=0.82 ---13907.59 ms/batch
Step 00010750 L_out=0.078 Acc=0.77 ---38979.57 ms/batch
Step 00010800 L_out=0.050 Acc=0.81 ---64200.42 ms/batch
Step 00010850 L_out=0.080 Acc=0.75 ---88977.36 ms/batch
Step 00010900 L_out=0.079 Acc=0.78 ---113666.27 ms/batch
Step 00010950 L_out=0.222 Acc=0.59 ---138296.44 ms/batch
Step 00011000 L_out=0.122 Acc=0.69 ---163092.56 ms/batch
Step 00011050 L_out=0.080 Acc=0.62 ---187702.91 ms/batch
Step 00011100 L_out=0.063 Acc=0.79 ---213125.94 ms/batch
Step 00011150 L_out=0.164 Acc=0.41 ---237843.36 ms/batch
Step 00011200 L_out=0.032 Acc=0.90 ---262754.22 ms/batch
Step 00011250 L_out=0.027 Acc=0.80 ---285726.37 ms/batch
Step 00011300 L_out=0.079 Acc=0.73 ---308955.97 ms/batch
Round 2 | epoch=16, train costTime=326.9223983287811, | total_activation_sum=3658203
Round 2 | epoch=17, current m_iou=0.5506691661558989
Round 2 | Best m_IoU is: 0.559, OA is: 0.843 | val costTime=137.83709502220154
Round 2 | ****EPOCH 17****
Step 00011350 L_out=0.080 Acc=0.77 --- 5069.66 ms/batch
Step 00011400 L_out=0.037 Acc=0.75 ---28155.91 ms/batch
Step 00011450 L_out=0.007 Acc=0.74 ---50924.30 ms/batch
Step 00011500 L_out=0.028 Acc=0.82 ---74021.82 ms/batch
Step 00011550 L_out=0.062 Acc=0.75 ---96957.90 ms/batch
Step 00011600 L_out=0.059 Acc=0.72 ---119901.23 ms/batch
Step 00011650 L_out=0.026 Acc=0.67 ---143038.52 ms/batch
Step 00011700 L_out=0.236 Acc=0.78 ---165965.54 ms/batch
Step 00011750 L_out=0.210 Acc=0.79 ---189057.11 ms/batch
Step 00011800 L_out=0.056 Acc=0.80 ---212099.64 ms/batch
Step 00011850 L_out=0.008 Acc=0.87 ---235278.14 ms/batch
Step 00011900 L_out=0.086 Acc=0.82 ---258575.71 ms/batch
Step 00011950 L_out=0.052 Acc=0.73 ---281538.35 ms/batch
Step 00012000 L_out=0.017 Acc=0.81 ---304486.19 ms/batch
Round 2 | epoch=17, train costTime=307.2097430229187, | total_activation_sum=3627153
Round 2 | epoch=18, current m_iou=0.5696709121284392
Round 2 | Best m_IoU is: 0.570, OA is: 0.850 | val costTime=134.6817922592163
Round 2 | ****EPOCH 18****
Step 00012050 L_out=0.005 Acc=0.79 ---20366.97 ms/batch
Step 00012100 L_out=0.026 Acc=0.70 ---43273.98 ms/batch
Step 00012150 L_out=0.103 Acc=0.76 ---66446.00 ms/batch
Step 00012200 L_out=0.064 Acc=0.79 ---89507.44 ms/batch
Step 00012250 L_out=0.034 Acc=0.79 ---112740.72 ms/batch
Step 00012300 L_out=0.091 Acc=0.76 ---136018.20 ms/batch
Step 00012350 L_out=0.133 Acc=0.82 ---159137.48 ms/batch
Step 00012400 L_out=0.063 Acc=0.85 ---182222.15 ms/batch
Step 00012450 L_out=0.043 Acc=0.51 ---205145.49 ms/batch
Step 00012500 L_out=0.054 Acc=0.66 ---228447.56 ms/batch
Step 00012550 L_out=0.017 Acc=0.84 ---251426.01 ms/batch
Step 00012600 L_out=0.244 Acc=0.80 ---274443.23 ms/batch
Step 00012650 L_out=0.104 Acc=0.82 ---297416.89 ms/batch
Round 2 | epoch=18, train costTime=308.07638454437256, | total_activation_sum=3558540
Round 2 | epoch=19, current m_iou=0.54918386969167
Round 2 | Best m_IoU is: 0.570, OA is: 0.850 | val costTime=137.99358201026917
Round 2 | ****EPOCH 19****
Step 00012700 L_out=0.083 Acc=0.73 ---12490.44 ms/batch
Step 00012750 L_out=0.060 Acc=0.79 ---35607.86 ms/batch
Step 00012800 L_out=0.069 Acc=0.76 ---58952.85 ms/batch
Step 00012850 L_out=0.046 Acc=0.78 ---81997.14 ms/batch
Step 00012900 L_out=0.150 Acc=0.79 ---104832.20 ms/batch
Step 00012950 L_out=0.036 Acc=0.76 ---127744.97 ms/batch
Step 00013000 L_out=0.010 Acc=0.82 ---150978.35 ms/batch
Step 00013050 L_out=0.026 Acc=0.72 ---174056.53 ms/batch
Step 00013100 L_out=0.012 Acc=0.87 ---197129.88 ms/batch
Step 00013150 L_out=0.069 Acc=0.79 ---220214.56 ms/batch
Step 00013200 L_out=0.076 Acc=0.72 ---243407.48 ms/batch
Step 00013250 L_out=0.042 Acc=0.84 ---266456.82 ms/batch
Step 00013300 L_out=0.039 Acc=0.80 ---289535.80 ms/batch
Round 2 | epoch=19, train costTime=307.9155523777008, | total_activation_sum=3691239
Round 2 | epoch=20, current m_iou=0.5303841984838392
Round 2 | Best m_IoU is: 0.570, OA is: 0.850 | val costTime=136.95056176185608
Round 2 | ****EPOCH 20****
Step 00013350 L_out=0.024 Acc=0.78 --- 4744.35 ms/batch
Step 00013400 L_out=0.030 Acc=0.84 ---27684.69 ms/batch
Step 00013450 L_out=0.013 Acc=0.77 ---50664.87 ms/batch
Step 00013500 L_out=0.044 Acc=0.78 ---73801.31 ms/batch
Step 00013550 L_out=0.035 Acc=0.94 ---96961.46 ms/batch
Step 00013600 L_out=0.562 Acc=0.66 ---120111.45 ms/batch
Step 00013650 L_out=0.138 Acc=0.66 ---143008.17 ms/batch
Step 00013700 L_out=0.072 Acc=0.82 ---165992.14 ms/batch
Step 00013750 L_out=0.058 Acc=0.83 ---189115.75 ms/batch
Step 00013800 L_out=0.033 Acc=0.75 ---212262.22 ms/batch
Step 00013850 L_out=0.027 Acc=0.73 ---235267.30 ms/batch
Step 00013900 L_out=0.117 Acc=0.81 ---258099.01 ms/batch
Step 00013950 L_out=0.100 Acc=0.87 ---281112.44 ms/batch
Step 00014000 L_out=0.048 Acc=0.81 ---304100.11 ms/batch
Round 2 | epoch=20, train costTime=307.36725640296936, | total_activation_sum=3633344
Round 2 | epoch=21, current m_iou=0.5521724631513867
Round 2 | Best m_IoU is: 0.570, OA is: 0.850 | val costTime=135.55827236175537
Round 2 | ****EPOCH 21****
Step 00014050 L_out=0.021 Acc=0.83 ---19884.79 ms/batch
Step 00014100 L_out=0.109 Acc=0.72 ---42870.22 ms/batch
Step 00014150 L_out=0.020 Acc=0.79 ---65927.82 ms/batch
Step 00014200 L_out=0.021 Acc=0.77 ---89110.24 ms/batch
Step 00014250 L_out=0.060 Acc=0.74 ---112052.52 ms/batch
Step 00014300 L_out=0.058 Acc=0.78 ---135208.69 ms/batch
Step 00014350 L_out=0.072 Acc=0.83 ---158212.54 ms/batch
Step 00014400 L_out=0.037 Acc=0.76 ---181074.67 ms/batch
Step 00014450 L_out=0.085 Acc=0.78 ---204040.08 ms/batch
Step 00014500 L_out=0.054 Acc=0.72 ---227062.53 ms/batch
Step 00014550 L_out=0.055 Acc=0.89 ---250036.82 ms/batch
Step 00014600 L_out=0.050 Acc=0.83 ---272771.89 ms/batch
Step 00014650 L_out=0.042 Acc=0.81 ---295611.47 ms/batch
Round 2 | epoch=21, train costTime=306.52304458618164, | total_activation_sum=3610885
Round 2 | epoch=22, current m_iou=0.5463133249212293
Round 2 | Best m_IoU is: 0.570, OA is: 0.850 | val costTime=132.82657670974731
Round 2 | ****EPOCH 22****
Step 00014700 L_out=0.035 Acc=0.97 ---11952.81 ms/batch
Step 00014750 L_out=0.029 Acc=0.82 ---35127.27 ms/batch
Step 00014800 L_out=0.016 Acc=0.92 ---58046.79 ms/batch
Step 00014850 L_out=0.013 Acc=0.85 ---81094.97 ms/batch
Step 00014900 L_out=0.091 Acc=0.76 ---103931.88 ms/batch
Step 00014950 L_out=0.015 Acc=0.80 ---126306.31 ms/batch
Step 00015000 L_out=0.030 Acc=0.81 ---148447.36 ms/batch
Step 00015050 L_out=0.054 Acc=0.73 ---170725.19 ms/batch
Step 00015100 L_out=0.024 Acc=0.84 ---193007.35 ms/batch
Step 00015150 L_out=0.042 Acc=0.81 ---215426.74 ms/batch
Step 00015200 L_out=0.024 Acc=0.83 ---237536.33 ms/batch
Step 00015250 L_out=0.071 Acc=0.85 ---260056.03 ms/batch
Step 00015300 L_out=0.088 Acc=0.88 ---283937.47 ms/batch
Round 2 | epoch=22, train costTime=303.53128457069397, | total_activation_sum=3697219
Round 2 | epoch=23, current m_iou=0.5581443881989339
Round 2 | Best m_IoU is: 0.570, OA is: 0.850 | val costTime=120.7048168182373
Round 2 | ****EPOCH 23****
Step 00015350 L_out=0.062 Acc=0.87 --- 4396.14 ms/batch
Step 00015400 L_out=0.071 Acc=0.89 ---28513.92 ms/batch
Step 00015450 L_out=0.031 Acc=0.80 ---52594.56 ms/batch
Step 00015500 L_out=0.067 Acc=0.82 ---76581.12 ms/batch
Step 00015550 L_out=0.106 Acc=0.83 ---100700.45 ms/batch
Step 00015600 L_out=0.090 Acc=0.87 ---124815.10 ms/batch
Step 00015650 L_out=0.093 Acc=0.83 ---148679.18 ms/batch
Step 00015700 L_out=0.100 Acc=0.75 ---172481.40 ms/batch
Step 00015750 L_out=0.049 Acc=0.71 ---196359.13 ms/batch
Step 00015800 L_out=0.011 Acc=0.88 ---220437.18 ms/batch
Step 00015850 L_out=0.023 Acc=0.84 ---244403.17 ms/batch
Step 00015900 L_out=0.011 Acc=0.89 ---268395.30 ms/batch
Step 00015950 L_out=0.004 Acc=0.92 ---292523.51 ms/batch
Step 00016000 L_out=0.032 Acc=0.77 ---316356.41 ms/batch
Round 2 | epoch=23, train costTime=320.1765344142914, | total_activation_sum=3602083
Round 2 | epoch=24, current m_iou=0.5695772669872007
Round 2 | Best m_IoU is: 0.570, OA is: 0.850 | val costTime=120.49101185798645
Round 2 | ****EPOCH 24****
Step 00016050 L_out=0.087 Acc=0.71 ---20328.22 ms/batch
Step 00016100 L_out=0.047 Acc=0.80 ---44285.38 ms/batch
Step 00016150 L_out=0.160 Acc=0.77 ---68141.80 ms/batch
Step 00016200 L_out=0.032 Acc=0.88 ---91977.70 ms/batch
Step 00016250 L_out=0.043 Acc=0.71 ---115902.98 ms/batch
Step 00016300 L_out=0.014 Acc=0.71 ---139771.11 ms/batch
Step 00016350 L_out=0.076 Acc=0.80 ---163743.29 ms/batch
Step 00016400 L_out=0.048 Acc=0.84 ---187700.07 ms/batch
Step 00016450 L_out=0.106 Acc=0.83 ---211772.21 ms/batch
Step 00016500 L_out=0.096 Acc=0.84 ---235556.97 ms/batch
Step 00016550 L_out=0.033 Acc=0.82 ---259538.86 ms/batch
Step 00016600 L_out=0.007 Acc=0.77 ---283353.32 ms/batch
Step 00016650 L_out=0.053 Acc=0.91 ---307262.74 ms/batch
Round 2 | epoch=24, train costTime=319.40223503112793, | total_activation_sum=3687229
Round 2 | epoch=25, current m_iou=0.5597000537748305
Round 2 | Best m_IoU is: 0.570, OA is: 0.850 | val costTime=120.28855919837952
Round 2 | ****EPOCH 25****
Step 00016700 L_out=0.073 Acc=0.86 ---12028.99 ms/batch
Step 00016750 L_out=0.109 Acc=0.69 ---35844.96 ms/batch
Step 00016800 L_out=0.078 Acc=0.85 ---59870.52 ms/batch
Step 00016850 L_out=0.122 Acc=0.75 ---83591.12 ms/batch
Step 00016900 L_out=0.070 Acc=0.72 ---107496.68 ms/batch
Step 00016950 L_out=0.123 Acc=0.77 ---131219.60 ms/batch
Step 00017000 L_out=0.080 Acc=0.80 ---155058.27 ms/batch
Step 00017050 L_out=0.022 Acc=0.85 ---179056.09 ms/batch
Step 00017100 L_out=0.016 Acc=0.85 ---202899.13 ms/batch
Step 00017150 L_out=0.088 Acc=0.78 ---226991.22 ms/batch
Step 00017200 L_out=0.072 Acc=0.77 ---250871.24 ms/batch
Step 00017250 L_out=0.010 Acc=0.88 ---274796.47 ms/batch
Step 00017300 L_out=0.087 Acc=0.85 ---298731.98 ms/batch
Round 2 | epoch=25, train costTime=318.6956000328064, | total_activation_sum=3567873
Round 2 | epoch=26, current m_iou=0.5693202461619316
Round 2 | Best m_IoU is: 0.570, OA is: 0.850 | val costTime=120.30321455001831
Round 2 | ****EPOCH 26****
Step 00017350 L_out=0.051 Acc=0.80 --- 3775.72 ms/batch
Step 00017400 L_out=0.028 Acc=0.87 ---27851.73 ms/batch
Step 00017450 L_out=0.044 Acc=0.85 ---51627.14 ms/batch
Step 00017500 L_out=0.045 Acc=0.81 ---75501.62 ms/batch
Step 00017550 L_out=0.075 Acc=0.73 ---99374.20 ms/batch
Step 00017600 L_out=0.109 Acc=0.76 ---123245.03 ms/batch
Step 00017650 L_out=0.032 Acc=0.78 ---147116.68 ms/batch
Step 00017700 L_out=0.027 Acc=0.76 ---171052.36 ms/batch
Step 00017750 L_out=0.036 Acc=0.84 ---194812.95 ms/batch
Step 00017800 L_out=0.024 Acc=0.74 ---218970.68 ms/batch
Step 00017850 L_out=0.075 Acc=0.81 ---243005.81 ms/batch
Step 00017900 L_out=0.012 Acc=0.74 ---266912.82 ms/batch
Step 00017950 L_out=0.071 Acc=0.83 ---291039.42 ms/batch
Step 00018000 L_out=0.015 Acc=0.79 ---314926.13 ms/batch
Round 2 | epoch=26, train costTime=319.25218081474304, | total_activation_sum=3601329
Round 2 | epoch=27, current m_iou=0.566422184325908
Round 2 | Best m_IoU is: 0.570, OA is: 0.850 | val costTime=120.5680320262909
Round 2 | ****EPOCH 27****
Step 00018050 L_out=0.126 Acc=0.73 ---19605.80 ms/batch
Step 00018100 L_out=0.092 Acc=0.78 ---43475.93 ms/batch
Step 00018150 L_out=0.035 Acc=0.88 ---67361.79 ms/batch
Step 00018200 L_out=0.083 Acc=0.84 ---91433.43 ms/batch
Step 00018250 L_out=0.079 Acc=0.78 ---115347.50 ms/batch
Step 00018300 L_out=0.027 Acc=0.78 ---139518.53 ms/batch
Step 00018350 L_out=0.072 Acc=0.77 ---163299.40 ms/batch
Step 00018400 L_out=0.084 Acc=0.76 ---187337.52 ms/batch
Step 00018450 L_out=0.083 Acc=0.85 ---211200.41 ms/batch
Step 00018500 L_out=0.022 Acc=0.74 ---235018.36 ms/batch
Step 00018550 L_out=0.025 Acc=0.71 ---259086.23 ms/batch
Step 00018600 L_out=0.052 Acc=0.82 ---283201.18 ms/batch
Step 00018650 L_out=0.056 Acc=0.89 ---307340.95 ms/batch
Round 2 | epoch=27, train costTime=319.75448775291443, | total_activation_sum=3641072
Round 2 | epoch=28, current m_iou=0.5716588523344682
Round 2 | Best m_IoU is: 0.572, OA is: 0.856 | val costTime=120.56668257713318
Round 2 | ****EPOCH 28****
Step 00018700 L_out=0.039 Acc=0.77 ---11493.51 ms/batch
Step 00018750 L_out=0.027 Acc=0.72 ---35536.94 ms/batch
Step 00018800 L_out=0.122 Acc=0.88 ---59481.83 ms/batch
Step 00018850 L_out=0.059 Acc=0.68 ---83451.75 ms/batch
Step 00018900 L_out=0.020 Acc=0.82 ---107391.43 ms/batch
Step 00018950 L_out=0.028 Acc=0.86 ---131560.22 ms/batch
Step 00019000 L_out=0.031 Acc=0.88 ---155447.19 ms/batch
Step 00019050 L_out=0.070 Acc=0.83 ---179564.34 ms/batch
Step 00019100 L_out=0.019 Acc=0.82 ---203462.70 ms/batch
Step 00019150 L_out=0.021 Acc=0.86 ---227222.77 ms/batch
Step 00019200 L_out=0.032 Acc=0.73 ---251161.28 ms/batch
Step 00019250 L_out=0.033 Acc=0.85 ---274956.98 ms/batch
Step 00019300 L_out=0.043 Acc=0.83 ---298884.92 ms/batch
Round 2 | epoch=28, train costTime=319.484885931015, | total_activation_sum=3637237
Round 2 | epoch=29, current m_iou=0.5638648269299973
Round 2 | Best m_IoU is: 0.572, OA is: 0.856 | val costTime=120.44270324707031
Round 2 | ****EPOCH 29****
Step 00019350 L_out=0.051 Acc=0.83 --- 3278.39 ms/batch
Step 00019400 L_out=0.051 Acc=0.74 ---27305.72 ms/batch
Step 00019450 L_out=0.086 Acc=0.87 ---51340.32 ms/batch
Step 00019500 L_out=0.202 Acc=0.63 ---75367.87 ms/batch
Step 00019550 L_out=0.014 Acc=0.84 ---99442.94 ms/batch
Step 00019600 L_out=0.026 Acc=0.88 ---123379.88 ms/batch
Step 00019650 L_out=0.055 Acc=0.91 ---147405.05 ms/batch
Step 00019700 L_out=0.019 Acc=0.76 ---171378.51 ms/batch
Step 00019750 L_out=0.039 Acc=0.81 ---195087.77 ms/batch
Step 00019800 L_out=0.074 Acc=0.85 ---218736.15 ms/batch
Step 00019850 L_out=0.039 Acc=0.84 ---242799.06 ms/batch
Step 00019900 L_out=0.089 Acc=0.61 ---266525.95 ms/batch
Step 00019950 L_out=0.062 Acc=0.83 ---290582.72 ms/batch
Step 00020000 L_out=0.027 Acc=0.81 ---314546.47 ms/batch
Round 2 | epoch=29, train costTime=319.3420617580414, | total_activation_sum=3632723
Round 2 | epoch=30, current m_iou=0.5725324325676351
Round 2 | Best m_IoU is: 0.573, OA is: 0.860 | val costTime=120.79099106788635
Round 2 | ****EPOCH 30****
Round 3 | ****EPOCH 0****
Step 00020050 L_out=0.153 Acc=0.50 ---19464.99 ms/batch
Step 00020100 L_out=0.396 Acc=0.51 ---43702.12 ms/batch
Step 00020150 L_out=0.790 Acc=0.33 ---68038.95 ms/batch
Step 00020200 L_out=0.419 Acc=0.31 ---92189.43 ms/batch
Step 00020250 L_out=0.179 Acc=0.39 ---116341.08 ms/batch
Step 00020300 L_out=0.131 Acc=0.57 ---140458.52 ms/batch
Step 00020350 L_out=0.324 Acc=0.38 ---164856.25 ms/batch
Step 00020400 L_out=0.201 Acc=0.72 ---189039.93 ms/batch
Step 00020450 L_out=0.076 Acc=0.64 ---213352.51 ms/batch
Step 00020500 L_out=0.401 Acc=0.65 ---237366.16 ms/batch
Step 00020550 L_out=0.348 Acc=0.63 ---261560.52 ms/batch
Step 00020600 L_out=0.279 Acc=0.75 ---285794.68 ms/batch
Step 00020650 L_out=0.130 Acc=0.52 ---309701.92 ms/batch
Round 3 | epoch=0, train costTime=322.7159197330475, | total_activation_sum=6327857
Round 3 | epoch=1, current m_iou=0.27772500641035325
Round 3 | Best m_IoU is: 0.278, OA is: 0.391 | val costTime=120.22970342636108
Round 3 | ****EPOCH 1****
Step 00020700 L_out=0.068 Acc=0.66 ---11154.70 ms/batch
Step 00020750 L_out=0.376 Acc=0.76 ---35420.53 ms/batch
Step 00020800 L_out=0.032 Acc=0.73 ---59391.32 ms/batch
Step 00020850 L_out=0.303 Acc=0.69 ---83512.60 ms/batch
Step 00020900 L_out=0.499 Acc=0.70 ---107646.70 ms/batch
Step 00020950 L_out=0.425 Acc=0.77 ---131668.52 ms/batch
Step 00021000 L_out=0.117 Acc=0.74 ---155718.38 ms/batch
Step 00021050 L_out=0.334 Acc=0.60 ---179664.55 ms/batch
Step 00021100 L_out=0.097 Acc=0.70 ---203691.50 ms/batch
Step 00021150 L_out=0.051 Acc=0.81 ---227878.68 ms/batch
Step 00021200 L_out=0.085 Acc=0.70 ---252018.21 ms/batch
Step 00021250 L_out=0.329 Acc=0.74 ---275930.00 ms/batch
Step 00021300 L_out=0.033 Acc=0.77 ---300006.27 ms/batch
Round 3 | epoch=1, train costTime=321.19546818733215, | total_activation_sum=5775273
Round 3 | epoch=2, current m_iou=0.4625774977887651
Round 3 | Best m_IoU is: 0.463, OA is: 0.741 | val costTime=120.65833616256714
Round 3 | ****EPOCH 2****
Step 00021350 L_out=0.228 Acc=0.76 --- 2965.93 ms/batch
Step 00021400 L_out=0.440 Acc=0.67 ---26943.50 ms/batch
Step 00021450 L_out=0.217 Acc=0.65 ---51013.16 ms/batch
Step 00021500 L_out=0.055 Acc=0.77 ---75201.99 ms/batch
Step 00021550 L_out=0.137 Acc=0.76 ---99104.65 ms/batch
Step 00021600 L_out=0.291 Acc=0.65 ---123090.01 ms/batch
Step 00021650 L_out=0.153 Acc=0.64 ---146972.83 ms/batch
Step 00021700 L_out=0.121 Acc=0.79 ---170877.21 ms/batch
Step 00021750 L_out=0.122 Acc=0.73 ---194940.41 ms/batch
Step 00021800 L_out=0.168 Acc=0.74 ---219032.76 ms/batch
Step 00021850 L_out=0.117 Acc=0.80 ---243231.60 ms/batch
Step 00021900 L_out=0.044 Acc=0.77 ---267151.96 ms/batch
Step 00021950 L_out=0.176 Acc=0.74 ---291152.45 ms/batch
Step 00022000 L_out=0.073 Acc=0.65 ---315141.31 ms/batch
Round 3 | epoch=2, train costTime=320.4810769557953, | total_activation_sum=5711990
Round 3 | epoch=3, current m_iou=0.48032913979589575
Round 3 | Best m_IoU is: 0.480, OA is: 0.725 | val costTime=121.05537343025208
Round 3 | ****EPOCH 3****
Step 00022050 L_out=0.188 Acc=0.70 ---18797.73 ms/batch
Step 00022100 L_out=0.191 Acc=0.85 ---43119.55 ms/batch
Step 00022150 L_out=0.155 Acc=0.59 ---67208.32 ms/batch
Step 00022200 L_out=0.102 Acc=0.81 ---91457.57 ms/batch
Step 00022250 L_out=0.116 Acc=0.78 ---115599.33 ms/batch
Step 00022300 L_out=0.251 Acc=0.82 ---139774.95 ms/batch
Step 00022350 L_out=0.044 Acc=0.79 ---163816.20 ms/batch
Step 00022400 L_out=0.142 Acc=0.64 ---187888.74 ms/batch
Step 00022450 L_out=0.251 Acc=0.81 ---212159.85 ms/batch
Step 00022500 L_out=0.050 Acc=0.81 ---236409.66 ms/batch
Step 00022550 L_out=0.067 Acc=0.81 ---260432.07 ms/batch
Step 00022600 L_out=0.073 Acc=0.80 ---284590.78 ms/batch
Step 00022650 L_out=0.093 Acc=0.81 ---308850.14 ms/batch
Round 3 | epoch=3, train costTime=322.45602583885193, | total_activation_sum=5838798
Round 3 | epoch=4, current m_iou=0.48545835291722095
Round 3 | Best m_IoU is: 0.485, OA is: 0.764 | val costTime=120.9778220653534
Round 3 | ****EPOCH 4****
Step 00022700 L_out=0.095 Acc=0.83 ---10728.82 ms/batch
Step 00022750 L_out=0.108 Acc=0.49 ---34799.27 ms/batch
Step 00022800 L_out=0.096 Acc=0.44 ---58871.57 ms/batch
Step 00022850 L_out=0.073 Acc=0.79 ---82998.98 ms/batch
Step 00022900 L_out=0.240 Acc=0.77 ---107363.69 ms/batch
Step 00022950 L_out=0.411 Acc=0.71 ---131495.22 ms/batch
Step 00023000 L_out=0.099 Acc=0.71 ---155804.63 ms/batch
Step 00023050 L_out=0.080 Acc=0.81 ---179931.25 ms/batch
Step 00023100 L_out=0.023 Acc=0.90 ---203887.99 ms/batch
Step 00023150 L_out=0.037 Acc=0.84 ---227922.99 ms/batch
Step 00023200 L_out=0.132 Acc=0.91 ---252143.31 ms/batch
Step 00023250 L_out=0.094 Acc=0.75 ---276142.84 ms/batch
Step 00023300 L_out=0.123 Acc=0.64 ---300233.36 ms/batch
Round 3 | epoch=4, train costTime=321.8148617744446, | total_activation_sum=5764404
Round 3 | epoch=5, current m_iou=0.5122519356126898
Round 3 | Best m_IoU is: 0.512, OA is: 0.796 | val costTime=120.761075258255
Round 3 | ****EPOCH 5****
Step 00023350 L_out=0.066 Acc=0.77 --- 2420.59 ms/batch
Step 00023400 L_out=0.126 Acc=0.84 ---26740.52 ms/batch
Step 00023450 L_out=0.093 Acc=0.67 ---50920.44 ms/batch
Step 00023500 L_out=0.042 Acc=0.78 ---75090.43 ms/batch
Step 00023550 L_out=0.103 Acc=0.73 ---99449.58 ms/batch
Step 00023600 L_out=0.263 Acc=0.58 ---123334.48 ms/batch
Step 00023650 L_out=0.012 Acc=0.79 ---147514.30 ms/batch
Step 00023700 L_out=0.021 Acc=0.84 ---171630.40 ms/batch
Step 00023750 L_out=0.097 Acc=0.79 ---195708.24 ms/batch
Step 00023800 L_out=0.053 Acc=0.82 ---219572.15 ms/batch
Step 00023850 L_out=0.039 Acc=0.70 ---243607.23 ms/batch
Step 00023900 L_out=0.314 Acc=0.88 ---268003.19 ms/batch
Step 00023950 L_out=0.191 Acc=0.73 ---292435.25 ms/batch
Step 00024000 L_out=0.095 Acc=0.77 ---316656.91 ms/batch
Round 3 | epoch=5, train costTime=322.44284176826477, | total_activation_sum=5814967
Round 3 | epoch=6, current m_iou=0.517915922283253
Round 3 | Best m_IoU is: 0.518, OA is: 0.792 | val costTime=120.61641693115234
Round 3 | ****EPOCH 6****
Step 00024050 L_out=0.022 Acc=0.75 ---18345.67 ms/batch
Step 00024100 L_out=0.500 Acc=0.84 ---42572.75 ms/batch
Step 00024150 L_out=0.103 Acc=0.87 ---66618.27 ms/batch
Step 00024200 L_out=0.146 Acc=0.86 ---90715.70 ms/batch
Step 00024250 L_out=0.095 Acc=0.76 ---114827.21 ms/batch
Step 00024300 L_out=0.030 Acc=0.73 ---138931.13 ms/batch
Step 00024350 L_out=0.071 Acc=0.79 ---163264.50 ms/batch
Step 00024400 L_out=0.130 Acc=0.75 ---187518.84 ms/batch
Step 00024450 L_out=0.104 Acc=0.85 ---211799.26 ms/batch
Step 00024500 L_out=0.075 Acc=0.87 ---235969.98 ms/batch
Step 00024550 L_out=0.208 Acc=0.77 ---260104.04 ms/batch
Step 00024600 L_out=0.037 Acc=0.79 ---284228.50 ms/batch
Step 00024650 L_out=0.057 Acc=0.80 ---308320.31 ms/batch
Round 3 | epoch=6, train costTime=322.2123246192932, | total_activation_sum=5880661
Round 3 | epoch=7, current m_iou=0.5266155335269715
Round 3 | Best m_IoU is: 0.527, OA is: 0.807 | val costTime=120.47651934623718
Round 3 | ****EPOCH 7****
Step 00024700 L_out=0.085 Acc=0.89 ---10074.63 ms/batch
Step 00024750 L_out=0.390 Acc=0.70 ---34148.82 ms/batch
Step 00024800 L_out=0.063 Acc=0.88 ---58346.45 ms/batch
Step 00024850 L_out=0.223 Acc=0.84 ---82427.91 ms/batch
Step 00024900 L_out=0.054 Acc=0.90 ---106498.03 ms/batch
Step 00024950 L_out=0.040 Acc=0.89 ---130614.86 ms/batch
Step 00025000 L_out=0.038 Acc=0.85 ---154730.24 ms/batch
Step 00025050 L_out=0.074 Acc=0.88 ---178752.44 ms/batch
Step 00025100 L_out=0.126 Acc=0.82 ---202910.88 ms/batch
Step 00025150 L_out=0.140 Acc=0.85 ---226914.84 ms/batch
Step 00025200 L_out=0.039 Acc=0.87 ---250947.16 ms/batch
Step 00025250 L_out=0.079 Acc=0.75 ---275004.90 ms/batch
Step 00025300 L_out=0.054 Acc=0.83 ---298929.23 ms/batch
Round 3 | epoch=7, train costTime=321.11264514923096, | total_activation_sum=5811123
Round 3 | epoch=8, current m_iou=0.5507425813920738
Round 3 | Best m_IoU is: 0.551, OA is: 0.829 | val costTime=120.69005250930786
Round 3 | ****EPOCH 8****
Step 00025350 L_out=0.086 Acc=0.91 --- 1951.61 ms/batch
Step 00025400 L_out=0.140 Acc=0.77 ---26345.46 ms/batch
Step 00025450 L_out=0.228 Acc=0.73 ---50405.90 ms/batch
Step 00025500 L_out=0.063 Acc=0.62 ---74450.05 ms/batch
Step 00025550 L_out=0.158 Acc=0.78 ---98762.44 ms/batch
Step 00025600 L_out=0.113 Acc=0.77 ---123074.07 ms/batch
Step 00025650 L_out=0.077 Acc=0.83 ---147249.96 ms/batch
Step 00025700 L_out=0.175 Acc=0.74 ---171300.31 ms/batch
Step 00025750 L_out=0.111 Acc=0.87 ---195402.12 ms/batch
Step 00025800 L_out=0.064 Acc=0.83 ---219504.13 ms/batch
Step 00025850 L_out=0.090 Acc=0.76 ---243697.12 ms/batch
Step 00025900 L_out=0.231 Acc=0.91 ---267822.44 ms/batch
Step 00025950 L_out=0.028 Acc=0.82 ---291864.47 ms/batch
Step 00026000 L_out=0.117 Acc=0.82 ---316074.19 ms/batch
Round 3 | epoch=8, train costTime=322.39672350883484, | total_activation_sum=5764992
Round 3 | epoch=9, current m_iou=0.5706290549375501
Round 3 | Best m_IoU is: 0.571, OA is: 0.832 | val costTime=121.06451964378357
Round 3 | ****EPOCH 9****
Step 00026050 L_out=0.071 Acc=0.85 ---17885.24 ms/batch
Step 00026100 L_out=0.035 Acc=0.84 ---42036.40 ms/batch
Step 00026150 L_out=0.053 Acc=0.89 ---66133.73 ms/batch
Step 00026200 L_out=0.045 Acc=0.78 ---90093.61 ms/batch
Step 00026250 L_out=0.050 Acc=0.87 ---114143.50 ms/batch
Step 00026300 L_out=0.039 Acc=0.85 ---138321.55 ms/batch
Step 00026350 L_out=0.054 Acc=0.85 ---162361.11 ms/batch
Step 00026400 L_out=1.023 Acc=0.59 ---186619.39 ms/batch
Step 00026450 L_out=0.139 Acc=0.64 ---210766.19 ms/batch
Step 00026500 L_out=0.236 Acc=0.68 ---234866.71 ms/batch
Step 00026550 L_out=0.094 Acc=0.73 ---258889.84 ms/batch
Step 00026600 L_out=0.105 Acc=0.86 ---282951.35 ms/batch
Step 00026650 L_out=0.209 Acc=0.82 ---307239.08 ms/batch
Round 3 | epoch=9, train costTime=321.56328678131104, | total_activation_sum=5716494
Round 3 | epoch=10, current m_iou=0.5715251520966365
Round 3 | Best m_IoU is: 0.572, OA is: 0.843 | val costTime=120.65476942062378
Round 3 | ****EPOCH 10****
Step 00026700 L_out=0.381 Acc=0.57 --- 9593.92 ms/batch
Step 00026750 L_out=0.009 Acc=0.91 ---33622.88 ms/batch
Step 00026800 L_out=0.096 Acc=0.72 ---57858.26 ms/batch
Step 00026850 L_out=0.036 Acc=0.94 ---82151.00 ms/batch
Step 00026900 L_out=0.037 Acc=0.71 ---106232.15 ms/batch
Step 00026950 L_out=0.064 Acc=0.77 ---130732.62 ms/batch
Step 00027000 L_out=0.174 Acc=0.79 ---154839.76 ms/batch
Step 00027050 L_out=0.111 Acc=0.72 ---179009.26 ms/batch
Step 00027100 L_out=0.076 Acc=0.86 ---202805.74 ms/batch
Step 00027150 L_out=0.032 Acc=0.84 ---226913.16 ms/batch
Step 00027200 L_out=0.047 Acc=0.76 ---251055.15 ms/batch
Step 00027250 L_out=0.378 Acc=0.75 ---275365.53 ms/batch
Step 00027300 L_out=0.029 Acc=0.85 ---299640.76 ms/batch
Round 3 | epoch=10, train costTime=322.13139152526855, | total_activation_sum=5833196
Round 3 | epoch=11, current m_iou=0.5663434782359078
Round 3 | Best m_IoU is: 0.572, OA is: 0.843 | val costTime=120.37865591049194
Round 3 | ****EPOCH 11****
Step 00027350 L_out=0.052 Acc=0.80 --- 1452.28 ms/batch
Step 00027400 L_out=0.254 Acc=0.80 ---25672.42 ms/batch
Step 00027450 L_out=0.040 Acc=0.79 ---49580.76 ms/batch
Step 00027500 L_out=0.062 Acc=0.85 ---73644.03 ms/batch
Step 00027550 L_out=0.095 Acc=0.87 ---97855.72 ms/batch
Step 00027600 L_out=0.105 Acc=0.75 ---121854.81 ms/batch
Step 00027650 L_out=0.069 Acc=0.85 ---145795.94 ms/batch
Step 00027700 L_out=0.065 Acc=0.87 ---170011.66 ms/batch
Step 00027750 L_out=0.069 Acc=0.89 ---194180.69 ms/batch
Step 00027800 L_out=0.056 Acc=0.85 ---218325.01 ms/batch
Step 00027850 L_out=0.105 Acc=0.82 ---242225.62 ms/batch
Step 00027900 L_out=0.125 Acc=0.87 ---266349.06 ms/batch
Step 00027950 L_out=0.239 Acc=0.72 ---290670.27 ms/batch
Step 00028000 L_out=0.023 Acc=0.72 ---314761.89 ms/batch
Round 3 | epoch=11, train costTime=321.39419746398926, | total_activation_sum=5803471
Round 3 | epoch=12, current m_iou=0.5805686892759652
Round 3 | Best m_IoU is: 0.581, OA is: 0.851 | val costTime=120.87442183494568
Round 3 | ****EPOCH 12****
Step 00028050 L_out=0.054 Acc=0.84 ---17440.67 ms/batch
Step 00028100 L_out=0.163 Acc=0.78 ---41587.65 ms/batch
Step 00028150 L_out=0.028 Acc=0.86 ---65644.74 ms/batch
Step 00028200 L_out=0.315 Acc=0.73 ---89564.21 ms/batch
Step 00028250 L_out=0.020 Acc=0.87 ---113528.50 ms/batch
Step 00028300 L_out=0.271 Acc=0.81 ---137463.76 ms/batch
Step 00028350 L_out=0.047 Acc=0.77 ---161628.54 ms/batch
Step 00028400 L_out=0.036 Acc=0.86 ---185875.62 ms/batch
Step 00028450 L_out=0.032 Acc=0.83 ---209971.23 ms/batch
Step 00028500 L_out=0.134 Acc=0.80 ---234053.58 ms/batch
Step 00028550 L_out=0.037 Acc=0.76 ---257770.06 ms/batch
Step 00028600 L_out=0.081 Acc=0.88 ---282006.15 ms/batch
Step 00028650 L_out=0.068 Acc=0.74 ---306059.95 ms/batch
Round 3 | epoch=12, train costTime=320.91814398765564, | total_activation_sum=5800466
Round 3 | epoch=13, current m_iou=0.5735248203336325
Round 3 | Best m_IoU is: 0.581, OA is: 0.851 | val costTime=120.81237554550171
Round 3 | ****EPOCH 13****
Step 00028700 L_out=0.028 Acc=0.82 --- 9179.85 ms/batch
Step 00028750 L_out=0.024 Acc=0.76 ---33079.44 ms/batch
Step 00028800 L_out=0.082 Acc=0.88 ---57020.40 ms/batch
Step 00028850 L_out=0.101 Acc=0.91 ---81062.93 ms/batch
Step 00028900 L_out=0.095 Acc=0.82 ---105328.93 ms/batch
Step 00028950 L_out=0.047 Acc=0.84 ---129429.40 ms/batch
Step 00029000 L_out=0.099 Acc=0.84 ---153589.01 ms/batch
Step 00029050 L_out=0.143 Acc=0.76 ---177565.23 ms/batch
Step 00029100 L_out=0.043 Acc=0.88 ---201653.95 ms/batch
Step 00029150 L_out=0.138 Acc=0.69 ---225795.90 ms/batch
Step 00029200 L_out=0.041 Acc=0.89 ---249792.84 ms/batch
Step 00029250 L_out=0.046 Acc=0.77 ---273990.93 ms/batch
Step 00029300 L_out=0.035 Acc=0.89 ---298284.13 ms/batch
Round 3 | epoch=13, train costTime=321.39210295677185, | total_activation_sum=5834744
Round 3 | epoch=14, current m_iou=0.5755549931399475
Round 3 | Best m_IoU is: 0.581, OA is: 0.851 | val costTime=120.85872292518616
Round 3 | ****EPOCH 14****
Step 00029350 L_out=0.028 Acc=0.77 ---  968.77 ms/batch
Step 00029400 L_out=0.120 Acc=0.88 ---25014.70 ms/batch
Step 00029450 L_out=0.488 Acc=0.92 ---49114.51 ms/batch
Step 00029500 L_out=0.022 Acc=0.81 ---73317.49 ms/batch
Step 00029550 L_out=0.135 Acc=0.82 ---97344.01 ms/batch
Step 00029600 L_out=0.035 Acc=0.79 ---121371.62 ms/batch
Step 00029650 L_out=0.205 Acc=0.76 ---145584.48 ms/batch
Step 00029700 L_out=0.112 Acc=0.79 ---169852.51 ms/batch
Step 00029750 L_out=0.041 Acc=0.90 ---193900.61 ms/batch
Step 00029800 L_out=0.106 Acc=0.85 ---217952.36 ms/batch
Step 00029850 L_out=0.016 Acc=0.87 ---242011.53 ms/batch
Step 00029900 L_out=0.032 Acc=0.82 ---266089.75 ms/batch
Step 00029950 L_out=0.023 Acc=0.87 ---290377.18 ms/batch
Step 00030000 L_out=0.130 Acc=0.75 ---314532.43 ms/batch
Round 3 | epoch=14, train costTime=321.84658765792847, | total_activation_sum=5851830
Round 3 | epoch=15, current m_iou=0.5953822216003264
Round 3 | Best m_IoU is: 0.595, OA is: 0.862 | val costTime=120.8827805519104
Round 3 | ****EPOCH 15****
Step 00030050 L_out=0.116 Acc=0.81 ---16888.43 ms/batch
Step 00030100 L_out=0.007 Acc=0.93 ---41301.43 ms/batch
Step 00030150 L_out=0.025 Acc=0.82 ---65574.36 ms/batch
Step 00030200 L_out=0.027 Acc=0.90 ---89681.25 ms/batch
Step 00030250 L_out=0.044 Acc=0.85 ---113662.43 ms/batch
Step 00030300 L_out=0.123 Acc=0.79 ---137692.15 ms/batch
Step 00030350 L_out=0.011 Acc=0.73 ---161850.70 ms/batch
Step 00030400 L_out=0.037 Acc=0.92 ---185898.36 ms/batch
Step 00030450 L_out=0.058 Acc=0.88 ---209839.87 ms/batch
Step 00030500 L_out=0.012 Acc=0.88 ---233891.60 ms/batch
Step 00030550 L_out=0.010 Acc=0.94 ---257950.36 ms/batch
Step 00030600 L_out=0.118 Acc=0.81 ---282045.51 ms/batch
Step 00030650 L_out=0.033 Acc=0.89 ---306324.93 ms/batch
Round 3 | epoch=15, train costTime=321.6930913925171, | total_activation_sum=5846184
Round 3 | epoch=16, current m_iou=0.6047583005596147
Round 3 | Best m_IoU is: 0.605, OA is: 0.868 | val costTime=120.29438924789429
Round 3 | ****EPOCH 16****
Step 00030700 L_out=0.041 Acc=0.96 --- 8637.43 ms/batch
Step 00030750 L_out=0.044 Acc=0.91 ---32789.41 ms/batch
Step 00030800 L_out=0.005 Acc=0.87 ---56934.88 ms/batch
Step 00030850 L_out=0.036 Acc=0.87 ---80983.46 ms/batch
Step 00030900 L_out=0.108 Acc=0.85 ---105039.49 ms/batch
Step 00030950 L_out=0.060 Acc=0.89 ---129189.08 ms/batch
Step 00031000 L_out=0.075 Acc=0.85 ---153474.21 ms/batch
Step 00031050 L_out=0.015 Acc=0.88 ---177585.17 ms/batch
Step 00031100 L_out=0.054 Acc=0.90 ---201563.18 ms/batch
Step 00031150 L_out=0.172 Acc=0.73 ---225723.01 ms/batch
Step 00031200 L_out=0.046 Acc=0.73 ---249841.08 ms/batch
Step 00031250 L_out=0.069 Acc=0.86 ---274036.01 ms/batch
Step 00031300 L_out=0.057 Acc=0.85 ---298096.39 ms/batch
Round 3 | epoch=16, train costTime=321.8808653354645, | total_activation_sum=5695170
Round 3 | epoch=17, current m_iou=0.6221366304661127
Round 3 | Best m_IoU is: 0.622, OA is: 0.878 | val costTime=120.75804376602173
Round 3 | ****EPOCH 17****
Step 00031350 L_out=0.159 Acc=0.85 ---  489.32 ms/batch
Step 00031400 L_out=0.064 Acc=0.88 ---24544.62 ms/batch
Step 00031450 L_out=0.012 Acc=0.89 ---48661.26 ms/batch
Step 00031500 L_out=0.057 Acc=0.81 ---72793.08 ms/batch
Step 00031550 L_out=0.061 Acc=0.82 ---96903.81 ms/batch
Step 00031600 L_out=0.115 Acc=0.83 ---121109.82 ms/batch
Step 00031650 L_out=0.018 Acc=0.76 ---145121.07 ms/batch
Step 00031700 L_out=0.223 Acc=0.70 ---169282.70 ms/batch
Step 00031750 L_out=0.047 Acc=0.87 ---193231.94 ms/batch
Step 00031800 L_out=0.008 Acc=0.89 ---217428.21 ms/batch
Step 00031850 L_out=0.048 Acc=0.88 ---241645.15 ms/batch
Step 00031900 L_out=0.111 Acc=0.78 ---265527.03 ms/batch
Step 00031950 L_out=0.134 Acc=0.87 ---289603.82 ms/batch
Step 00032000 L_out=0.041 Acc=0.86 ---313715.61 ms/batch
Round 3 | epoch=17, train costTime=321.40261054039, | total_activation_sum=5934804
Round 3 | epoch=18, current m_iou=0.6159829414947773
Round 3 | Best m_IoU is: 0.622, OA is: 0.878 | val costTime=120.44379472732544
Round 3 | ****EPOCH 18****
Step 00032050 L_out=0.058 Acc=0.88 ---16494.61 ms/batch
Step 00032100 L_out=0.116 Acc=0.81 ---40493.45 ms/batch
Step 00032150 L_out=0.051 Acc=0.90 ---64596.26 ms/batch
Step 00032200 L_out=0.029 Acc=0.89 ---88473.97 ms/batch
Step 00032250 L_out=0.150 Acc=0.83 ---112582.19 ms/batch
Step 00032300 L_out=0.067 Acc=0.85 ---136649.73 ms/batch
Step 00032350 L_out=0.063 Acc=0.71 ---160803.58 ms/batch
Step 00032400 L_out=0.107 Acc=0.73 ---184965.73 ms/batch
Step 00032450 L_out=0.043 Acc=0.86 ---209158.00 ms/batch
Step 00032500 L_out=0.264 Acc=0.89 ---233314.52 ms/batch
Step 00032550 L_out=0.023 Acc=0.81 ---257441.45 ms/batch
Step 00032600 L_out=0.098 Acc=0.84 ---281443.69 ms/batch
Step 00032650 L_out=0.012 Acc=0.78 ---305774.12 ms/batch
Round 3 | epoch=18, train costTime=321.77665400505066, | total_activation_sum=5743552
Round 3 | epoch=19, current m_iou=0.6136266444408129
Round 3 | Best m_IoU is: 0.622, OA is: 0.878 | val costTime=120.46586227416992
Round 3 | ****EPOCH 19****
Step 00032700 L_out=0.042 Acc=0.86 --- 8166.96 ms/batch
Step 00032750 L_out=0.087 Acc=0.88 ---32200.30 ms/batch
Step 00032800 L_out=0.025 Acc=0.93 ---56301.95 ms/batch
Step 00032850 L_out=0.124 Acc=0.82 ---80428.32 ms/batch
Step 00032900 L_out=0.038 Acc=0.93 ---104487.95 ms/batch
Step 00032950 L_out=0.014 Acc=0.85 ---128663.63 ms/batch
Step 00033000 L_out=0.027 Acc=0.90 ---152777.50 ms/batch
Step 00033050 L_out=0.056 Acc=0.86 ---177082.58 ms/batch
Step 00033100 L_out=0.077 Acc=0.83 ---201155.95 ms/batch
Step 00033150 L_out=0.014 Acc=0.90 ---225305.51 ms/batch
Step 00033200 L_out=0.028 Acc=0.86 ---249257.16 ms/batch
Step 00033250 L_out=0.042 Acc=0.90 ---273337.92 ms/batch
Step 00033300 L_out=0.051 Acc=0.84 ---297430.71 ms/batch
Step 00033350 L_out=0.022 Acc=0.84 ---321571.48 ms/batch
Round 3 | epoch=19, train costTime=321.57189321517944, | total_activation_sum=5762673
Round 3 | epoch=20, current m_iou=0.6034988724928605
Round 3 | Best m_IoU is: 0.622, OA is: 0.878 | val costTime=119.83275508880615
Round 3 | ****EPOCH 20****
Step 00033400 L_out=0.077 Acc=0.84 ---23949.62 ms/batch
Step 00033450 L_out=0.056 Acc=0.86 ---48123.65 ms/batch
Step 00033500 L_out=0.062 Acc=0.84 ---72207.24 ms/batch
Step 00033550 L_out=0.131 Acc=0.92 ---96213.51 ms/batch
Step 00033600 L_out=0.030 Acc=0.88 ---120498.14 ms/batch
Step 00033650 L_out=0.032 Acc=0.79 ---144774.87 ms/batch
Step 00033700 L_out=0.101 Acc=0.87 ---168749.23 ms/batch
Step 00033750 L_out=0.111 Acc=0.79 ---192799.82 ms/batch
Step 00033800 L_out=0.162 Acc=0.66 ---217015.92 ms/batch
Step 00033850 L_out=0.054 Acc=0.76 ---241226.59 ms/batch
Step 00033900 L_out=0.029 Acc=0.93 ---265497.58 ms/batch
Step 00033950 L_out=0.071 Acc=0.86 ---289392.22 ms/batch
Step 00034000 L_out=0.048 Acc=0.92 ---313559.48 ms/batch
Round 3 | epoch=20, train costTime=321.6274690628052, | total_activation_sum=5831204
Round 3 | epoch=21, current m_iou=0.5989212749247423
Round 3 | Best m_IoU is: 0.622, OA is: 0.878 | val costTime=120.36806726455688
Round 3 | ****EPOCH 21****
Step 00034050 L_out=0.017 Acc=0.81 ---15984.97 ms/batch
Step 00034100 L_out=0.014 Acc=0.77 ---40003.25 ms/batch
Step 00034150 L_out=0.045 Acc=0.84 ---64289.62 ms/batch
Step 00034200 L_out=0.019 Acc=0.89 ---88678.24 ms/batch
Step 00034250 L_out=0.098 Acc=0.88 ---112809.68 ms/batch
Step 00034300 L_out=0.024 Acc=0.90 ---136818.69 ms/batch
Step 00034350 L_out=0.043 Acc=0.83 ---161005.51 ms/batch
Step 00034400 L_out=0.192 Acc=0.78 ---185453.11 ms/batch
Step 00034450 L_out=0.023 Acc=0.93 ---209391.00 ms/batch
Step 00034500 L_out=0.048 Acc=0.89 ---233486.82 ms/batch
Step 00034550 L_out=0.053 Acc=0.80 ---257804.27 ms/batch
Step 00034600 L_out=0.029 Acc=0.80 ---281968.07 ms/batch
Step 00034650 L_out=0.013 Acc=0.86 ---305987.73 ms/batch
Round 3 | epoch=21, train costTime=322.38194966316223, | total_activation_sum=5842798
Round 3 | epoch=22, current m_iou=0.5906445547627518
Round 3 | Best m_IoU is: 0.622, OA is: 0.878 | val costTime=120.53032279014587
Round 3 | ****EPOCH 22****
Step 00034700 L_out=0.011 Acc=0.90 --- 7779.62 ms/batch
Step 00034750 L_out=0.021 Acc=0.88 ---32034.70 ms/batch
Step 00034800 L_out=0.036 Acc=0.88 ---56225.49 ms/batch
Step 00034850 L_out=0.031 Acc=0.94 ---80274.41 ms/batch
Step 00034900 L_out=0.274 Acc=0.89 ---104300.92 ms/batch
Step 00034950 L_out=0.139 Acc=0.68 ---128553.16 ms/batch
Step 00035000 L_out=0.011 Acc=0.82 ---152777.08 ms/batch
Step 00035050 L_out=0.009 Acc=0.91 ---176887.52 ms/batch
Step 00035100 L_out=0.069 Acc=0.77 ---200821.53 ms/batch
Step 00035150 L_out=0.149 Acc=0.86 ---224854.82 ms/batch
Step 00035200 L_out=0.085 Acc=0.88 ---249056.60 ms/batch
Step 00035250 L_out=0.033 Acc=0.78 ---273181.80 ms/batch
Step 00035300 L_out=0.075 Acc=0.87 ---297360.23 ms/batch
Step 00035350 L_out=0.038 Acc=0.73 ---321377.03 ms/batch
Round 3 | epoch=22, train costTime=321.877911567688, | total_activation_sum=5758355
Round 3 | epoch=23, current m_iou=0.5977346159275219
Round 3 | Best m_IoU is: 0.622, OA is: 0.878 | val costTime=120.31857395172119
Round 3 | ****EPOCH 23****
Step 00035400 L_out=0.062 Acc=0.81 ---23828.16 ms/batch
Step 00035450 L_out=0.053 Acc=0.90 ---47997.71 ms/batch
Step 00035500 L_out=0.017 Acc=0.92 ---72204.95 ms/batch
Step 00035550 L_out=0.027 Acc=0.87 ---96163.81 ms/batch
Step 00035600 L_out=0.015 Acc=0.88 ---120175.54 ms/batch
Step 00035650 L_out=0.101 Acc=0.92 ---144209.64 ms/batch
Step 00035700 L_out=0.043 Acc=0.97 ---168206.83 ms/batch
Step 00035750 L_out=0.019 Acc=0.87 ---192111.81 ms/batch
Step 00035800 L_out=0.055 Acc=0.84 ---216180.53 ms/batch
Step 00035850 L_out=0.117 Acc=0.85 ---240441.84 ms/batch
Step 00035900 L_out=0.111 Acc=0.88 ---264406.35 ms/batch
Step 00035950 L_out=0.073 Acc=0.91 ---288507.94 ms/batch
Step 00036000 L_out=0.040 Acc=0.90 ---312522.49 ms/batch
Round 3 | epoch=23, train costTime=321.1133198738098, | total_activation_sum=5869802
Round 3 | epoch=24, current m_iou=0.6095255353663334
Round 3 | Best m_IoU is: 0.622, OA is: 0.878 | val costTime=120.30647134780884
Round 3 | ****EPOCH 24****
Step 00036050 L_out=0.043 Acc=0.86 ---15530.96 ms/batch
Step 00036100 L_out=0.011 Acc=0.95 ---39466.60 ms/batch
Step 00036150 L_out=0.059 Acc=0.90 ---63393.06 ms/batch
Step 00036200 L_out=0.055 Acc=0.89 ---87497.31 ms/batch
Step 00036250 L_out=0.162 Acc=0.79 ---111757.96 ms/batch
Step 00036300 L_out=0.043 Acc=0.76 ---135856.73 ms/batch
Step 00036350 L_out=0.071 Acc=0.90 ---159956.63 ms/batch
Step 00036400 L_out=0.044 Acc=0.89 ---184103.89 ms/batch
Step 00036450 L_out=0.133 Acc=0.89 ---208113.07 ms/batch
Step 00036500 L_out=0.130 Acc=0.84 ---232194.39 ms/batch
Step 00036550 L_out=0.035 Acc=0.83 ---256342.22 ms/batch
Step 00036600 L_out=0.024 Acc=0.88 ---280538.08 ms/batch
Step 00036650 L_out=0.014 Acc=0.87 ---304455.71 ms/batch
Round 3 | epoch=24, train costTime=321.29314517974854, | total_activation_sum=5760177
Round 3 | epoch=25, current m_iou=0.6051783549852459
Round 3 | Best m_IoU is: 0.622, OA is: 0.878 | val costTime=120.20339298248291
Round 3 | ****EPOCH 25****
Step 00036700 L_out=0.149 Acc=0.88 --- 7277.65 ms/batch
Step 00036750 L_out=0.060 Acc=0.89 ---31382.29 ms/batch
Step 00036800 L_out=0.022 Acc=0.94 ---55357.27 ms/batch
Step 00036850 L_out=0.044 Acc=0.89 ---79397.17 ms/batch
Step 00036900 L_out=0.085 Acc=0.90 ---103504.77 ms/batch
Step 00036950 L_out=0.031 Acc=0.88 ---127662.21 ms/batch
Step 00037000 L_out=0.124 Acc=0.89 ---151684.98 ms/batch
Step 00037050 L_out=0.052 Acc=0.89 ---175917.54 ms/batch
Step 00037100 L_out=0.033 Acc=0.85 ---199911.62 ms/batch
Step 00037150 L_out=0.076 Acc=0.83 ---224102.67 ms/batch
Step 00037200 L_out=0.034 Acc=0.90 ---247928.91 ms/batch
Step 00037250 L_out=0.105 Acc=0.85 ---272141.85 ms/batch
Step 00037300 L_out=0.054 Acc=0.88 ---296217.77 ms/batch
Step 00037350 L_out=0.015 Acc=0.87 ---320011.87 ms/batch
Round 3 | epoch=25, train costTime=320.95557022094727, | total_activation_sum=5763568
Round 3 | epoch=26, current m_iou=0.6046057123916427
Round 3 | Best m_IoU is: 0.622, OA is: 0.878 | val costTime=120.45455694198608
Round 3 | ****EPOCH 26****
Step 00037400 L_out=0.078 Acc=0.81 ---23026.78 ms/batch
Step 00037450 L_out=0.028 Acc=0.80 ---46935.77 ms/batch
Step 00037500 L_out=0.044 Acc=0.90 ---70974.16 ms/batch
Step 00037550 L_out=0.083 Acc=0.91 ---94944.52 ms/batch
Step 00037600 L_out=0.011 Acc=0.87 ---118989.06 ms/batch
Step 00037650 L_out=0.073 Acc=0.89 ---143052.23 ms/batch
Step 00037700 L_out=0.025 Acc=0.95 ---167039.47 ms/batch
Step 00037750 L_out=0.027 Acc=0.87 ---191236.66 ms/batch
Step 00037800 L_out=0.092 Acc=0.82 ---215384.95 ms/batch
Step 00037850 L_out=0.034 Acc=0.87 ---239505.53 ms/batch
Step 00037900 L_out=0.057 Acc=0.86 ---263436.34 ms/batch
Step 00037950 L_out=0.029 Acc=0.87 ---287405.41 ms/batch
Step 00038000 L_out=0.017 Acc=0.87 ---311466.95 ms/batch
Round 3 | epoch=26, train costTime=320.65486693382263, | total_activation_sum=5890784
Round 3 | epoch=27, current m_iou=0.6134098972486637
Round 3 | Best m_IoU is: 0.622, OA is: 0.878 | val costTime=120.60899209976196
Round 3 | ****EPOCH 27****
Step 00038050 L_out=0.022 Acc=0.90 ---14835.95 ms/batch
Step 00038100 L_out=0.091 Acc=0.85 ---38817.42 ms/batch
Step 00038150 L_out=0.033 Acc=0.85 ---62891.05 ms/batch
Step 00038200 L_out=0.036 Acc=0.85 ---86974.30 ms/batch
Step 00038250 L_out=0.016 Acc=0.80 ---111142.83 ms/batch
Step 00038300 L_out=0.039 Acc=0.81 ---135332.18 ms/batch
Step 00038350 L_out=0.009 Acc=0.86 ---159491.16 ms/batch
Step 00038400 L_out=0.033 Acc=0.89 ---183541.55 ms/batch
Step 00038450 L_out=0.096 Acc=0.90 ---207745.63 ms/batch
Step 00038500 L_out=0.025 Acc=0.84 ---232088.34 ms/batch
Step 00038550 L_out=0.011 Acc=0.83 ---256338.62 ms/batch
Step 00038600 L_out=0.019 Acc=0.92 ---280486.99 ms/batch
Step 00038650 L_out=0.040 Acc=0.84 ---304612.56 ms/batch
Round 3 | epoch=27, train costTime=321.6926534175873, | total_activation_sum=5822209
Round 3 | epoch=28, current m_iou=0.6091038236965409
Round 3 | Best m_IoU is: 0.622, OA is: 0.878 | val costTime=120.54017424583435
Round 3 | ****EPOCH 28****
Step 00038700 L_out=0.059 Acc=0.85 --- 6672.48 ms/batch
Step 00038750 L_out=0.031 Acc=0.95 ---30798.07 ms/batch
Step 00038800 L_out=0.134 Acc=0.85 ---54849.68 ms/batch
Step 00038850 L_out=0.047 Acc=0.89 ---79038.98 ms/batch
Step 00038900 L_out=0.030 Acc=0.93 ---103418.37 ms/batch
Step 00038950 L_out=0.104 Acc=0.91 ---127579.25 ms/batch
Step 00039000 L_out=0.039 Acc=0.85 ---151887.71 ms/batch
Step 00039050 L_out=0.013 Acc=0.89 ---176091.17 ms/batch
Step 00039100 L_out=0.034 Acc=0.91 ---200058.76 ms/batch
Step 00039150 L_out=0.021 Acc=0.86 ---224390.71 ms/batch
Step 00039200 L_out=0.072 Acc=0.95 ---248470.41 ms/batch
Step 00039250 L_out=0.071 Acc=0.90 ---272455.68 ms/batch
Step 00039300 L_out=0.078 Acc=0.86 ---296410.78 ms/batch
Step 00039350 L_out=0.228 Acc=0.61 ---320292.34 ms/batch
Round 3 | epoch=28, train costTime=321.7074542045593, | total_activation_sum=5793601
Round 3 | epoch=29, current m_iou=0.6056191671265824
Round 3 | Best m_IoU is: 0.622, OA is: 0.878 | val costTime=120.08395028114319
Round 3 | ****EPOCH 29****
Step 00039400 L_out=0.109 Acc=0.84 ---22772.63 ms/batch
Step 00039450 L_out=0.067 Acc=0.78 ---46931.50 ms/batch
Step 00039500 L_out=0.015 Acc=0.87 ---71143.68 ms/batch
Step 00039550 L_out=0.085 Acc=0.81 ---95100.52 ms/batch
Step 00039600 L_out=0.047 Acc=0.83 ---119239.84 ms/batch
Step 00039650 L_out=0.036 Acc=0.82 ---143348.23 ms/batch
Step 00039700 L_out=0.125 Acc=0.83 ---167633.01 ms/batch
Step 00039750 L_out=0.105 Acc=0.88 ---191758.61 ms/batch
Step 00039800 L_out=0.011 Acc=0.90 ---215794.55 ms/batch
Step 00039850 L_out=0.083 Acc=0.84 ---239792.09 ms/batch
Step 00039900 L_out=0.130 Acc=0.90 ---263898.92 ms/batch
Step 00039950 L_out=0.072 Acc=0.90 ---288050.90 ms/batch
Step 00040000 L_out=0.022 Acc=0.78 ---311840.18 ms/batch
Round 3 | epoch=29, train costTime=321.4416563510895, | total_activation_sum=5863455
Round 3 | epoch=30, current m_iou=0.6052661845708673
Round 3 | Best m_IoU is: 0.622, OA is: 0.878 | val costTime=121.0874891281128
Round 3 | ****EPOCH 30****
Round 4 | ****EPOCH 0****
Step 00040050 L_out=0.476 Acc=0.58 ---14372.08 ms/batch
Step 00040100 L_out=0.117 Acc=0.76 ---38395.80 ms/batch
Step 00040150 L_out=0.742 Acc=0.68 ---62551.57 ms/batch
Step 00040200 L_out=0.310 Acc=0.35 ---86767.16 ms/batch
Step 00040250 L_out=0.567 Acc=0.18 ---110751.52 ms/batch
Step 00040300 L_out=0.554 Acc=0.33 ---134887.79 ms/batch
Step 00040350 L_out=1.261 Acc=0.43 ---159213.97 ms/batch
Step 00040400 L_out=0.181 Acc=0.66 ---183392.82 ms/batch
Step 00040450 L_out=0.359 Acc=0.53 ---207386.74 ms/batch
Step 00040500 L_out=0.390 Acc=0.73 ---231451.74 ms/batch
Step 00040550 L_out=0.304 Acc=0.67 ---255659.12 ms/batch
Step 00040600 L_out=0.167 Acc=0.83 ---279828.91 ms/batch
Step 00040650 L_out=0.425 Acc=0.83 ---303793.53 ms/batch
Round 4 | epoch=0, train costTime=321.65787506103516, | total_activation_sum=8125525
Round 4 | epoch=1, current m_iou=0.36991026658092907
Round 4 | Best m_IoU is: 0.370, OA is: 0.714 | val costTime=120.91073179244995
Round 4 | ****EPOCH 1****
Step 00040700 L_out=0.151 Acc=0.82 --- 6289.85 ms/batch
Step 00040750 L_out=0.154 Acc=0.64 ---30448.27 ms/batch
Step 00040800 L_out=0.240 Acc=0.82 ---54499.60 ms/batch
Step 00040850 L_out=0.294 Acc=0.86 ---78704.90 ms/batch
Step 00040900 L_out=0.342 Acc=0.80 ---102831.49 ms/batch
Step 00040950 L_out=0.291 Acc=0.71 ---126828.48 ms/batch
Step 00041000 L_out=0.148 Acc=0.87 ---150992.95 ms/batch
Step 00041050 L_out=0.048 Acc=0.83 ---175008.45 ms/batch
Step 00041100 L_out=0.319 Acc=0.81 ---199002.89 ms/batch
Step 00041150 L_out=0.164 Acc=0.87 ---222969.51 ms/batch
Step 00041200 L_out=0.197 Acc=0.81 ---246785.53 ms/batch
Step 00041250 L_out=0.408 Acc=0.83 ---270791.61 ms/batch
Step 00041300 L_out=0.240 Acc=0.68 ---294938.68 ms/batch
Step 00041350 L_out=0.125 Acc=0.84 ---319038.01 ms/batch
Round 4 | epoch=1, train costTime=320.99478936195374, | total_activation_sum=7378389
Round 4 | epoch=2, current m_iou=0.6231984854491701
Round 4 | Best m_IoU is: 0.623, OA is: 0.891 | val costTime=120.68476963043213
Round 4 | ****EPOCH 2****
Step 00041400 L_out=0.101 Acc=0.85 ---22080.20 ms/batch
Step 00041450 L_out=0.058 Acc=0.72 ---46112.85 ms/batch
Step 00041500 L_out=0.400 Acc=0.83 ---70303.86 ms/batch
Step 00041550 L_out=0.091 Acc=0.75 ---94310.87 ms/batch
Step 00041600 L_out=0.085 Acc=0.61 ---118480.85 ms/batch
Step 00041650 L_out=0.109 Acc=0.77 ---142697.95 ms/batch
Step 00041700 L_out=0.118 Acc=0.72 ---166862.16 ms/batch
Step 00041750 L_out=0.055 Acc=0.82 ---190796.53 ms/batch
Step 00041800 L_out=0.332 Acc=0.73 ---215072.99 ms/batch
Step 00041850 L_out=0.167 Acc=0.78 ---239046.74 ms/batch
Step 00041900 L_out=0.097 Acc=0.83 ---263457.37 ms/batch
Step 00041950 L_out=0.230 Acc=0.83 ---287571.90 ms/batch
Step 00042000 L_out=0.103 Acc=0.66 ---311791.30 ms/batch
Round 4 | epoch=2, train costTime=321.8033215999603, | total_activation_sum=7476746
Round 4 | epoch=3, current m_iou=0.573495335213495
Round 4 | Best m_IoU is: 0.623, OA is: 0.891 | val costTime=120.18181443214417
Round 4 | ****EPOCH 3****
Step 00042050 L_out=0.098 Acc=0.77 ---13838.02 ms/batch
Step 00042100 L_out=0.151 Acc=0.84 ---38019.88 ms/batch
Step 00042150 L_out=0.085 Acc=0.85 ---62091.73 ms/batch
Step 00042200 L_out=0.489 Acc=0.79 ---86284.08 ms/batch
Step 00042250 L_out=0.066 Acc=0.90 ---110361.58 ms/batch
Step 00042300 L_out=0.033 Acc=0.87 ---134598.96 ms/batch
Step 00042350 L_out=0.078 Acc=0.82 ---158549.76 ms/batch
Step 00042400 L_out=0.086 Acc=0.86 ---182535.32 ms/batch
Step 00042450 L_out=0.096 Acc=0.71 ---206569.57 ms/batch
Step 00042500 L_out=0.220 Acc=0.89 ---230858.49 ms/batch
Step 00042550 L_out=0.346 Acc=0.80 ---254787.58 ms/batch
Step 00042600 L_out=0.083 Acc=0.87 ---278907.83 ms/batch
Step 00042650 L_out=0.157 Acc=0.77 ---303133.64 ms/batch
Round 4 | epoch=3, train costTime=321.46480226516724, | total_activation_sum=7420088
Round 4 | epoch=4, current m_iou=0.599302590076858
Round 4 | Best m_IoU is: 0.623, OA is: 0.891 | val costTime=120.33383870124817
Round 4 | ****EPOCH 4****
Step 00042700 L_out=0.163 Acc=0.75 --- 5773.16 ms/batch
Step 00042750 L_out=0.043 Acc=0.77 ---29836.44 ms/batch
Step 00042800 L_out=0.402 Acc=0.84 ---53935.57 ms/batch
Step 00042850 L_out=0.143 Acc=0.75 ---78139.23 ms/batch
Step 00042900 L_out=0.107 Acc=0.90 ---102468.16 ms/batch
Step 00042950 L_out=0.027 Acc=0.76 ---126486.64 ms/batch
Step 00043000 L_out=0.062 Acc=0.91 ---150684.69 ms/batch
Step 00043050 L_out=0.226 Acc=0.82 ---174777.77 ms/batch
Step 00043100 L_out=0.084 Acc=0.84 ---198708.87 ms/batch
Step 00043150 L_out=0.163 Acc=0.90 ---222710.89 ms/batch
Step 00043200 L_out=0.198 Acc=0.76 ---247160.71 ms/batch
Step 00043250 L_out=0.096 Acc=0.78 ---271182.04 ms/batch
Step 00043300 L_out=0.407 Acc=0.83 ---295510.90 ms/batch
Step 00043350 L_out=0.098 Acc=0.85 ---319584.06 ms/batch
Round 4 | epoch=4, train costTime=321.9657692909241, | total_activation_sum=7515654
Round 4 | epoch=5, current m_iou=0.5859743257069154
Round 4 | Best m_IoU is: 0.623, OA is: 0.891 | val costTime=121.12845134735107
Round 4 | ****EPOCH 5****
Step 00043400 L_out=0.133 Acc=0.87 ---21751.51 ms/batch
Step 00043450 L_out=0.089 Acc=0.80 ---45738.49 ms/batch
Step 00043500 L_out=0.148 Acc=0.89 ---69894.47 ms/batch
Step 00043550 L_out=0.121 Acc=0.79 ---94228.67 ms/batch
Step 00043600 L_out=0.151 Acc=0.91 ---118159.47 ms/batch
Step 00043650 L_out=0.104 Acc=0.88 ---142211.25 ms/batch
Step 00043700 L_out=0.039 Acc=0.83 ---166419.65 ms/batch
Step 00043750 L_out=0.044 Acc=0.84 ---190412.87 ms/batch
Step 00043800 L_out=0.143 Acc=0.90 ---214716.44 ms/batch
Step 00043850 L_out=0.096 Acc=0.88 ---238765.58 ms/batch
Step 00043900 L_out=0.213 Acc=0.84 ---262896.18 ms/batch
Step 00043950 L_out=0.095 Acc=0.90 ---286994.35 ms/batch
Step 00044000 L_out=0.068 Acc=0.85 ---311274.89 ms/batch
Round 4 | epoch=5, train costTime=321.8522036075592, | total_activation_sum=7414398
Round 4 | epoch=6, current m_iou=0.5849139706271034
Round 4 | Best m_IoU is: 0.623, OA is: 0.891 | val costTime=120.68788361549377
Round 4 | ****EPOCH 6****
Step 00044050 L_out=0.082 Acc=0.79 ---13542.06 ms/batch
Step 00044100 L_out=0.066 Acc=0.84 ---37675.71 ms/batch
Step 00044150 L_out=0.276 Acc=0.77 ---61912.37 ms/batch
Step 00044200 L_out=0.065 Acc=0.93 ---86006.86 ms/batch
Step 00044250 L_out=0.066 Acc=0.80 ---110109.69 ms/batch
Step 00044300 L_out=0.196 Acc=0.71 ---134490.79 ms/batch
Step 00044350 L_out=0.246 Acc=0.69 ---158643.65 ms/batch
Step 00044400 L_out=0.150 Acc=0.72 ---182689.71 ms/batch
Step 00044450 L_out=0.030 Acc=0.84 ---206842.31 ms/batch
Step 00044500 L_out=0.127 Acc=0.78 ---230934.87 ms/batch
Step 00044550 L_out=0.101 Acc=0.74 ---255064.28 ms/batch
Step 00044600 L_out=0.079 Acc=0.88 ---279287.42 ms/batch
Step 00044650 L_out=0.022 Acc=0.89 ---303292.93 ms/batch
Round 4 | epoch=6, train costTime=322.0856442451477, | total_activation_sum=7501783
Round 4 | epoch=7, current m_iou=0.6033231099571625
Round 4 | Best m_IoU is: 0.623, OA is: 0.891 | val costTime=119.99152207374573
Round 4 | ****EPOCH 7****
Step 00044700 L_out=0.151 Acc=0.93 --- 5393.47 ms/batch
Step 00044750 L_out=0.082 Acc=0.78 ---29541.55 ms/batch
Step 00044800 L_out=0.114 Acc=0.89 ---53575.05 ms/batch
Step 00044850 L_out=0.155 Acc=0.90 ---77559.44 ms/batch
Step 00044900 L_out=0.031 Acc=0.85 ---101743.29 ms/batch
Step 00044950 L_out=0.026 Acc=0.87 ---125640.59 ms/batch
Step 00045000 L_out=0.117 Acc=0.77 ---149587.09 ms/batch
Step 00045050 L_out=0.019 Acc=0.89 ---173547.18 ms/batch
Step 00045100 L_out=0.038 Acc=0.89 ---197640.60 ms/batch
Step 00045150 L_out=0.020 Acc=0.91 ---221462.90 ms/batch
Step 00045200 L_out=0.051 Acc=0.87 ---245477.45 ms/batch
Step 00045250 L_out=0.123 Acc=0.86 ---269388.00 ms/batch
Step 00045300 L_out=0.014 Acc=0.79 ---293674.60 ms/batch
Step 00045350 L_out=0.165 Acc=0.86 ---317654.69 ms/batch
Round 4 | epoch=7, train costTime=320.54205107688904, | total_activation_sum=7492066
Round 4 | epoch=8, current m_iou=0.5945442427557897
Round 4 | Best m_IoU is: 0.623, OA is: 0.891 | val costTime=120.35346174240112
Round 4 | ****EPOCH 8****
Step 00045400 L_out=0.113 Acc=0.94 ---21166.23 ms/batch
Step 00045450 L_out=0.041 Acc=0.84 ---45315.42 ms/batch
Step 00045500 L_out=0.192 Acc=0.85 ---69490.14 ms/batch
Step 00045550 L_out=0.073 Acc=0.86 ---93601.14 ms/batch
Step 00045600 L_out=0.059 Acc=0.92 ---117605.23 ms/batch
Step 00045650 L_out=0.138 Acc=0.77 ---141708.60 ms/batch
Step 00045700 L_out=0.098 Acc=0.84 ---165737.06 ms/batch
Step 00045750 L_out=0.034 Acc=0.86 ---189916.97 ms/batch
Step 00045800 L_out=0.146 Acc=0.81 ---214167.66 ms/batch
Step 00045850 L_out=0.051 Acc=0.88 ---238387.46 ms/batch
Step 00045900 L_out=0.022 Acc=0.90 ---262436.52 ms/batch
Step 00045950 L_out=0.170 Acc=0.89 ---286609.40 ms/batch
Step 00046000 L_out=0.151 Acc=0.89 ---310981.00 ms/batch
Round 4 | epoch=8, train costTime=322.05603790283203, | total_activation_sum=7483854
Round 4 | epoch=9, current m_iou=0.6062008443001099
Round 4 | Best m_IoU is: 0.623, OA is: 0.891 | val costTime=120.24875569343567
Round 4 | ****EPOCH 9****
Step 00046050 L_out=0.167 Acc=0.83 ---13125.04 ms/batch
Step 00046100 L_out=0.088 Acc=0.89 ---37162.64 ms/batch
Step 00046150 L_out=0.083 Acc=0.90 ---61119.77 ms/batch
Step 00046200 L_out=0.024 Acc=0.84 ---85230.30 ms/batch
Step 00046250 L_out=0.032 Acc=0.94 ---109418.49 ms/batch
Step 00046300 L_out=0.105 Acc=0.89 ---133351.02 ms/batch
Step 00046350 L_out=0.348 Acc=0.82 ---157331.41 ms/batch
Step 00046400 L_out=0.061 Acc=0.79 ---181501.45 ms/batch
Step 00046450 L_out=0.032 Acc=0.93 ---205522.75 ms/batch
Step 00046500 L_out=0.083 Acc=0.90 ---229459.40 ms/batch
Step 00046550 L_out=0.118 Acc=0.87 ---253435.24 ms/batch
Step 00046600 L_out=0.016 Acc=0.90 ---277628.96 ms/batch
Step 00046650 L_out=0.043 Acc=0.89 ---301834.36 ms/batch
Round 4 | epoch=9, train costTime=321.0313186645508, | total_activation_sum=7511499
Round 4 | epoch=10, current m_iou=0.6155488599250867
Round 4 | Best m_IoU is: 0.623, OA is: 0.891 | val costTime=120.74285173416138
Round 4 | ****EPOCH 10****
Step 00046700 L_out=0.094 Acc=0.77 --- 4952.04 ms/batch
Step 00046750 L_out=0.058 Acc=0.74 ---29158.50 ms/batch
Step 00046800 L_out=0.120 Acc=0.86 ---53152.85 ms/batch
Step 00046850 L_out=0.063 Acc=0.85 ---77212.29 ms/batch
Step 00046900 L_out=0.170 Acc=0.83 ---101441.08 ms/batch
Step 00046950 L_out=0.167 Acc=0.84 ---125471.07 ms/batch
Step 00047000 L_out=0.084 Acc=0.90 ---149528.38 ms/batch
Step 00047050 L_out=0.045 Acc=0.95 ---173494.50 ms/batch
Step 00047100 L_out=0.037 Acc=0.83 ---197805.96 ms/batch
Step 00047150 L_out=0.046 Acc=0.89 ---221965.62 ms/batch
Step 00047200 L_out=0.330 Acc=0.77 ---246025.71 ms/batch
Step 00047250 L_out=0.143 Acc=0.73 ---270240.22 ms/batch
Step 00047300 L_out=0.040 Acc=0.90 ---294383.53 ms/batch
Step 00047350 L_out=0.113 Acc=0.88 ---318569.93 ms/batch
Round 4 | epoch=10, train costTime=321.87719082832336, | total_activation_sum=7433352
Round 4 | epoch=11, current m_iou=0.610245591499992
Round 4 | Best m_IoU is: 0.623, OA is: 0.891 | val costTime=120.71221828460693
Round 4 | ****EPOCH 11****
Step 00047400 L_out=0.085 Acc=0.94 ---20767.01 ms/batch
Step 00047450 L_out=0.069 Acc=0.88 ---44781.98 ms/batch
Step 00047500 L_out=0.090 Acc=0.85 ---68994.61 ms/batch
Step 00047550 L_out=0.117 Acc=0.79 ---93214.11 ms/batch
Step 00047600 L_out=0.100 Acc=0.81 ---117326.23 ms/batch
Step 00047650 L_out=0.059 Acc=0.87 ---141115.50 ms/batch
Step 00047700 L_out=0.157 Acc=0.92 ---165503.27 ms/batch
Step 00047750 L_out=0.044 Acc=0.88 ---189744.40 ms/batch
Step 00047800 L_out=0.046 Acc=0.85 ---213728.91 ms/batch
Step 00047850 L_out=0.020 Acc=0.89 ---237820.88 ms/batch
Step 00047900 L_out=0.063 Acc=0.93 ---261864.06 ms/batch
Step 00047950 L_out=0.061 Acc=0.92 ---286273.90 ms/batch
Step 00048000 L_out=0.057 Acc=0.75 ---310498.17 ms/batch
Round 4 | epoch=11, train costTime=322.0726799964905, | total_activation_sum=7417010
Round 4 | epoch=12, current m_iou=0.613345655141513
Round 4 | Best m_IoU is: 0.623, OA is: 0.891 | val costTime=120.19673156738281
Round 4 | ****EPOCH 12****
Step 00048050 L_out=0.079 Acc=0.83 ---12341.24 ms/batch
Step 00048100 L_out=0.236 Acc=0.90 ---36501.12 ms/batch
Step 00048150 L_out=0.013 Acc=0.88 ---60596.75 ms/batch
Step 00048200 L_out=0.165 Acc=0.78 ---84714.94 ms/batch
Step 00048250 L_out=0.054 Acc=0.88 ---108527.36 ms/batch
Step 00048300 L_out=0.114 Acc=0.84 ---132433.78 ms/batch
Step 00048350 L_out=0.107 Acc=0.90 ---156625.58 ms/batch
Step 00048400 L_out=0.042 Acc=0.87 ---180673.37 ms/batch
Step 00048450 L_out=0.026 Acc=0.86 ---204844.58 ms/batch
Step 00048500 L_out=0.052 Acc=0.90 ---228902.81 ms/batch
Step 00048550 L_out=0.024 Acc=0.91 ---253092.21 ms/batch
Step 00048600 L_out=0.036 Acc=0.89 ---277160.58 ms/batch
Step 00048650 L_out=0.039 Acc=0.82 ---301434.06 ms/batch
Round 4 | epoch=12, train costTime=321.28881001472473, | total_activation_sum=7621745
Round 2 | ****EPOCH 0****
Step 00000050 L_out=0.206 Acc=0.42 ---26045.52 ms/batch
Step 00000100 L_out=0.308 Acc=0.36 ---49946.38 ms/batch
Step 00000150 L_out=0.127 Acc=0.35 ---73936.80 ms/batch
Step 00000200 L_out=0.648 Acc=0.50 ---97841.52 ms/batch
Step 00000250 L_out=0.101 Acc=0.49 ---122032.36 ms/batch
Step 00000300 L_out=0.170 Acc=0.34 ---146319.17 ms/batch
Step 00000350 L_out=0.455 Acc=0.39 ---170623.50 ms/batch
Step 00000400 L_out=0.256 Acc=0.23 ---194624.69 ms/batch
Step 00000450 L_out=0.051 Acc=0.30 ---218766.54 ms/batch
Step 00000500 L_out=0.081 Acc=0.64 ---242583.96 ms/batch
Step 00000550 L_out=0.050 Acc=0.48 ---266250.56 ms/batch
Step 00000600 L_out=0.139 Acc=0.55 ---289961.72 ms/batch
Step 00000650 L_out=0.026 Acc=0.60 ---313774.20 ms/batch
Round 2 | epoch=0, train costTime=321.7998411655426, | total_activation_sum=4043688
Round 2 | epoch=1, current m_iou=0.2890143442731127
Round 2 | Best m_IoU is: 0.289, OA is: 0.605 | val costTime=121.99571466445923
Round 2 | ****EPOCH 1****
Step 00000700 L_out=0.362 Acc=0.68 ---15687.63 ms/batch
Step 00000750 L_out=0.071 Acc=0.47 ---39571.87 ms/batch
Step 00000800 L_out=0.080 Acc=0.73 ---63397.60 ms/batch
Step 00000850 L_out=0.090 Acc=0.63 ---87064.04 ms/batch
Step 00000900 L_out=0.073 Acc=0.65 ---111036.76 ms/batch
Step 00000950 L_out=0.186 Acc=0.45 ---135059.78 ms/batch
Step 00001000 L_out=0.067 Acc=0.36 ---158869.51 ms/batch
Step 00001050 L_out=0.050 Acc=0.75 ---182597.25 ms/batch
Step 00001100 L_out=0.070 Acc=0.78 ---206568.77 ms/batch
Step 00001150 L_out=0.265 Acc=0.40 ---230398.23 ms/batch
Step 00001200 L_out=0.173 Acc=0.62 ---254272.50 ms/batch
Step 00001250 L_out=0.254 Acc=0.44 ---278163.16 ms/batch
Step 00001300 L_out=0.094 Acc=0.79 ---302233.85 ms/batch
Round 2 | epoch=1, train costTime=318.6134386062622, | total_activation_sum=3561225
Round 2 | epoch=2, current m_iou=0.31428954290162003
Round 2 | Best m_IoU is: 0.314, OA is: 0.645 | val costTime=120.86688923835754
Round 2 | ****EPOCH 2****
Step 00001350 L_out=0.430 Acc=0.49 --- 7657.53 ms/batch
Step 00001400 L_out=0.126 Acc=0.59 ---31621.21 ms/batch
Step 00001450 L_out=0.084 Acc=0.74 ---55442.94 ms/batch
Step 00001500 L_out=0.245 Acc=0.63 ---79571.33 ms/batch
Step 00001550 L_out=0.289 Acc=0.60 ---103409.79 ms/batch
Step 00001600 L_out=0.026 Acc=0.56 ---127164.87 ms/batch
Step 00001650 L_out=0.101 Acc=0.71 ---150872.01 ms/batch
Step 00001700 L_out=0.157 Acc=0.66 ---174705.22 ms/batch
Step 00001750 L_out=0.077 Acc=0.53 ---198517.42 ms/batch
Step 00001800 L_out=0.094 Acc=0.77 ---221425.12 ms/batch
Step 00001850 L_out=0.074 Acc=0.70 ---243845.89 ms/batch
Step 00001900 L_out=0.128 Acc=0.63 ---266628.41 ms/batch
Step 00001950 L_out=0.346 Acc=0.69 ---289330.11 ms/batch
Step 00002000 L_out=0.128 Acc=0.55 ---311944.89 ms/batch
Round 2 | epoch=2, train costTime=312.41086602211, | total_activation_sum=3528889
Round 2 | epoch=3, current m_iou=0.2980177259380991
Round 2 | Best m_IoU is: 0.314, OA is: 0.645 | val costTime=124.05066347122192
Round 2 | ****EPOCH 3****
Step 00002050 L_out=0.030 Acc=0.63 ---23418.51 ms/batch
Step 00002100 L_out=0.291 Acc=0.57 ---47283.30 ms/batch
Step 00002150 L_out=0.242 Acc=0.60 ---71259.00 ms/batch
Step 00002200 L_out=0.034 Acc=0.30 ---95029.68 ms/batch
Step 00002250 L_out=0.149 Acc=0.81 ---118939.96 ms/batch
Step 00002300 L_out=0.079 Acc=0.62 ---142543.00 ms/batch
Step 00002350 L_out=0.097 Acc=0.55 ---164790.04 ms/batch
Step 00002400 L_out=0.243 Acc=0.68 ---188157.96 ms/batch
Step 00002450 L_out=0.075 Acc=0.53 ---211979.38 ms/batch
Step 00002500 L_out=0.097 Acc=0.83 ---235750.47 ms/batch
Step 00002550 L_out=0.109 Acc=0.77 ---259464.70 ms/batch
Step 00002600 L_out=0.045 Acc=0.73 ---283433.54 ms/batch
Step 00002650 L_out=0.124 Acc=0.78 ---307293.14 ms/batch
Round 2 | epoch=3, train costTime=315.8986301422119, | total_activation_sum=3516979
Round 2 | epoch=4, current m_iou=0.351189499198735
Round 2 | Best m_IoU is: 0.351, OA is: 0.685 | val costTime=125.7099997997284
Round 2 | ****EPOCH 4****
Step 00002700 L_out=0.118 Acc=0.68 ---15272.76 ms/batch
Step 00002750 L_out=0.163 Acc=0.56 ---39234.94 ms/batch
Step 00002800 L_out=0.107 Acc=0.69 ---62988.44 ms/batch
Step 00002850 L_out=0.060 Acc=0.61 ---86865.50 ms/batch
Step 00002900 L_out=0.090 Acc=0.71 ---110413.11 ms/batch
Step 00002950 L_out=0.065 Acc=0.69 ---134215.76 ms/batch
Step 00003000 L_out=0.057 Acc=0.54 ---158026.97 ms/batch
Step 00003050 L_out=0.148 Acc=0.79 ---181813.92 ms/batch
Step 00003100 L_out=0.028 Acc=0.35 ---205426.36 ms/batch
Step 00003150 L_out=0.190 Acc=0.61 ---229221.02 ms/batch
Step 00003200 L_out=0.755 Acc=0.79 ---253264.51 ms/batch
Step 00003250 L_out=0.435 Acc=0.36 ---277138.04 ms/batch
Step 00003300 L_out=0.054 Acc=0.65 ---300791.02 ms/batch
Round 2 | epoch=4, train costTime=317.3927037715912, | total_activation_sum=3561876
Round 2 | epoch=5, current m_iou=0.3974938481333536
Round 2 | Best m_IoU is: 0.397, OA is: 0.711 | val costTime=124.4740104675293
Round 2 | ****EPOCH 5****
Step 00003350 L_out=0.077 Acc=0.59 --- 7226.46 ms/batch
Step 00003400 L_out=0.246 Acc=0.73 ---31172.18 ms/batch
Step 00003450 L_out=0.252 Acc=0.81 ---54850.53 ms/batch
Step 00003500 L_out=0.108 Acc=0.62 ---78523.76 ms/batch
Step 00003550 L_out=0.052 Acc=0.65 ---102296.67 ms/batch
Step 00003600 L_out=0.083 Acc=0.55 ---125798.00 ms/batch
Step 00003650 L_out=0.110 Acc=0.53 ---149723.94 ms/batch
Step 00003700 L_out=0.061 Acc=0.65 ---173739.28 ms/batch
Step 00003750 L_out=0.090 Acc=0.60 ---197674.57 ms/batch
Step 00003800 L_out=0.121 Acc=0.71 ---221570.71 ms/batch
Step 00003850 L_out=0.158 Acc=0.71 ---245354.39 ms/batch
Step 00003900 L_out=0.032 Acc=0.63 ---269217.85 ms/batch
Step 00003950 L_out=0.121 Acc=0.72 ---292874.75 ms/batch
Step 00004000 L_out=0.059 Acc=0.70 ---316856.29 ms/batch
Round 2 | epoch=5, train costTime=317.80212664604187, | total_activation_sum=3590195
Round 2 | epoch=6, current m_iou=0.42781747797424685
Round 2 | Best m_IoU is: 0.428, OA is: 0.756 | val costTime=122.1836519241333
Round 2 | ****EPOCH 6****
Step 00004050 L_out=0.029 Acc=0.72 ---22998.55 ms/batch
Step 00004100 L_out=0.072 Acc=0.61 ---46849.73 ms/batch
Step 00004150 L_out=0.028 Acc=0.61 ---70845.89 ms/batch
Step 00004200 L_out=0.041 Acc=0.75 ---94723.96 ms/batch
Step 00004250 L_out=0.037 Acc=0.64 ---118372.26 ms/batch
Step 00004300 L_out=0.164 Acc=0.61 ---142243.88 ms/batch
Step 00004350 L_out=0.120 Acc=0.63 ---166168.35 ms/batch
Step 00004400 L_out=0.079 Acc=0.82 ---189830.55 ms/batch
Step 00004450 L_out=0.073 Acc=0.43 ---213646.07 ms/batch
Step 00004500 L_out=0.092 Acc=0.45 ---237462.17 ms/batch
Step 00004550 L_out=0.022 Acc=0.73 ---261562.80 ms/batch
Step 00004600 L_out=0.075 Acc=0.70 ---285290.53 ms/batch
Step 00004650 L_out=0.053 Acc=0.82 ---309183.35 ms/batch
Round 2 | epoch=6, train costTime=318.23807978630066, | total_activation_sum=3629924
Round 2 | epoch=7, current m_iou=0.3868538912257179
Round 2 | Best m_IoU is: 0.428, OA is: 0.756 | val costTime=121.89570379257202
Round 2 | ****EPOCH 7****
Step 00004700 L_out=0.066 Acc=0.75 ---14779.38 ms/batch
Step 00004750 L_out=0.056 Acc=0.88 ---38620.86 ms/batch
Step 00004800 L_out=0.049 Acc=0.69 ---62329.43 ms/batch
Step 00004850 L_out=0.142 Acc=0.70 ---84540.93 ms/batch
Step 00004900 L_out=0.158 Acc=0.67 ---106968.98 ms/batch
Step 00004950 L_out=0.142 Acc=0.61 ---129351.05 ms/batch
Step 00005000 L_out=0.213 Acc=0.33 ---151820.32 ms/batch
Step 00005050 L_out=0.074 Acc=0.79 ---174369.44 ms/batch
Step 00005100 L_out=0.077 Acc=0.77 ---196906.57 ms/batch
Step 00005150 L_out=0.051 Acc=0.76 ---219161.18 ms/batch
Step 00005200 L_out=0.063 Acc=0.47 ---241806.16 ms/batch
Step 00005250 L_out=0.222 Acc=0.53 ---264109.66 ms/batch
Step 00005300 L_out=0.121 Acc=0.70 ---286505.84 ms/batch
Round 2 | epoch=7, train costTime=302.54049468040466, | total_activation_sum=3520675
Round 2 | epoch=8, current m_iou=0.4341749842891981
Round 2 | Best m_IoU is: 0.434, OA is: 0.783 | val costTime=122.40535092353821
Round 2 | ****EPOCH 8****
Step 00005350 L_out=0.077 Acc=0.76 --- 6239.02 ms/batch
Step 00005400 L_out=0.174 Acc=0.65 ---28625.16 ms/batch
Step 00005450 L_out=0.026 Acc=0.82 ---51024.40 ms/batch
Step 00005500 L_out=0.070 Acc=0.79 ---73433.51 ms/batch
Step 00005550 L_out=0.042 Acc=0.67 ---95868.95 ms/batch
Step 00005600 L_out=0.054 Acc=0.76 ---118248.43 ms/batch
Step 00005650 L_out=0.074 Acc=0.71 ---140786.87 ms/batch
Step 00005700 L_out=0.098 Acc=0.65 ---163151.72 ms/batch
Step 00005750 L_out=0.100 Acc=0.68 ---185653.62 ms/batch
Step 00005800 L_out=0.103 Acc=0.79 ---208439.53 ms/batch
Step 00005850 L_out=0.118 Acc=0.68 ---230917.75 ms/batch
Step 00005900 L_out=0.313 Acc=0.71 ---253382.92 ms/batch
Step 00005950 L_out=0.042 Acc=0.75 ---275699.96 ms/batch
Step 00006000 L_out=0.053 Acc=0.76 ---298342.73 ms/batch
Round 2 | epoch=8, train costTime=299.7650444507599, | total_activation_sum=3500514
Round 2 | epoch=9, current m_iou=0.46152338880295457
Round 2 | Best m_IoU is: 0.462, OA is: 0.811 | val costTime=127.3667151927948
Round 2 | ****EPOCH 9****
Step 00006050 L_out=0.127 Acc=0.75 ---22297.95 ms/batch
Step 00006100 L_out=0.056 Acc=0.84 ---46008.38 ms/batch
Step 00006150 L_out=0.156 Acc=0.77 ---69708.40 ms/batch
Step 00006200 L_out=0.019 Acc=0.68 ---93415.29 ms/batch
Step 00006250 L_out=0.050 Acc=0.85 ---117303.92 ms/batch
Step 00006300 L_out=0.256 Acc=0.68 ---141326.06 ms/batch
Step 00006350 L_out=0.134 Acc=0.69 ---165226.45 ms/batch
Step 00006400 L_out=0.039 Acc=0.84 ---189421.00 ms/batch
Step 00006450 L_out=0.039 Acc=0.60 ---213117.77 ms/batch
Step 00006500 L_out=0.105 Acc=0.83 ---237043.47 ms/batch
Step 00006550 L_out=0.082 Acc=0.59 ---260954.84 ms/batch
Step 00006600 L_out=0.092 Acc=0.75 ---285003.74 ms/batch
Step 00006650 L_out=0.116 Acc=0.76 ---308880.61 ms/batch
Round 2 | epoch=9, train costTime=318.417777299881, | total_activation_sum=3559810
Round 2 | epoch=10, current m_iou=0.49237763916388844
Round 2 | Best m_IoU is: 0.492, OA is: 0.822 | val costTime=125.56141638755798
Round 2 | ****EPOCH 10****
Step 00006700 L_out=0.113 Acc=0.71 ---14297.86 ms/batch
Step 00006750 L_out=0.138 Acc=0.85 ---37570.36 ms/batch
Step 00006800 L_out=0.112 Acc=0.78 ---61342.49 ms/batch
Step 00006850 L_out=0.055 Acc=0.73 ---85158.85 ms/batch
Step 00006900 L_out=0.088 Acc=0.78 ---109069.85 ms/batch
Step 00006950 L_out=0.051 Acc=0.77 ---133007.85 ms/batch
Step 00007000 L_out=0.084 Acc=0.77 ---157028.99 ms/batch
Step 00007050 L_out=0.024 Acc=0.76 ---181003.29 ms/batch
Step 00007100 L_out=0.070 Acc=0.63 ---204669.48 ms/batch
Step 00007150 L_out=0.033 Acc=0.72 ---228589.80 ms/batch
Step 00007200 L_out=0.097 Acc=0.63 ---252255.58 ms/batch
Step 00007250 L_out=0.109 Acc=0.67 ---276179.06 ms/batch
Step 00007300 L_out=0.105 Acc=0.81 ---299825.02 ms/batch
Round 2 | epoch=10, train costTime=316.31917428970337, | total_activation_sum=3579485
Round 2 | epoch=11, current m_iou=0.508039884007198
Round 2 | Best m_IoU is: 0.508, OA is: 0.836 | val costTime=125.56303691864014
Round 2 | ****EPOCH 11****
Step 00007350 L_out=0.105 Acc=0.70 --- 6130.90 ms/batch
Step 00007400 L_out=0.085 Acc=0.76 ---29998.47 ms/batch
Step 00007450 L_out=0.036 Acc=0.80 ---53787.98 ms/batch
Step 00007500 L_out=0.982 Acc=0.66 ---77646.37 ms/batch
Step 00007550 L_out=0.095 Acc=0.78 ---101660.76 ms/batch
Step 00007600 L_out=0.045 Acc=0.86 ---125641.05 ms/batch
Step 00007650 L_out=0.031 Acc=0.79 ---148194.90 ms/batch
Step 00007700 L_out=0.035 Acc=0.85 ---170343.00 ms/batch
Step 00007750 L_out=0.072 Acc=0.79 ---192656.57 ms/batch
Step 00007800 L_out=0.174 Acc=0.60 ---215136.65 ms/batch
Step 00007850 L_out=0.025 Acc=0.70 ---237901.17 ms/batch
Step 00007900 L_out=0.058 Acc=0.82 ---260255.81 ms/batch
Step 00007950 L_out=0.011 Acc=0.82 ---283828.66 ms/batch
Step 00008000 L_out=0.035 Acc=0.71 ---307411.27 ms/batch
Round 2 | epoch=11, train costTime=309.3276779651642, | total_activation_sum=3574353
Round 2 | epoch=12, current m_iou=0.4811957497828911
Round 2 | Best m_IoU is: 0.508, OA is: 0.836 | val costTime=123.52953624725342
Round 2 | ****EPOCH 12****
Step 00008050 L_out=0.044 Acc=0.72 ---21842.08 ms/batch
Step 00008100 L_out=0.112 Acc=0.71 ---45666.69 ms/batch
Step 00008150 L_out=0.024 Acc=0.85 ---69651.39 ms/batch
Step 00008200 L_out=0.021 Acc=0.77 ---93332.36 ms/batch
Step 00008250 L_out=0.050 Acc=0.82 ---117199.46 ms/batch
Step 00008300 L_out=0.025 Acc=0.83 ---141077.23 ms/batch
Step 00008350 L_out=0.128 Acc=0.81 ---164944.05 ms/batch
Step 00008400 L_out=0.043 Acc=0.81 ---188640.05 ms/batch
Step 00008450 L_out=0.073 Acc=0.64 ---212472.04 ms/batch
Step 00008500 L_out=0.171 Acc=0.75 ---236342.27 ms/batch
Step 00008550 L_out=0.011 Acc=0.74 ---260181.75 ms/batch
Step 00008600 L_out=0.048 Acc=0.82 ---283834.55 ms/batch
Step 00008650 L_out=0.164 Acc=0.72 ---307784.70 ms/batch
Round 2 | epoch=12, train costTime=317.78727984428406, | total_activation_sum=3577203
Round 2 | epoch=13, current m_iou=0.5019233279645903
Round 2 | Best m_IoU is: 0.508, OA is: 0.836 | val costTime=122.62843823432922
Round 2 | ****EPOCH 13****
Step 00008700 L_out=0.095 Acc=0.77 ---13706.16 ms/batch
Step 00008750 L_out=0.029 Acc=0.72 ---37625.35 ms/batch
Step 00008800 L_out=0.066 Acc=0.80 ---1446366.54 ms/batch
Step 00008850 L_out=0.109 Acc=0.54 ---1470403.86 ms/batch
Step 00008900 L_out=0.034 Acc=0.83 ---1494187.25 ms/batch
Step 00008950 L_out=0.109 Acc=0.78 ---1517945.29 ms/batch
Step 00009000 L_out=0.108 Acc=0.66 ---1541557.42 ms/batch
Step 00009050 L_out=0.097 Acc=0.76 ---1565187.13 ms/batch
Step 00009100 L_out=0.033 Acc=0.77 ---1589184.56 ms/batch
Step 00009150 L_out=0.112 Acc=0.76 ---1612682.72 ms/batch
Step 00009200 L_out=0.059 Acc=0.78 ---1636837.28 ms/batch
Step 00009250 L_out=0.066 Acc=0.76 ---1660401.32 ms/batch
Step 00009300 L_out=0.012 Acc=0.67 ---1683986.31 ms/batch
Round 2 | epoch=13, train costTime=1701.4629528522491, | total_activation_sum=3535842
Round 2 | epoch=14, current m_iou=0.5248744859580623
Round 2 | Best m_IoU is: 0.525, OA is: 0.840 | val costTime=126.64442110061646
Round 2 | ****EPOCH 14****
Step 00009350 L_out=0.069 Acc=0.70 --- 5517.52 ms/batch
Step 00009400 L_out=0.046 Acc=0.82 ---28091.87 ms/batch
Step 00009450 L_out=0.088 Acc=0.86 ---50817.79 ms/batch
Step 00009500 L_out=0.011 Acc=0.75 ---73756.11 ms/batch
Step 00009550 L_out=0.055 Acc=0.73 ---96606.43 ms/batch
Step 00009600 L_out=0.093 Acc=0.78 ---119421.11 ms/batch
Step 00009650 L_out=0.062 Acc=0.80 ---142109.57 ms/batch
Step 00009700 L_out=0.023 Acc=0.79 ---164712.96 ms/batch
Step 00009750 L_out=0.037 Acc=0.84 ---187410.71 ms/batch
Step 00009800 L_out=0.114 Acc=0.93 ---210270.26 ms/batch
Step 00009850 L_out=0.048 Acc=0.81 ---232826.39 ms/batch
Step 00009900 L_out=0.028 Acc=0.88 ---255722.49 ms/batch
Step 00009950 L_out=0.104 Acc=0.81 ---278386.28 ms/batch
Step 00010000 L_out=0.027 Acc=0.79 ---301098.48 ms/batch
Round 2 | epoch=14, train costTime=303.34777760505676, | total_activation_sum=3516379
Round 2 | epoch=15, current m_iou=0.5206908416799627
Round 2 | Best m_IoU is: 0.525, OA is: 0.840 | val costTime=126.5849540233612
Round 2 | ****EPOCH 15****
Step 00010050 L_out=0.070 Acc=0.76 ---20411.12 ms/batch
Step 00010100 L_out=0.071 Acc=0.74 ---43105.04 ms/batch
Step 00010150 L_out=0.048 Acc=0.80 ---65875.27 ms/batch
Step 00010200 L_out=0.038 Acc=0.74 ---88597.17 ms/batch
Step 00010250 L_out=0.069 Acc=0.73 ---111590.75 ms/batch
Step 00010300 L_out=0.062 Acc=0.66 ---134023.33 ms/batch
Step 00010350 L_out=0.050 Acc=0.79 ---157133.07 ms/batch
Step 00010400 L_out=0.123 Acc=0.80 ---180060.79 ms/batch
Step 00010450 L_out=0.111 Acc=0.79 ---202913.63 ms/batch
Step 00010500 L_out=0.110 Acc=0.76 ---225682.30 ms/batch
Step 00010550 L_out=0.044 Acc=0.61 ---248594.86 ms/batch
Step 00010600 L_out=0.033 Acc=0.87 ---271325.84 ms/batch
Step 00010650 L_out=0.052 Acc=0.87 ---294177.53 ms/batch
Round 2 | epoch=15, train costTime=304.30430364608765, | total_activation_sum=3607945
Round 2 | epoch=16, current m_iou=0.5155083715410755
Round 2 | Best m_IoU is: 0.525, OA is: 0.840 | val costTime=127.18355131149292
Round 2 | ****EPOCH 16****
Step 00010700 L_out=0.039 Acc=0.85 ---12571.03 ms/batch
Step 00010750 L_out=0.073 Acc=0.87 ---35511.62 ms/batch
Step 00010800 L_out=0.107 Acc=0.78 ---58296.84 ms/batch
Step 00010850 L_out=0.046 Acc=0.80 ---81179.40 ms/batch
Step 00010900 L_out=0.041 Acc=0.88 ---103892.18 ms/batch
Step 00010950 L_out=0.273 Acc=0.80 ---126468.44 ms/batch
Step 00011000 L_out=0.031 Acc=0.88 ---149003.19 ms/batch
Step 00011050 L_out=0.065 Acc=0.71 ---171642.44 ms/batch
Step 00011100 L_out=0.065 Acc=0.82 ---194409.29 ms/batch
Step 00011150 L_out=0.036 Acc=0.77 ---217111.93 ms/batch
Step 00011200 L_out=0.011 Acc=0.83 ---239942.57 ms/batch
Step 00011250 L_out=0.036 Acc=0.80 ---262557.99 ms/batch
Step 00011300 L_out=0.141 Acc=0.74 ---285162.03 ms/batch
Round 2 | epoch=16, train costTime=303.047438621521, | total_activation_sum=3604946
Round 2 | epoch=17, current m_iou=0.523073750645626
Round 2 | Best m_IoU is: 0.525, OA is: 0.840 | val costTime=126.87586879730225
Round 2 | ****EPOCH 17****
Step 00011350 L_out=0.043 Acc=0.80 --- 4983.81 ms/batch
Step 00011400 L_out=0.024 Acc=0.66 ---27867.92 ms/batch
Step 00011450 L_out=0.022 Acc=0.72 ---50733.94 ms/batch
Step 00011500 L_out=0.014 Acc=0.85 ---73515.41 ms/batch
Step 00011550 L_out=0.043 Acc=0.79 ---96337.10 ms/batch
Step 00011600 L_out=0.054 Acc=0.82 ---119202.94 ms/batch
Step 00011650 L_out=0.052 Acc=0.87 ---141996.37 ms/batch
Step 00011700 L_out=0.009 Acc=0.89 ---164764.31 ms/batch
Step 00011750 L_out=0.009 Acc=0.87 ---187599.12 ms/batch
Step 00011800 L_out=0.018 Acc=0.90 ---210758.92 ms/batch
Step 00011850 L_out=0.061 Acc=0.59 ---233995.30 ms/batch
Step 00011900 L_out=0.073 Acc=0.77 ---257334.49 ms/batch
Step 00011950 L_out=0.016 Acc=0.75 ---280549.16 ms/batch
Step 00012000 L_out=0.056 Acc=0.78 ---303471.15 ms/batch
Round 2 | epoch=17, train costTime=306.2425973415375, | total_activation_sum=3545811
Round 2 | epoch=18, current m_iou=0.5343694036217568
Round 2 | Best m_IoU is: 0.534, OA is: 0.850 | val costTime=129.3927037715912
Round 2 | ****EPOCH 18****
Step 00012050 L_out=0.066 Acc=0.73 ---19960.30 ms/batch
Step 00012100 L_out=0.049 Acc=0.74 ---43154.31 ms/batch
Step 00012150 L_out=0.045 Acc=0.83 ---66283.84 ms/batch
Step 00012200 L_out=0.040 Acc=0.79 ---89562.90 ms/batch
Step 00012250 L_out=0.052 Acc=0.69 ---112808.00 ms/batch
Step 00012300 L_out=0.067 Acc=0.77 ---135734.89 ms/batch
Step 00012350 L_out=0.055 Acc=0.70 ---158752.38 ms/batch
Step 00012400 L_out=0.043 Acc=0.86 ---181670.33 ms/batch
Step 00012450 L_out=0.060 Acc=0.86 ---204985.50 ms/batch
Step 00012500 L_out=0.071 Acc=0.82 ---228046.58 ms/batch
Step 00012550 L_out=0.133 Acc=0.71 ---251096.86 ms/batch
Step 00012600 L_out=0.047 Acc=0.75 ---274145.92 ms/batch
Step 00012650 L_out=0.040 Acc=0.77 ---296761.48 ms/batch
Round 2 | epoch=18, train costTime=307.30608558654785, | total_activation_sum=3530574
Round 2 | epoch=19, current m_iou=0.5441783445707379
Round 2 | Best m_IoU is: 0.544, OA is: 0.858 | val costTime=127.20050764083862
Round 2 | ****EPOCH 19****
Step 00012700 L_out=0.055 Acc=0.82 ---12342.65 ms/batch
Step 00012750 L_out=0.023 Acc=0.73 ---34894.29 ms/batch
Step 00012800 L_out=0.041 Acc=0.84 ---57464.27 ms/batch
Step 00012850 L_out=0.050 Acc=0.90 ---80309.35 ms/batch
Step 00012900 L_out=0.038 Acc=0.80 ---102967.79 ms/batch
Step 00012950 L_out=0.119 Acc=0.80 ---125529.55 ms/batch
Step 00013000 L_out=0.048 Acc=0.93 ---148479.24 ms/batch
Step 00013050 L_out=0.019 Acc=0.85 ---186564.40 ms/batch
Step 00013100 L_out=0.149 Acc=0.84 ---209479.39 ms/batch
Step 00013150 L_out=0.035 Acc=0.85 ---232094.68 ms/batch
Step 00013200 L_out=0.024 Acc=0.91 ---255111.44 ms/batch
Step 00013250 L_out=0.094 Acc=0.81 ---277993.01 ms/batch
Step 00013300 L_out=0.049 Acc=0.84 ---300752.17 ms/batch
Round 2 | epoch=19, train costTime=318.986136674881, | total_activation_sum=3615723
Round 2 | epoch=20, current m_iou=0.5450575881173804
Round 2 | Best m_IoU is: 0.545, OA is: 0.861 | val costTime=128.12392807006836
Round 2 | ****EPOCH 20****
Step 00013350 L_out=0.037 Acc=0.74 --- 4461.58 ms/batch
Step 00013400 L_out=0.042 Acc=0.80 ---27600.62 ms/batch
Step 00013450 L_out=0.037 Acc=0.81 ---51085.97 ms/batch
Step 00013500 L_out=0.005 Acc=0.92 ---73765.56 ms/batch
Step 00013550 L_out=0.045 Acc=0.93 ---96400.58 ms/batch
Step 00013600 L_out=0.040 Acc=0.87 ---119058.90 ms/batch
Step 00013650 L_out=0.082 Acc=0.87 ---142095.83 ms/batch
Step 00013700 L_out=0.043 Acc=0.91 ---164774.33 ms/batch
Step 00013750 L_out=0.035 Acc=0.84 ---187537.46 ms/batch
Step 00013800 L_out=0.130 Acc=0.82 ---210040.88 ms/batch
Step 00013850 L_out=0.035 Acc=0.90 ---232861.85 ms/batch
Step 00013900 L_out=0.097 Acc=0.78 ---255734.58 ms/batch
Step 00013950 L_out=0.083 Acc=0.85 ---278912.50 ms/batch
Step 00014000 L_out=0.055 Acc=0.84 ---301648.90 ms/batch
Round 2 | epoch=20, train costTime=304.90983414649963, | total_activation_sum=3511064
Round 2 | epoch=21, current m_iou=0.5528352729582866
Round 2 | Best m_IoU is: 0.553, OA is: 0.863 | val costTime=128.96637439727783
Round 2 | ****EPOCH 21****
Step 00014050 L_out=0.028 Acc=0.83 ---19637.10 ms/batch
Step 00014100 L_out=0.307 Acc=0.74 ---42997.24 ms/batch
Step 00014150 L_out=0.036 Acc=0.81 ---66331.05 ms/batch
Step 00014200 L_out=0.111 Acc=0.86 ---89146.08 ms/batch
Step 00014250 L_out=0.041 Acc=0.85 ---111888.80 ms/batch
Step 00014300 L_out=0.060 Acc=0.75 ---134822.93 ms/batch
Step 00014350 L_out=0.071 Acc=0.85 ---157585.83 ms/batch
Step 00014400 L_out=0.129 Acc=0.73 ---180369.67 ms/batch
Step 00014450 L_out=0.041 Acc=0.85 ---203130.92 ms/batch
Step 00014500 L_out=0.060 Acc=0.88 ---225979.18 ms/batch
Step 00014550 L_out=0.024 Acc=0.79 ---248910.95 ms/batch
Step 00014600 L_out=0.080 Acc=0.83 ---271701.17 ms/batch
Step 00014650 L_out=0.052 Acc=0.67 ---294496.55 ms/batch
Round 2 | epoch=21, train costTime=305.32559156417847, | total_activation_sum=3560105
Round 2 | epoch=22, current m_iou=0.5517028394153289
Round 2 | Best m_IoU is: 0.553, OA is: 0.863 | val costTime=127.02566957473755
Round 2 | ****EPOCH 22****
Step 00014700 L_out=0.010 Acc=0.86 ---11979.38 ms/batch
Step 00014750 L_out=0.060 Acc=0.74 ---34828.86 ms/batch
Step 00014800 L_out=0.115 Acc=0.80 ---57634.90 ms/batch
Step 00014850 L_out=0.026 Acc=0.86 ---80352.52 ms/batch
Step 00014900 L_out=0.047 Acc=0.73 ---103120.76 ms/batch
Step 00014950 L_out=0.033 Acc=0.91 ---126069.49 ms/batch
Step 00015000 L_out=0.013 Acc=0.90 ---148872.52 ms/batch
Step 00015050 L_out=0.075 Acc=0.74 ---171611.39 ms/batch
Step 00015100 L_out=0.021 Acc=0.84 ---194316.85 ms/batch
Step 00015150 L_out=0.055 Acc=0.79 ---216975.65 ms/batch
Step 00015200 L_out=0.042 Acc=0.63 ---239549.03 ms/batch
Step 00015250 L_out=0.003 Acc=0.88 ---262221.92 ms/batch
Step 00015300 L_out=0.055 Acc=0.70 ---284935.26 ms/batch
Round 2 | epoch=22, train costTime=303.54082584381104, | total_activation_sum=3610735
Round 2 | epoch=23, current m_iou=0.5576111206052681
Round 2 | Best m_IoU is: 0.558, OA is: 0.865 | val costTime=127.50445771217346
Round 2 | ****EPOCH 23****
Step 00015350 L_out=0.051 Acc=0.82 --- 4159.28 ms/batch
Step 00015400 L_out=0.047 Acc=0.76 ---26707.61 ms/batch
Step 00015450 L_out=0.026 Acc=0.89 ---49423.08 ms/batch
Step 00015500 L_out=0.020 Acc=0.81 ---72077.16 ms/batch
Step 00015550 L_out=0.069 Acc=0.90 ---94721.30 ms/batch
Step 00015600 L_out=0.086 Acc=0.94 ---117433.25 ms/batch
Step 00015650 L_out=0.083 Acc=0.81 ---140252.25 ms/batch
Step 00015700 L_out=0.033 Acc=0.86 ---162879.74 ms/batch
Step 00015750 L_out=0.043 Acc=0.78 ---185770.44 ms/batch
Step 00015800 L_out=0.104 Acc=0.87 ---208369.58 ms/batch
Step 00015850 L_out=0.015 Acc=0.89 ---231115.04 ms/batch
Step 00015900 L_out=0.131 Acc=0.78 ---253978.17 ms/batch
Step 00015950 L_out=0.042 Acc=0.80 ---276915.50 ms/batch
Step 00016000 L_out=0.065 Acc=0.71 ---300007.84 ms/batch
Round 2 | epoch=23, train costTime=303.65458631515503, | total_activation_sum=3524201
Round 2 | epoch=24, current m_iou=0.5595607750220339
Round 2 | Best m_IoU is: 0.560, OA is: 0.864 | val costTime=126.88147163391113
Round 2 | ****EPOCH 24****
Step 00016050 L_out=0.008 Acc=0.90 ---19136.86 ms/batch
Step 00016100 L_out=0.011 Acc=0.80 ---41781.27 ms/batch
Step 00016150 L_out=0.088 Acc=0.82 ---64447.27 ms/batch
Step 00016200 L_out=0.016 Acc=0.87 ---87192.58 ms/batch
Step 00016250 L_out=0.039 Acc=0.88 ---110090.69 ms/batch
Step 00016300 L_out=0.017 Acc=0.87 ---132671.76 ms/batch
Step 00016350 L_out=0.065 Acc=0.82 ---155416.33 ms/batch
Step 00016400 L_out=0.039 Acc=0.90 ---178076.88 ms/batch
Step 00016450 L_out=0.086 Acc=0.84 ---200969.95 ms/batch
Step 00016500 L_out=0.060 Acc=0.87 ---223528.97 ms/batch
Step 00016550 L_out=0.025 Acc=0.84 ---246072.37 ms/batch
Step 00016600 L_out=0.062 Acc=0.80 ---269079.22 ms/batch
Step 00016650 L_out=0.025 Acc=0.92 ---291742.73 ms/batch
Round 2 | epoch=24, train costTime=303.2523229122162, | total_activation_sum=3536029
Round 2 | epoch=25, current m_iou=0.548098923222831
Round 2 | Best m_IoU is: 0.560, OA is: 0.864 | val costTime=125.84729790687561
Round 2 | ****EPOCH 25****
Step 00016700 L_out=0.013 Acc=0.84 ---11157.27 ms/batch
Step 00016750 L_out=0.018 Acc=0.83 ---33874.63 ms/batch
Step 00016800 L_out=0.257 Acc=0.86 ---56518.39 ms/batch
Step 00016850 L_out=0.024 Acc=0.84 ---79392.62 ms/batch
Step 00016900 L_out=0.061 Acc=0.84 ---102195.86 ms/batch
Step 00016950 L_out=0.047 Acc=0.84 ---125283.84 ms/batch
Step 00017000 L_out=0.037 Acc=0.81 ---147823.54 ms/batch
Step 00017050 L_out=0.098 Acc=0.85 ---170615.88 ms/batch
Step 00017100 L_out=0.053 Acc=0.74 ---193415.70 ms/batch
Step 00017150 L_out=0.071 Acc=0.84 ---216060.84 ms/batch
Step 00017200 L_out=0.035 Acc=0.87 ---239078.61 ms/batch
Step 00017250 L_out=0.047 Acc=0.82 ---261851.24 ms/batch
Step 00017300 L_out=0.014 Acc=0.92 ---284841.67 ms/batch
Round 2 | epoch=25, train costTime=303.97605180740356, | total_activation_sum=3604768
Round 2 | epoch=26, current m_iou=0.5478541059491608
Round 2 | Best m_IoU is: 0.560, OA is: 0.864 | val costTime=126.03230333328247
Round 2 | ****EPOCH 26****
Step 00017350 L_out=0.052 Acc=0.86 --- 3675.39 ms/batch
Step 00017400 L_out=0.030 Acc=0.75 ---26651.88 ms/batch
Step 00017450 L_out=0.076 Acc=0.86 ---49306.03 ms/batch
Step 00017500 L_out=0.100 Acc=0.84 ---71979.81 ms/batch
Step 00017550 L_out=0.054 Acc=0.86 ---94952.37 ms/batch
Step 00017600 L_out=0.033 Acc=0.85 ---117743.43 ms/batch
Step 00017650 L_out=0.045 Acc=0.79 ---140381.06 ms/batch
Step 00017700 L_out=0.032 Acc=0.81 ---162994.06 ms/batch
Step 00017750 L_out=0.078 Acc=0.80 ---185640.92 ms/batch
Step 00017800 L_out=0.074 Acc=0.53 ---208226.89 ms/batch
Step 00017850 L_out=0.013 Acc=0.84 ---230904.33 ms/batch
Step 00017900 L_out=0.022 Acc=0.87 ---253705.23 ms/batch
Step 00017950 L_out=0.044 Acc=0.75 ---276547.80 ms/batch
Step 00018000 L_out=0.083 Acc=0.87 ---299379.26 ms/batch
Round 2 | epoch=26, train costTime=303.46386456489563, | total_activation_sum=3505733
Round 2 | epoch=27, current m_iou=0.5447572949230005
Round 2 | Best m_IoU is: 0.560, OA is: 0.864 | val costTime=125.7491512298584
Round 2 | ****EPOCH 27****
Step 00018050 L_out=0.041 Acc=0.71 ---18643.97 ms/batch
Step 00018100 L_out=0.021 Acc=0.89 ---41529.97 ms/batch
Step 00018150 L_out=0.084 Acc=0.65 ---64313.37 ms/batch
Step 00018200 L_out=0.034 Acc=0.83 ---87045.21 ms/batch
Step 00018250 L_out=0.024 Acc=0.78 ---110203.00 ms/batch
Step 00018300 L_out=0.153 Acc=0.83 ---132854.93 ms/batch
Step 00018350 L_out=0.007 Acc=0.82 ---155437.44 ms/batch
Step 00018400 L_out=0.055 Acc=0.79 ---178339.07 ms/batch
Step 00018450 L_out=0.040 Acc=0.89 ---200948.95 ms/batch
Step 00018500 L_out=0.017 Acc=0.88 ---223676.51 ms/batch
Step 00018550 L_out=0.033 Acc=0.85 ---246420.94 ms/batch
Step 00018600 L_out=0.012 Acc=0.81 ---269189.44 ms/batch
Step 00018650 L_out=0.034 Acc=0.81 ---292170.34 ms/batch
Round 2 | epoch=27, train costTime=303.9147639274597, | total_activation_sum=3628974
Round 2 | epoch=28, current m_iou=0.5600067423738458
Round 2 | Best m_IoU is: 0.560, OA is: 0.864 | val costTime=127.78264379501343
Round 2 | ****EPOCH 28****
Step 00018700 L_out=0.071 Acc=0.69 ---10951.91 ms/batch
Step 00018750 L_out=0.094 Acc=0.84 ---33778.06 ms/batch
Step 00018800 L_out=0.014 Acc=0.79 ---56617.30 ms/batch
Step 00018850 L_out=0.094 Acc=0.75 ---79234.08 ms/batch
Step 00018900 L_out=0.029 Acc=0.89 ---102031.08 ms/batch
Step 00018950 L_out=0.035 Acc=0.71 ---124690.63 ms/batch
Step 00019000 L_out=0.037 Acc=0.79 ---147464.48 ms/batch
Step 00019050 L_out=0.036 Acc=0.89 ---170257.97 ms/batch
Step 00019100 L_out=0.047 Acc=0.82 ---193040.37 ms/batch
Step 00019150 L_out=0.008 Acc=0.94 ---215770.59 ms/batch
Step 00019200 L_out=0.015 Acc=0.86 ---238314.91 ms/batch
Step 00019250 L_out=0.051 Acc=0.78 ---261313.61 ms/batch
Step 00019300 L_out=0.082 Acc=0.78 ---284051.44 ms/batch
Round 2 | epoch=28, train costTime=303.6314206123352, | total_activation_sum=3533885
Round 2 | epoch=29, current m_iou=0.5731114524561273
Round 2 | Best m_IoU is: 0.573, OA is: 0.871 | val costTime=124.42543816566467
Round 2 | ****EPOCH 29****
Step 00019350 L_out=0.009 Acc=0.93 --- 3337.75 ms/batch
Step 00019400 L_out=0.031 Acc=0.87 ---27130.10 ms/batch
Step 00019450 L_out=0.020 Acc=0.85 ---51031.87 ms/batch
Step 00019500 L_out=0.025 Acc=0.89 ---74949.03 ms/batch
Step 00019550 L_out=0.037 Acc=0.83 ---98906.01 ms/batch
Step 00019600 L_out=0.016 Acc=0.88 ---122589.87 ms/batch
Step 00019650 L_out=0.045 Acc=0.85 ---146428.08 ms/batch
Step 00019700 L_out=0.048 Acc=0.88 ---170074.90 ms/batch
Step 00019750 L_out=0.050 Acc=0.87 ---194176.34 ms/batch
Step 00019800 L_out=0.052 Acc=0.84 ---217823.66 ms/batch
Step 00019850 L_out=0.049 Acc=0.87 ---241687.23 ms/batch
Step 00019900 L_out=0.034 Acc=0.92 ---265664.75 ms/batch
Step 00019950 L_out=0.021 Acc=0.85 ---289582.04 ms/batch
Step 00020000 L_out=0.028 Acc=0.86 ---313413.92 ms/batch
Round 2 | epoch=29, train costTime=318.1893455982208, | total_activation_sum=3525415
Round 2 | epoch=30, current m_iou=0.5697796544545507
Round 2 | Best m_IoU is: 0.573, OA is: 0.871 | val costTime=121.21332859992981
Round 2 | ****EPOCH 30****
Round 3 | ****EPOCH 0****
Step 00020050 L_out=0.072 Acc=0.34 ---19193.77 ms/batch
Step 00020100 L_out=0.849 Acc=0.22 ---42857.21 ms/batch
Step 00020150 L_out=0.131 Acc=0.42 ---66703.36 ms/batch
Step 00020200 L_out=0.254 Acc=0.54 ---90603.60 ms/batch
Step 00020250 L_out=0.101 Acc=0.64 ---114445.96 ms/batch
Step 00020300 L_out=0.832 Acc=0.41 ---138582.47 ms/batch
Step 00020350 L_out=0.498 Acc=0.54 ---162845.19 ms/batch
Step 00020400 L_out=0.310 Acc=0.54 ---186880.37 ms/batch
Step 00020450 L_out=0.210 Acc=0.68 ---210709.37 ms/batch
Step 00020500 L_out=0.424 Acc=0.50 ---234729.60 ms/batch
Step 00020550 L_out=0.363 Acc=0.55 ---258647.48 ms/batch
Step 00020600 L_out=0.071 Acc=0.77 ---282724.76 ms/batch
Step 00020650 L_out=0.027 Acc=0.73 ---306624.26 ms/batch
Round 3 | epoch=0, train costTime=319.5734302997589, | total_activation_sum=6193670
Round 3 | epoch=1, current m_iou=0.3434865395263742
Round 3 | Best m_IoU is: 0.343, OA is: 0.664 | val costTime=120.67724466323853
Round 3 | ****EPOCH 1****
Step 00020700 L_out=0.315 Acc=0.44 ---10965.67 ms/batch
Step 00020750 L_out=0.226 Acc=0.79 ---34963.26 ms/batch
Step 00020800 L_out=0.421 Acc=0.76 ---58798.78 ms/batch
Step 00020850 L_out=0.378 Acc=0.73 ---82822.34 ms/batch
Step 00020900 L_out=0.130 Acc=0.74 ---106606.32 ms/batch
Step 00020950 L_out=0.314 Acc=0.64 ---130408.51 ms/batch
Step 00021000 L_out=0.383 Acc=0.68 ---154213.12 ms/batch
Step 00021050 L_out=0.115 Acc=0.81 ---178072.09 ms/batch
Step 00021100 L_out=0.040 Acc=0.78 ---201833.97 ms/batch
Step 00021150 L_out=0.520 Acc=0.69 ---225789.94 ms/batch
Step 00021200 L_out=0.192 Acc=0.70 ---249661.61 ms/batch
Step 00021250 L_out=0.062 Acc=0.73 ---273574.71 ms/batch
Step 00021300 L_out=0.241 Acc=0.56 ---297611.36 ms/batch
Round 3 | epoch=1, train costTime=318.5882067680359, | total_activation_sum=5724874
Round 3 | epoch=2, current m_iou=0.46364551620058114
Round 3 | Best m_IoU is: 0.464, OA is: 0.769 | val costTime=121.17963004112244
Round 3 | ****EPOCH 2****
Step 00021350 L_out=0.112 Acc=0.84 --- 2935.72 ms/batch
Step 00021400 L_out=0.128 Acc=0.55 ---26861.95 ms/batch
Step 00021450 L_out=0.118 Acc=0.76 ---50304.93 ms/batch
Step 00021500 L_out=0.425 Acc=0.75 ---73914.87 ms/batch
Step 00021550 L_out=0.103 Acc=0.75 ---97881.36 ms/batch
Step 00021600 L_out=0.273 Acc=0.82 ---121872.84 ms/batch
Step 00021650 L_out=0.048 Acc=0.80 ---145560.83 ms/batch
Step 00021700 L_out=0.297 Acc=0.84 ---169400.36 ms/batch
Step 00021750 L_out=0.336 Acc=0.62 ---193216.46 ms/batch
Step 00021800 L_out=0.201 Acc=0.82 ---217226.39 ms/batch
Step 00021850 L_out=0.117 Acc=0.70 ---241242.28 ms/batch
Step 00021900 L_out=0.091 Acc=0.73 ---265172.02 ms/batch
Step 00021950 L_out=0.231 Acc=0.71 ---289120.73 ms/batch
Step 00022000 L_out=0.236 Acc=0.60 ---313034.02 ms/batch
Round 3 | epoch=2, train costTime=318.36038088798523, | total_activation_sum=5602994
Round 3 | epoch=3, current m_iou=0.5319318963198183
Round 3 | Best m_IoU is: 0.532, OA is: 0.850 | val costTime=121.34967923164368
Round 3 | ****EPOCH 3****
Step 00022050 L_out=0.112 Acc=0.85 ---18645.19 ms/batch
Step 00022100 L_out=0.110 Acc=0.86 ---42535.42 ms/batch
Step 00022150 L_out=0.218 Acc=0.83 ---66602.12 ms/batch
Step 00022200 L_out=0.107 Acc=0.54 ---90522.38 ms/batch
Step 00022250 L_out=0.507 Acc=0.81 ---114491.53 ms/batch
Step 00022300 L_out=0.146 Acc=0.79 ---138150.12 ms/batch
Step 00022350 L_out=0.226 Acc=0.72 ---161829.90 ms/batch
Step 00022400 L_out=0.180 Acc=0.87 ---185647.61 ms/batch
Step 00022450 L_out=0.135 Acc=0.84 ---209559.39 ms/batch
Step 00022500 L_out=0.086 Acc=0.76 ---233764.85 ms/batch
Step 00022550 L_out=0.038 Acc=0.67 ---257427.66 ms/batch
Step 00022600 L_out=0.416 Acc=0.74 ---281323.51 ms/batch
Step 00022650 L_out=0.053 Acc=0.61 ---305344.39 ms/batch
Round 3 | epoch=3, train costTime=318.77026891708374, | total_activation_sum=5707326
Round 3 | epoch=4, current m_iou=0.4915706380883672
Round 3 | Best m_IoU is: 0.532, OA is: 0.850 | val costTime=122.76095151901245
Round 3 | ****EPOCH 4****
Step 00022700 L_out=0.127 Acc=0.72 --- 9955.57 ms/batch
Step 00022750 L_out=0.104 Acc=0.65 ---32733.28 ms/batch
Step 00022800 L_out=0.280 Acc=0.69 ---55288.67 ms/batch
Step 00022850 L_out=0.233 Acc=0.79 ---77937.12 ms/batch
Step 00022900 L_out=0.104 Acc=0.82 ---100569.12 ms/batch
Step 00022950 L_out=0.246 Acc=0.69 ---123165.82 ms/batch
Step 00023000 L_out=0.098 Acc=0.85 ---147001.31 ms/batch
Step 00023050 L_out=0.119 Acc=0.82 ---169752.54 ms/batch
Step 00023100 L_out=0.276 Acc=0.80 ---192446.23 ms/batch
Step 00023150 L_out=0.048 Acc=0.84 ---215146.26 ms/batch
Step 00023200 L_out=0.051 Acc=0.78 ---237744.41 ms/batch
Step 00023250 L_out=0.054 Acc=0.80 ---260395.49 ms/batch
Step 00023300 L_out=0.049 Acc=0.75 ---282994.95 ms/batch
Round 3 | epoch=4, train costTime=303.2557547092438, | total_activation_sum=5665146
Round 3 | epoch=5, current m_iou=0.5528090308446693
Round 3 | Best m_IoU is: 0.553, OA is: 0.857 | val costTime=125.21039032936096
Round 3 | ****EPOCH 5****
Step 00023350 L_out=0.120 Acc=0.83 --- 2311.79 ms/batch
Step 00023400 L_out=0.057 Acc=0.75 ---24753.41 ms/batch
Step 00023450 L_out=0.253 Acc=0.74 ---47535.31 ms/batch
Step 00023500 L_out=0.424 Acc=0.70 ---70211.18 ms/batch
Step 00023550 L_out=0.176 Acc=0.92 ---92826.98 ms/batch
Step 00023600 L_out=0.053 Acc=0.77 ---115423.85 ms/batch
Step 00023650 L_out=0.066 Acc=0.79 ---137959.80 ms/batch
Step 00023700 L_out=0.117 Acc=0.73 ---160467.58 ms/batch
Step 00023750 L_out=0.213 Acc=0.79 ---182917.42 ms/batch
Step 00023800 L_out=0.068 Acc=0.82 ---205794.57 ms/batch
Step 00023850 L_out=0.265 Acc=0.76 ---228293.59 ms/batch
Step 00023900 L_out=0.081 Acc=0.84 ---250859.54 ms/batch
Step 00023950 L_out=0.105 Acc=0.89 ---273524.12 ms/batch
Step 00024000 L_out=0.069 Acc=0.66 ---296072.67 ms/batch
Round 3 | epoch=5, train costTime=301.4161002635956, | total_activation_sum=5660921
Round 3 | epoch=6, current m_iou=0.5573670298600035
Round 3 | Best m_IoU is: 0.557, OA is: 0.857 | val costTime=125.53558325767517
Round 3 | ****EPOCH 6****
Step 00024050 L_out=0.203 Acc=0.86 ---17656.59 ms/batch
Step 00024100 L_out=0.073 Acc=0.86 ---40303.13 ms/batch
Step 00024150 L_out=0.131 Acc=0.85 ---62939.24 ms/batch
Step 00024200 L_out=0.133 Acc=0.80 ---85536.78 ms/batch
Step 00024250 L_out=0.166 Acc=0.69 ---107817.80 ms/batch
Step 00024300 L_out=0.062 Acc=0.79 ---130219.18 ms/batch
Step 00024350 L_out=0.034 Acc=0.79 ---152852.02 ms/batch
Step 00024400 L_out=0.265 Acc=0.83 ---175121.57 ms/batch
Step 00024450 L_out=0.158 Acc=0.67 ---197519.63 ms/batch
Step 00024500 L_out=0.163 Acc=0.80 ---219977.02 ms/batch
Step 00024550 L_out=0.080 Acc=0.71 ---242312.14 ms/batch
Step 00024600 L_out=0.260 Acc=0.68 ---264835.70 ms/batch
Step 00024650 L_out=0.089 Acc=0.75 ---287315.46 ms/batch
Round 3 | epoch=6, train costTime=300.4259023666382, | total_activation_sum=5772278
Round 3 | epoch=7, current m_iou=0.5739730618855214
Round 3 | Best m_IoU is: 0.574, OA is: 0.864 | val costTime=123.87382769584656
Round 3 | ****EPOCH 7****
Step 00024700 L_out=0.071 Acc=0.82 --- 9385.15 ms/batch
Step 00024750 L_out=0.046 Acc=0.71 ---31624.48 ms/batch
Step 00024800 L_out=0.208 Acc=0.78 ---54150.08 ms/batch
Step 00024850 L_out=0.037 Acc=0.91 ---76544.22 ms/batch
Step 00024900 L_out=0.094 Acc=0.89 ---99110.99 ms/batch
Step 00024950 L_out=0.070 Acc=0.85 ---121486.29 ms/batch
Step 00025000 L_out=0.228 Acc=0.75 ---143963.72 ms/batch
Step 00025050 L_out=0.204 Acc=0.75 ---166565.36 ms/batch
Step 00025100 L_out=0.029 Acc=0.87 ---189028.60 ms/batch
Step 00025150 L_out=0.047 Acc=0.78 ---211477.88 ms/batch
Step 00025200 L_out=0.061 Acc=0.79 ---234219.78 ms/batch
Step 00025250 L_out=0.152 Acc=0.87 ---256525.91 ms/batch
Step 00025300 L_out=0.082 Acc=0.86 ---278950.93 ms/batch
Round 3 | epoch=7, train costTime=299.5176749229431, | total_activation_sum=5687805
Round 3 | epoch=8, current m_iou=0.5765902761513153
Round 3 | Best m_IoU is: 0.577, OA is: 0.872 | val costTime=123.89071083068848
Round 3 | ****EPOCH 8****
Step 00025350 L_out=0.116 Acc=0.84 --- 1774.06 ms/batch
Step 00025400 L_out=0.175 Acc=0.71 ---24210.53 ms/batch
Step 00025450 L_out=0.325 Acc=0.87 ---46547.42 ms/batch
Step 00025500 L_out=0.060 Acc=0.80 ---69016.90 ms/batch
Step 00025550 L_out=0.008 Acc=0.72 ---91519.11 ms/batch
Step 00025600 L_out=0.034 Acc=0.86 ---114203.82 ms/batch
Step 00025650 L_out=0.189 Acc=0.72 ---136742.04 ms/batch
Step 00025700 L_out=0.197 Acc=0.75 ---159314.79 ms/batch
Step 00025750 L_out=0.250 Acc=0.80 ---181891.39 ms/batch
Step 00025800 L_out=0.211 Acc=0.84 ---204502.62 ms/batch
Step 00025850 L_out=0.095 Acc=0.88 ---226817.09 ms/batch
Step 00025900 L_out=0.176 Acc=0.88 ---249330.22 ms/batch
Step 00025950 L_out=0.029 Acc=0.77 ---271653.85 ms/batch
Step 00026000 L_out=0.063 Acc=0.81 ---294191.23 ms/batch
Round 3 | epoch=8, train costTime=300.06215620040894, | total_activation_sum=5651523
Round 3 | epoch=9, current m_iou=0.5574276588716827
Round 3 | Best m_IoU is: 0.577, OA is: 0.872 | val costTime=122.73815584182739
Round 3 | ****EPOCH 9****
Step 00026050 L_out=0.130 Acc=0.83 ---16521.62 ms/batch
Step 00026100 L_out=0.067 Acc=0.75 ---38993.11 ms/batch
Step 00026150 L_out=0.142 Acc=0.76 ---61491.58 ms/batch
Step 00026200 L_out=0.136 Acc=0.84 ---83995.21 ms/batch
Step 00026250 L_out=0.059 Acc=0.89 ---106452.58 ms/batch
Step 00026300 L_out=0.032 Acc=0.84 ---128780.21 ms/batch
Step 00026350 L_out=0.062 Acc=0.79 ---150956.09 ms/batch
Step 00026400 L_out=0.085 Acc=0.68 ---173577.91 ms/batch
Step 00026450 L_out=0.089 Acc=0.85 ---196178.53 ms/batch
Step 00026500 L_out=0.097 Acc=0.67 ---218451.00 ms/batch
Step 00026550 L_out=0.122 Acc=0.70 ---240707.52 ms/batch
Step 00026600 L_out=0.124 Acc=0.73 ---262975.00 ms/batch
Step 00026650 L_out=0.059 Acc=0.88 ---285316.91 ms/batch
Round 3 | epoch=9, train costTime=298.789927482605, | total_activation_sum=5657125
Round 3 | epoch=10, current m_iou=0.545153785364364
Round 3 | Best m_IoU is: 0.577, OA is: 0.872 | val costTime=122.45646500587463
Round 3 | ****EPOCH 10****
Step 00026700 L_out=0.146 Acc=0.87 --- 9016.98 ms/batch
Step 00026750 L_out=0.058 Acc=0.82 ---31695.85 ms/batch
Step 00026800 L_out=0.045 Acc=0.83 ---54225.46 ms/batch
Step 00026850 L_out=0.279 Acc=0.87 ---76655.61 ms/batch
Step 00026900 L_out=0.044 Acc=0.88 ---99223.23 ms/batch
Step 00026950 L_out=0.018 Acc=0.82 ---121670.30 ms/batch
Step 00027000 L_out=0.048 Acc=0.82 ---143932.15 ms/batch
Step 00027050 L_out=0.023 Acc=0.75 ---166469.45 ms/batch
Step 00027100 L_out=0.043 Acc=0.81 ---188895.18 ms/batch
Step 00027150 L_out=0.060 Acc=0.83 ---211258.74 ms/batch
Step 00027200 L_out=0.225 Acc=0.83 ---233723.45 ms/batch
Step 00027250 L_out=0.074 Acc=0.91 ---256177.68 ms/batch
Step 00027300 L_out=0.031 Acc=0.89 ---278608.67 ms/batch
Round 3 | epoch=10, train costTime=299.5736677646637, | total_activation_sum=5744232
Round 3 | epoch=11, current m_iou=0.5785595340285076
Round 3 | Best m_IoU is: 0.579, OA is: 0.872 | val costTime=122.66637206077576
Round 3 | ****EPOCH 11****
Step 00027350 L_out=0.074 Acc=0.81 --- 1359.98 ms/batch
Step 00027400 L_out=0.068 Acc=0.84 ---24021.55 ms/batch
Step 00027450 L_out=0.245 Acc=0.64 ---46526.47 ms/batch
Step 00027500 L_out=0.058 Acc=0.82 ---68925.92 ms/batch
Step 00027550 L_out=0.076 Acc=0.82 ---91854.13 ms/batch
Step 00027600 L_out=0.104 Acc=0.86 ---114338.41 ms/batch
Step 00027650 L_out=0.201 Acc=0.80 ---136681.31 ms/batch
Step 00027700 L_out=0.097 Acc=0.82 ---159227.71 ms/batch
Step 00027750 L_out=0.192 Acc=0.74 ---181565.91 ms/batch
Step 00027800 L_out=0.049 Acc=0.82 ---203920.24 ms/batch
Step 00027850 L_out=0.021 Acc=0.92 ---226249.58 ms/batch
Step 00027900 L_out=0.161 Acc=0.79 ---248848.98 ms/batch
Step 00027950 L_out=0.138 Acc=0.75 ---271350.32 ms/batch
Step 00028000 L_out=0.093 Acc=0.82 ---293757.77 ms/batch
Round 3 | epoch=11, train costTime=300.0212652683258, | total_activation_sum=5684651
Round 3 | epoch=12, current m_iou=0.5839856513081791
Round 3 | Best m_IoU is: 0.584, OA is: 0.865 | val costTime=125.9821286201477
Round 3 | ****EPOCH 12****
Step 00028050 L_out=0.082 Acc=0.91 ---16759.11 ms/batch
Step 00028100 L_out=0.084 Acc=0.87 ---39997.54 ms/batch
Step 00028150 L_out=0.096 Acc=0.86 ---63561.56 ms/batch
Step 00028200 L_out=0.062 Acc=0.90 ---86900.51 ms/batch
Step 00028250 L_out=0.027 Acc=0.76 ---110465.84 ms/batch
Step 00028300 L_out=0.096 Acc=0.86 ---134230.03 ms/batch
Step 00028350 L_out=0.130 Acc=0.85 ---157896.13 ms/batch
Step 00028400 L_out=0.073 Acc=0.92 ---181062.88 ms/batch
Step 00028450 L_out=0.050 Acc=0.83 ---204613.30 ms/batch
Step 00028500 L_out=0.125 Acc=0.85 ---228041.78 ms/batch
Step 00028550 L_out=0.371 Acc=0.77 ---251649.82 ms/batch
Step 00028600 L_out=0.021 Acc=0.85 ---275729.20 ms/batch
Step 00028650 L_out=0.127 Acc=0.89 ---299445.80 ms/batch
Round 3 | epoch=12, train costTime=314.1970474720001, | total_activation_sum=5710551
Round 3 | epoch=13, current m_iou=0.6056979358742285
Round 3 | Best m_IoU is: 0.606, OA is: 0.887 | val costTime=135.71512579917908
Round 3 | ****EPOCH 13****
Step 00028700 L_out=0.099 Acc=0.88 --- 9145.60 ms/batch
Step 00028750 L_out=0.076 Acc=0.73 ---32387.59 ms/batch
Step 00028800 L_out=0.079 Acc=0.78 ---56028.56 ms/batch
Step 00028850 L_out=0.069 Acc=0.88 ---79498.58 ms/batch
Step 00028900 L_out=0.035 Acc=0.93 ---103405.01 ms/batch
Step 00028950 L_out=0.151 Acc=0.77 ---126802.65 ms/batch
Step 00029000 L_out=0.056 Acc=0.85 ---150640.32 ms/batch
Step 00029050 L_out=0.032 Acc=0.91 ---174379.72 ms/batch
Step 00029100 L_out=0.066 Acc=0.81 ---198209.76 ms/batch
Step 00029150 L_out=0.015 Acc=0.87 ---221822.12 ms/batch
Step 00029200 L_out=0.018 Acc=0.89 ---245650.93 ms/batch
Step 00029250 L_out=0.078 Acc=0.90 ---269111.22 ms/batch
Step 00029300 L_out=0.025 Acc=0.87 ---292757.83 ms/batch
Round 3 | epoch=13, train costTime=315.2312250137329, | total_activation_sum=5644321
Round 3 | epoch=14, current m_iou=0.604862518983367
Round 3 | Best m_IoU is: 0.606, OA is: 0.887 | val costTime=154.1399896144867
Round 3 | ****EPOCH 14****
Step 00029350 L_out=0.098 Acc=0.81 --- 1434.78 ms/batch
Step 00029400 L_out=0.098 Acc=0.89 ---39120.60 ms/batch
Step 00029450 L_out=0.041 Acc=0.88 ---76409.28 ms/batch
Step 00029500 L_out=0.060 Acc=0.84 ---113800.84 ms/batch
Step 00029550 L_out=0.173 Acc=0.79 ---151122.54 ms/batch
Step 00029600 L_out=0.097 Acc=0.86 ---188899.15 ms/batch
Step 00029650 L_out=0.129 Acc=0.90 ---226256.50 ms/batch
Step 00029700 L_out=0.028 Acc=0.86 ---263480.83 ms/batch
Step 00029750 L_out=0.121 Acc=0.88 ---300715.71 ms/batch
Step 00029800 L_out=0.034 Acc=0.90 ---337852.41 ms/batch
Step 00029850 L_out=0.040 Acc=0.84 ---375473.31 ms/batch
Step 00029900 L_out=0.048 Acc=0.90 ---412541.58 ms/batch
Step 00029950 L_out=0.112 Acc=0.90 ---449658.46 ms/batch
Step 00030000 L_out=0.021 Acc=0.86 ---486817.31 ms/batch
Round 3 | epoch=14, train costTime=498.02380895614624, | total_activation_sum=5652601
Round 3 | epoch=15, current m_iou=0.6047097283447463
Round 3 | Best m_IoU is: 0.606, OA is: 0.887 | val costTime=169.57051825523376
Round 3 | ****EPOCH 15****
Step 00030050 L_out=0.118 Acc=0.76 ---26088.01 ms/batch
Step 00030100 L_out=0.066 Acc=0.82 ---63423.57 ms/batch
Step 00030150 L_out=0.070 Acc=0.82 ---99946.25 ms/batch
Step 00030200 L_out=0.074 Acc=0.89 ---136969.11 ms/batch
Step 00030250 L_out=0.077 Acc=0.93 ---168482.56 ms/batch
Step 00030300 L_out=0.081 Acc=0.88 ---192730.41 ms/batch
Step 00030350 L_out=0.026 Acc=0.84 ---216565.18 ms/batch
Step 00030400 L_out=0.038 Acc=0.89 ---240368.06 ms/batch
Step 00030450 L_out=0.040 Acc=0.92 ---263613.81 ms/batch
Step 00030500 L_out=0.236 Acc=0.95 ---287323.21 ms/batch
Step 00030550 L_out=0.067 Acc=0.92 ---310845.70 ms/batch
Step 00030600 L_out=0.025 Acc=0.90 ---334381.30 ms/batch
Step 00030650 L_out=0.111 Acc=0.80 ---357925.72 ms/batch
Round 3 | epoch=15, train costTime=373.04515957832336, | total_activation_sum=5843938
Round 3 | epoch=16, current m_iou=0.607780219959564
Round 3 | Best m_IoU is: 0.608, OA is: 0.894 | val costTime=136.07820320129395
Round 3 | ****EPOCH 16****
Step 00030700 L_out=0.021 Acc=0.80 --- 8419.98 ms/batch
Step 00030750 L_out=0.023 Acc=0.86 ---31812.02 ms/batch
Step 00030800 L_out=0.050 Acc=0.91 ---55210.20 ms/batch
Step 00030850 L_out=0.065 Acc=0.87 ---78927.09 ms/batch
Step 00030900 L_out=0.068 Acc=0.82 ---102419.15 ms/batch
Step 00030950 L_out=0.180 Acc=0.76 ---125915.47 ms/batch
Step 00031000 L_out=0.088 Acc=0.84 ---149130.21 ms/batch
Step 00031050 L_out=0.129 Acc=0.92 ---172719.22 ms/batch
Step 00031100 L_out=0.068 Acc=0.89 ---196481.76 ms/batch
Step 00031150 L_out=0.053 Acc=0.85 ---220021.52 ms/batch
Step 00031200 L_out=0.027 Acc=0.83 ---243602.92 ms/batch
Step 00031250 L_out=0.024 Acc=0.92 ---266775.96 ms/batch
Step 00031300 L_out=0.018 Acc=0.92 ---290249.49 ms/batch
Round 3 | epoch=16, train costTime=313.2335605621338, | total_activation_sum=5647682
Round 3 | epoch=17, current m_iou=0.6030723313572797
Round 3 | Best m_IoU is: 0.608, OA is: 0.894 | val costTime=134.40730953216553
Round 3 | ****EPOCH 17****
Step 00031350 L_out=0.014 Acc=0.83 ---  453.34 ms/batch
Step 00031400 L_out=0.046 Acc=0.84 ---24130.47 ms/batch
Step 00031450 L_out=0.114 Acc=0.82 ---47737.16 ms/batch
Step 00031500 L_out=0.028 Acc=0.94 ---71541.33 ms/batch
Step 00031550 L_out=0.019 Acc=0.87 ---94682.69 ms/batch
Step 00031600 L_out=0.011 Acc=0.87 ---118167.12 ms/batch
Step 00031650 L_out=0.035 Acc=0.92 ---141856.11 ms/batch
Step 00031700 L_out=0.108 Acc=0.83 ---165621.58 ms/batch
Step 00031750 L_out=0.067 Acc=0.90 ---189016.15 ms/batch
Step 00031800 L_out=0.156 Acc=0.84 ---212654.85 ms/batch
Step 00031850 L_out=0.080 Acc=0.82 ---236093.28 ms/batch
Step 00031900 L_out=0.822 Acc=0.78 ---259409.06 ms/batch
Step 00031950 L_out=0.065 Acc=0.70 ---282813.13 ms/batch
Step 00032000 L_out=0.097 Acc=0.81 ---306246.63 ms/batch
Round 3 | epoch=17, train costTime=313.8853042125702, | total_activation_sum=5742601
Round 3 | epoch=18, current m_iou=0.601646517814812
Round 3 | Best m_IoU is: 0.608, OA is: 0.894 | val costTime=136.08069562911987
Round 3 | ****EPOCH 18****
Step 00032050 L_out=0.087 Acc=0.85 ---15892.30 ms/batch
Step 00032100 L_out=0.059 Acc=0.87 ---39419.87 ms/batch
Step 00032150 L_out=0.032 Acc=0.90 ---62951.49 ms/batch
Step 00032200 L_out=0.081 Acc=0.86 ---86566.11 ms/batch
Step 00032250 L_out=0.030 Acc=0.81 ---110055.73 ms/batch
Step 00032300 L_out=0.038 Acc=0.82 ---133644.13 ms/batch
Step 00032350 L_out=0.078 Acc=0.80 ---157120.46 ms/batch
Step 00032400 L_out=0.083 Acc=0.88 ---180592.15 ms/batch
Step 00032450 L_out=0.050 Acc=0.91 ---203931.62 ms/batch
Step 00032500 L_out=0.159 Acc=0.92 ---227254.75 ms/batch
Step 00032550 L_out=0.024 Acc=0.93 ---250651.10 ms/batch
Step 00032600 L_out=0.116 Acc=0.87 ---274236.76 ms/batch
Step 00032650 L_out=0.004 Acc=0.90 ---300583.14 ms/batch
Round 3 | epoch=18, train costTime=316.2179708480835, | total_activation_sum=5638559
Round 3 | epoch=19, current m_iou=0.6049813349235161
Round 3 | Best m_IoU is: 0.608, OA is: 0.894 | val costTime=140.75848579406738
Round 3 | ****EPOCH 19****
Step 00032700 L_out=0.132 Acc=0.86 ---13262.49 ms/batch
Step 00032750 L_out=0.088 Acc=0.82 ---52118.04 ms/batch
Step 00032800 L_out=0.041 Acc=0.87 ---90194.29 ms/batch
Step 00032850 L_out=0.123 Acc=0.75 ---128250.92 ms/batch
Step 00032900 L_out=0.065 Acc=0.89 ---166265.44 ms/batch
Step 00032950 L_out=0.028 Acc=0.86 ---203867.61 ms/batch
Step 00033000 L_out=0.003 Acc=0.91 ---242148.42 ms/batch
Step 00033050 L_out=0.023 Acc=0.82 ---280663.68 ms/batch
Step 00033100 L_out=0.097 Acc=0.88 ---318784.67 ms/batch
Step 00033150 L_out=0.196 Acc=0.63 ---357346.89 ms/batch
Step 00033200 L_out=0.085 Acc=0.91 ---395154.12 ms/batch
Step 00033250 L_out=0.068 Acc=0.91 ---433323.26 ms/batch
Step 00033300 L_out=0.048 Acc=0.90 ---470125.42 ms/batch
Step 00033350 L_out=0.106 Acc=0.91 ---507611.40 ms/batch
Round 3 | epoch=19, train costTime=507.6114730834961, | total_activation_sum=5773934
Round 3 | epoch=20, current m_iou=0.5905679650878908
Round 3 | Best m_IoU is: 0.608, OA is: 0.894 | val costTime=172.67743515968323
Round 3 | ****EPOCH 20****
Step 00033400 L_out=0.046 Acc=0.84 ---23776.10 ms/batch
Step 00033450 L_out=0.101 Acc=0.88 ---47419.54 ms/batch
Step 00033500 L_out=0.127 Acc=0.85 ---71437.93 ms/batch
Step 00033550 L_out=0.018 Acc=0.91 ---94885.17 ms/batch
Step 00033600 L_out=0.073 Acc=0.84 ---118173.15 ms/batch
Step 00033650 L_out=0.039 Acc=0.90 ---141653.82 ms/batch
Step 00033700 L_out=0.044 Acc=0.89 ---165144.49 ms/batch
Step 00033750 L_out=0.051 Acc=0.87 ---188784.98 ms/batch
Step 00033800 L_out=0.004 Acc=0.87 ---212455.65 ms/batch
Step 00033850 L_out=0.020 Acc=0.84 ---235784.44 ms/batch
Step 00033900 L_out=0.048 Acc=0.93 ---259200.24 ms/batch
Step 00033950 L_out=0.019 Acc=0.91 ---282623.75 ms/batch
Step 00034000 L_out=0.027 Acc=0.92 ---305931.61 ms/batch
Round 3 | epoch=20, train costTime=313.84852504730225, | total_activation_sum=5627698
Round 3 | epoch=21, current m_iou=0.6056420034977198
Round 3 | Best m_IoU is: 0.608, OA is: 0.894 | val costTime=135.95876121520996
Round 3 | ****EPOCH 21****
Step 00034050 L_out=0.104 Acc=0.91 ---15544.73 ms/batch
Step 00034100 L_out=0.340 Acc=0.80 ---38798.23 ms/batch
Step 00034150 L_out=0.068 Acc=0.85 ---62259.54 ms/batch
Step 00034200 L_out=0.082 Acc=0.88 ---85811.00 ms/batch
Step 00034250 L_out=0.100 Acc=0.84 ---109309.14 ms/batch
Step 00034300 L_out=0.050 Acc=0.90 ---132955.33 ms/batch
Step 00034350 L_out=0.071 Acc=0.89 ---156474.31 ms/batch
Step 00034400 L_out=0.066 Acc=0.89 ---180259.77 ms/batch
Step 00034450 L_out=0.128 Acc=0.79 ---203969.50 ms/batch
Step 00034500 L_out=0.013 Acc=0.94 ---227555.98 ms/batch
Step 00034550 L_out=0.141 Acc=0.74 ---251257.18 ms/batch
Step 00034600 L_out=0.118 Acc=0.86 ---274604.54 ms/batch
Step 00034650 L_out=0.051 Acc=0.90 ---298117.25 ms/batch
Round 3 | epoch=21, train costTime=314.0737109184265, | total_activation_sum=5735876
Round 3 | epoch=22, current m_iou=0.6055557747151131
Round 3 | Best m_IoU is: 0.608, OA is: 0.894 | val costTime=135.72968173027039
Round 3 | ****EPOCH 22****
Step 00034700 L_out=0.100 Acc=0.80 --- 7472.53 ms/batch
Step 00034750 L_out=0.086 Acc=0.81 ---30960.57 ms/batch
Step 00034800 L_out=0.033 Acc=0.92 ---54647.56 ms/batch
Step 00034850 L_out=0.025 Acc=0.93 ---78282.03 ms/batch
Step 00034900 L_out=0.040 Acc=0.89 ---101632.94 ms/batch
Step 00034950 L_out=0.022 Acc=0.89 ---125303.27 ms/batch
Step 00035000 L_out=0.028 Acc=0.90 ---148804.08 ms/batch
Step 00035050 L_out=0.079 Acc=0.92 ---172309.52 ms/batch
Step 00035100 L_out=0.036 Acc=0.88 ---195789.74 ms/batch
Step 00035150 L_out=0.020 Acc=0.88 ---219200.43 ms/batch
Step 00035200 L_out=0.044 Acc=0.87 ---242499.31 ms/batch
Step 00035250 L_out=0.013 Acc=0.84 ---266152.73 ms/batch
Step 00035300 L_out=0.099 Acc=0.87 ---289666.45 ms/batch
Step 00035350 L_out=0.019 Acc=0.93 ---313249.81 ms/batch
Round 3 | epoch=22, train costTime=313.75493478775024, | total_activation_sum=5714018
Round 3 | epoch=23, current m_iou=0.6170613744258351
Round 3 | Best m_IoU is: 0.617, OA is: 0.903 | val costTime=134.78661632537842
Round 3 | ****EPOCH 23****
Step 00035400 L_out=0.110 Acc=0.82 ---23157.53 ms/batch
Step 00035450 L_out=0.033 Acc=0.88 ---46551.12 ms/batch
Step 00035500 L_out=0.112 Acc=0.91 ---70038.92 ms/batch
Step 00035550 L_out=0.097 Acc=0.87 ---93607.39 ms/batch
Step 00035600 L_out=0.043 Acc=0.89 ---117231.49 ms/batch
Step 00035650 L_out=0.083 Acc=0.88 ---140881.57 ms/batch
Step 00035700 L_out=0.076 Acc=0.91 ---164332.89 ms/batch
Step 00035750 L_out=0.087 Acc=0.82 ---188325.42 ms/batch
Step 00035800 L_out=0.077 Acc=0.87 ---211812.95 ms/batch
Step 00035850 L_out=0.008 Acc=0.88 ---235761.55 ms/batch
Step 00035900 L_out=0.047 Acc=0.91 ---259515.70 ms/batch
Step 00035950 L_out=0.107 Acc=0.91 ---283000.80 ms/batch
Step 00036000 L_out=0.057 Acc=0.89 ---306439.17 ms/batch
Round 3 | epoch=23, train costTime=314.781259059906, | total_activation_sum=5713940
Round 3 | epoch=24, current m_iou=0.6199207284494057
Round 3 | Best m_IoU is: 0.620, OA is: 0.905 | val costTime=135.0225691795349
Round 3 | ****EPOCH 24****
Step 00036050 L_out=0.044 Acc=0.82 ---15072.87 ms/batch
Step 00036100 L_out=0.077 Acc=0.90 ---38464.69 ms/batch
Step 00036150 L_out=0.047 Acc=0.92 ---62031.01 ms/batch
Step 00036200 L_out=0.092 Acc=0.88 ---85600.15 ms/batch
Step 00036250 L_out=0.096 Acc=0.80 ---109123.87 ms/batch
Step 00036300 L_out=0.142 Acc=0.78 ---132547.92 ms/batch
Step 00036350 L_out=0.007 Acc=0.94 ---156273.42 ms/batch
Step 00036400 L_out=0.036 Acc=0.89 ---179731.98 ms/batch
Step 00036450 L_out=0.021 Acc=0.92 ---203232.72 ms/batch
Step 00036500 L_out=0.099 Acc=0.78 ---226778.41 ms/batch
Step 00036550 L_out=0.058 Acc=0.86 ---250358.21 ms/batch
Step 00036600 L_out=0.058 Acc=0.92 ---273634.92 ms/batch
Step 00036650 L_out=0.021 Acc=0.84 ---297345.22 ms/batch
Round 3 | epoch=24, train costTime=313.68015694618225, | total_activation_sum=5713221
Round 3 | epoch=25, current m_iou=0.6209594724722831
Round 3 | Best m_IoU is: 0.621, OA is: 0.903 | val costTime=137.59154391288757
Round 3 | ****EPOCH 25****
Step 00036700 L_out=0.121 Acc=0.92 --- 7101.26 ms/batch
Step 00036750 L_out=0.032 Acc=0.88 ---30646.25 ms/batch
Step 00036800 L_out=0.024 Acc=0.82 ---54167.29 ms/batch
Step 00036850 L_out=0.101 Acc=0.86 ---77526.77 ms/batch
Step 00036900 L_out=0.067 Acc=0.87 ---101046.95 ms/batch
Step 00036950 L_out=0.009 Acc=0.84 ---124426.01 ms/batch
Step 00037000 L_out=0.066 Acc=0.90 ---147982.01 ms/batch
Step 00037050 L_out=0.167 Acc=0.90 ---171607.23 ms/batch
Step 00037100 L_out=0.035 Acc=0.91 ---195115.39 ms/batch
Step 00037150 L_out=0.016 Acc=0.90 ---218781.73 ms/batch
Step 00037200 L_out=0.007 Acc=0.88 ---241974.77 ms/batch
Step 00037250 L_out=0.016 Acc=0.79 ---265543.78 ms/batch
Step 00037300 L_out=0.021 Acc=0.84 ---289158.98 ms/batch
Step 00037350 L_out=0.042 Acc=0.88 ---312810.49 ms/batch
Round 3 | epoch=25, train costTime=313.7515404224396, | total_activation_sum=5658018
Round 3 | epoch=26, current m_iou=0.6242053482426796
Round 3 | Best m_IoU is: 0.624, OA is: 0.905 | val costTime=134.92987966537476
Round 3 | ****EPOCH 26****
Step 00037400 L_out=0.020 Acc=0.88 ---22511.21 ms/batch
Step 00037450 L_out=0.059 Acc=0.88 ---46000.61 ms/batch
Step 00037500 L_out=0.033 Acc=0.92 ---69458.47 ms/batch
Step 00037550 L_out=0.196 Acc=0.79 ---93099.85 ms/batch
Step 00037600 L_out=0.035 Acc=0.90 ---116685.68 ms/batch
Step 00037650 L_out=0.019 Acc=0.91 ---140315.34 ms/batch
Step 00037700 L_out=0.020 Acc=0.86 ---164166.25 ms/batch
Step 00037750 L_out=0.044 Acc=0.92 ---187937.78 ms/batch
Step 00037800 L_out=0.022 Acc=0.78 ---211352.21 ms/batch
Step 00037850 L_out=0.033 Acc=0.83 ---234677.54 ms/batch
Step 00037900 L_out=0.078 Acc=0.88 ---257703.11 ms/batch
Step 00037950 L_out=0.079 Acc=0.84 ---281190.27 ms/batch
Step 00038000 L_out=0.020 Acc=0.89 ---304361.56 ms/batch
Round 3 | epoch=26, train costTime=313.0785024166107, | total_activation_sum=5678822
Round 3 | epoch=27, current m_iou=0.6205745407143233
Round 3 | Best m_IoU is: 0.624, OA is: 0.905 | val costTime=125.74159479141235
Round 3 | ****EPOCH 27****
Step 00038050 L_out=0.067 Acc=0.94 ---14726.99 ms/batch
Step 00038100 L_out=0.192 Acc=0.90 ---38524.01 ms/batch
Step 00038150 L_out=0.043 Acc=0.89 ---62620.98 ms/batch
Step 00038200 L_out=0.015 Acc=0.89 ---86364.04 ms/batch
Step 00038250 L_out=0.030 Acc=0.88 ---110370.93 ms/batch
Step 00038300 L_out=0.033 Acc=0.91 ---134297.98 ms/batch
Step 00038350 L_out=0.033 Acc=0.86 ---158280.96 ms/batch
Step 00038400 L_out=0.023 Acc=0.91 ---182310.83 ms/batch
Step 00038450 L_out=0.018 Acc=0.93 ---206367.66 ms/batch
Step 00038500 L_out=0.119 Acc=0.91 ---230398.90 ms/batch
Step 00038550 L_out=0.081 Acc=0.83 ---254153.17 ms/batch
Step 00038600 L_out=0.108 Acc=0.85 ---278085.99 ms/batch
Step 00038650 L_out=0.109 Acc=0.87 ---301968.38 ms/batch
Round 3 | epoch=27, train costTime=319.33128237724304, | total_activation_sum=5724555
Round 3 | epoch=28, current m_iou=0.6221544520177031
Round 3 | Best m_IoU is: 0.624, OA is: 0.905 | val costTime=120.69916677474976
Round 3 | ****EPOCH 28****
Step 00038700 L_out=0.030 Acc=0.88 --- 6753.46 ms/batch
Step 00038750 L_out=0.041 Acc=0.85 ---30705.68 ms/batch
Step 00038800 L_out=0.039 Acc=0.89 ---54519.50 ms/batch
Step 00038850 L_out=0.146 Acc=0.65 ---78234.35 ms/batch
Step 00038900 L_out=0.016 Acc=0.92 ---102201.49 ms/batch
Step 00038950 L_out=0.044 Acc=0.89 ---126136.53 ms/batch
Step 00039000 L_out=0.106 Acc=0.87 ---150249.45 ms/batch
Step 00039050 L_out=0.038 Acc=0.95 ---174250.45 ms/batch
Step 00039100 L_out=0.008 Acc=0.96 ---198195.56 ms/batch
Step 00039150 L_out=0.014 Acc=0.91 ---221981.44 ms/batch
Step 00039200 L_out=0.069 Acc=0.88 ---245889.72 ms/batch
Step 00039250 L_out=0.167 Acc=0.81 ---269772.46 ms/batch
Step 00039300 L_out=0.017 Acc=0.93 ---293516.68 ms/batch
Step 00039350 L_out=0.041 Acc=0.91 ---317431.70 ms/batch
Round 3 | epoch=28, train costTime=318.8704607486725, | total_activation_sum=5751267
Round 3 | epoch=29, current m_iou=0.6222301979467
Round 3 | Best m_IoU is: 0.624, OA is: 0.905 | val costTime=120.96880435943604
Round 3 | ****EPOCH 29****
Step 00039400 L_out=0.034 Acc=0.89 ---22363.24 ms/batch
Step 00039450 L_out=0.020 Acc=0.93 ---46186.94 ms/batch
Step 00039500 L_out=0.108 Acc=0.89 ---69916.85 ms/batch
Step 00039550 L_out=0.071 Acc=0.89 ---94107.09 ms/batch
Step 00039600 L_out=0.025 Acc=0.92 ---117857.83 ms/batch
Step 00039650 L_out=0.078 Acc=0.88 ---141782.14 ms/batch
Step 00039700 L_out=0.004 Acc=0.94 ---165661.01 ms/batch
Step 00039750 L_out=0.055 Acc=0.86 ---189655.69 ms/batch
Step 00039800 L_out=0.008 Acc=0.91 ---213439.49 ms/batch
Step 00039850 L_out=0.090 Acc=0.84 ---237174.38 ms/batch
Step 00039900 L_out=0.051 Acc=0.84 ---261229.45 ms/batch
Step 00039950 L_out=0.040 Acc=0.87 ---284974.31 ms/batch
Step 00040000 L_out=0.027 Acc=0.90 ---308954.19 ms/batch
Round 3 | epoch=29, train costTime=318.604923248291, | total_activation_sum=5703648
Round 3 | epoch=30, current m_iou=0.6248166544474204
Round 3 | Best m_IoU is: 0.625, OA is: 0.906 | val costTime=121.64054489135742
Round 3 | ****EPOCH 30****
Round 4 | ****EPOCH 0****
Step 00040050 L_out=1.053 Acc=0.48 ---14399.30 ms/batch
Step 00040100 L_out=0.371 Acc=0.41 ---38250.49 ms/batch
Step 00040150 L_out=1.352 Acc=0.39 ---62321.12 ms/batch
Step 00040200 L_out=0.482 Acc=0.74 ---86106.64 ms/batch
Step 00040250 L_out=0.586 Acc=0.59 ---110017.98 ms/batch
Step 00040300 L_out=0.534 Acc=0.80 ---133927.30 ms/batch
Step 00040350 L_out=0.134 Acc=0.53 ---158152.78 ms/batch
Step 00040400 L_out=0.234 Acc=0.39 ---182182.52 ms/batch
Step 00040450 L_out=0.138 Acc=0.83 ---205974.76 ms/batch
Step 00040500 L_out=0.358 Acc=0.75 ---229698.21 ms/batch
Step 00040550 L_out=0.376 Acc=0.74 ---253716.33 ms/batch
Step 00040600 L_out=0.196 Acc=0.82 ---277291.07 ms/batch
Step 00040650 L_out=0.244 Acc=0.84 ---301329.84 ms/batch
Round 4 | epoch=0, train costTime=318.84544134140015, | total_activation_sum=8085983
Round 4 | epoch=1, current m_iou=0.3839535047485974
Round 4 | Best m_IoU is: 0.384, OA is: 0.579 | val costTime=121.37642097473145
Round 4 | ****EPOCH 1****
Step 00040700 L_out=0.463 Acc=0.80 --- 6207.94 ms/batch
Step 00040750 L_out=0.076 Acc=0.83 ---30204.66 ms/batch
Step 00040800 L_out=0.710 Acc=0.83 ---54181.03 ms/batch
Step 00040850 L_out=0.299 Acc=0.82 ---77515.04 ms/batch
Step 00040900 L_out=0.227 Acc=0.80 ---101348.22 ms/batch
Step 00040950 L_out=0.227 Acc=0.80 ---125340.20 ms/batch
Step 00041000 L_out=0.133 Acc=0.76 ---149295.48 ms/batch
Step 00041050 L_out=0.346 Acc=0.79 ---173148.79 ms/batch
Step 00041100 L_out=0.137 Acc=0.93 ---197105.16 ms/batch
Step 00041150 L_out=0.124 Acc=0.81 ---220935.90 ms/batch
Step 00041200 L_out=0.028 Acc=0.94 ---244880.55 ms/batch
Step 00041250 L_out=0.149 Acc=0.78 ---268579.68 ms/batch
Step 00041300 L_out=0.162 Acc=0.82 ---292397.48 ms/batch
Step 00041350 L_out=0.744 Acc=0.74 ---316339.64 ms/batch
Round 4 | epoch=1, train costTime=318.2084400653839, | total_activation_sum=7290914
Round 4 | epoch=2, current m_iou=0.564127458896511
Round 4 | Best m_IoU is: 0.564, OA is: 0.833 | val costTime=121.29238891601562
Round 4 | ****EPOCH 2****
Step 00041400 L_out=0.320 Acc=0.64 ---21998.92 ms/batch
Step 00041450 L_out=0.135 Acc=0.80 ---46080.38 ms/batch
Step 00041500 L_out=0.056 Acc=0.81 ---70235.18 ms/batch
Step 00041550 L_out=0.139 Acc=0.81 ---94146.76 ms/batch
Step 00041600 L_out=0.190 Acc=0.91 ---118077.29 ms/batch
Step 00041650 L_out=0.040 Acc=0.76 ---142135.24 ms/batch
Step 00041700 L_out=0.376 Acc=0.76 ---166123.85 ms/batch
Step 00041750 L_out=0.223 Acc=0.79 ---190023.86 ms/batch
Step 00041800 L_out=0.156 Acc=0.69 ---213958.35 ms/batch
Step 00041850 L_out=0.108 Acc=0.89 ---237904.62 ms/batch
Step 00041900 L_out=0.113 Acc=0.75 ---261731.44 ms/batch
Step 00041950 L_out=0.223 Acc=0.88 ---285571.94 ms/batch
Step 00042000 L_out=0.109 Acc=0.78 ---309325.44 ms/batch
Round 4 | epoch=2, train costTime=319.4820866584778, | total_activation_sum=7292227
Round 4 | epoch=3, current m_iou=0.5299995836428457
Round 4 | Best m_IoU is: 0.564, OA is: 0.833 | val costTime=119.81012988090515
Round 4 | ****EPOCH 3****
Step 00042050 L_out=0.189 Acc=0.76 ---13809.40 ms/batch
Step 00042100 L_out=0.266 Acc=0.85 ---37664.02 ms/batch
Step 00042150 L_out=0.161 Acc=0.78 ---61411.72 ms/batch
Step 00042200 L_out=0.105 Acc=0.88 ---85247.27 ms/batch
Step 00042250 L_out=0.089 Acc=0.83 ---109278.03 ms/batch
Step 00042300 L_out=0.054 Acc=0.83 ---133229.44 ms/batch
Step 00042350 L_out=0.150 Acc=0.90 ---157166.30 ms/batch
Step 00042400 L_out=0.221 Acc=0.74 ---180997.07 ms/batch
Step 00042450 L_out=0.410 Acc=0.71 ---205067.23 ms/batch
Step 00042500 L_out=0.192 Acc=0.87 ---229031.68 ms/batch
Step 00042550 L_out=0.135 Acc=0.86 ---252810.58 ms/batch
Step 00042600 L_out=0.150 Acc=0.84 ---276721.04 ms/batch
Step 00042650 L_out=0.168 Acc=0.90 ---300391.45 ms/batch
Round 4 | epoch=3, train costTime=318.5089752674103, | total_activation_sum=7301978
Round 4 | epoch=4, current m_iou=0.5440186799523636
Round 4 | Best m_IoU is: 0.564, OA is: 0.833 | val costTime=120.34415555000305
Round 4 | ****EPOCH 4****
Step 00042700 L_out=0.097 Acc=0.89 --- 5728.85 ms/batch
Step 00042750 L_out=0.130 Acc=0.87 ---29594.47 ms/batch
Step 00042800 L_out=0.178 Acc=0.84 ---53513.89 ms/batch
Step 00042850 L_out=0.191 Acc=0.90 ---77311.39 ms/batch
Step 00042900 L_out=0.146 Acc=0.81 ---101101.05 ms/batch
Step 00042950 L_out=0.015 Acc=0.86 ---125081.90 ms/batch
Step 00043000 L_out=0.215 Acc=0.81 ---148792.20 ms/batch
Step 00043050 L_out=0.204 Acc=0.87 ---172758.97 ms/batch
Step 00043100 L_out=0.117 Acc=0.89 ---196797.68 ms/batch
Step 00043150 L_out=0.112 Acc=0.81 ---220625.05 ms/batch
Step 00043200 L_out=0.098 Acc=0.91 ---244515.54 ms/batch
Step 00043250 L_out=0.044 Acc=0.87 ---268233.24 ms/batch
Step 00043300 L_out=0.112 Acc=0.90 ---292112.74 ms/batch
Step 00043350 L_out=0.283 Acc=0.82 ---315932.48 ms/batch
Round 4 | epoch=4, train costTime=318.32381653785706, | total_activation_sum=7355482
Round 4 | epoch=5, current m_iou=0.6191397969855365
Round 4 | Best m_IoU is: 0.619, OA is: 0.892 | val costTime=120.4422550201416
Round 4 | ****EPOCH 5****
Step 00043400 L_out=0.119 Acc=0.83 ---21389.89 ms/batch
Step 00043450 L_out=0.197 Acc=0.72 ---45154.65 ms/batch
Step 00043500 L_out=0.125 Acc=0.77 ---69060.33 ms/batch
Step 00043550 L_out=0.187 Acc=0.81 ---93023.33 ms/batch
Step 00043600 L_out=0.074 Acc=0.87 ---116939.32 ms/batch
Step 00043650 L_out=0.035 Acc=0.95 ---140843.58 ms/batch
Step 00043700 L_out=0.178 Acc=0.90 ---164426.11 ms/batch
Step 00043750 L_out=0.178 Acc=0.86 ---188312.26 ms/batch
Step 00043800 L_out=0.055 Acc=0.86 ---212065.33 ms/batch
Step 00043850 L_out=0.118 Acc=0.85 ---235940.31 ms/batch
Step 00043900 L_out=0.036 Acc=0.90 ---259553.55 ms/batch
Step 00043950 L_out=0.032 Acc=0.92 ---283539.61 ms/batch
Step 00044000 L_out=0.062 Acc=0.82 ---307441.95 ms/batch
Round 4 | epoch=5, train costTime=317.9497525691986, | total_activation_sum=7304466
Round 4 | epoch=6, current m_iou=0.6237832836714994
Round 4 | Best m_IoU is: 0.624, OA is: 0.894 | val costTime=120.81122374534607
Round 4 | ****EPOCH 6****
Step 00044050 L_out=0.232 Acc=0.75 ---13331.24 ms/batch
Step 00044100 L_out=0.170 Acc=0.88 ---37258.46 ms/batch
Step 00044150 L_out=0.067 Acc=0.91 ---61011.12 ms/batch
Step 00044200 L_out=0.056 Acc=0.90 ---84663.16 ms/batch
Step 00044250 L_out=0.048 Acc=0.89 ---108562.07 ms/batch
Step 00044300 L_out=0.042 Acc=0.94 ---132693.68 ms/batch
Step 00044350 L_out=0.617 Acc=0.78 ---156374.88 ms/batch
Step 00044400 L_out=0.105 Acc=0.84 ---180375.44 ms/batch
Step 00044450 L_out=0.052 Acc=0.87 ---204297.73 ms/batch
Step 00044500 L_out=0.088 Acc=0.71 ---228001.32 ms/batch
Step 00044550 L_out=0.175 Acc=0.89 ---251824.66 ms/batch
Step 00044600 L_out=0.493 Acc=0.76 ---275800.40 ms/batch
Step 00044650 L_out=0.119 Acc=0.84 ---299788.06 ms/batch
Round 4 | epoch=6, train costTime=318.32992148399353, | total_activation_sum=7431501
Round 4 | epoch=7, current m_iou=0.6357023829271213
Round 4 | Best m_IoU is: 0.636, OA is: 0.901 | val costTime=120.63481760025024
Round 4 | ****EPOCH 7****
Step 00044700 L_out=0.109 Acc=0.84 --- 5229.27 ms/batch
Step 00044750 L_out=0.026 Acc=0.93 ---29131.64 ms/batch
Step 00044800 L_out=0.079 Acc=0.90 ---52978.86 ms/batch
Step 00044850 L_out=0.081 Acc=0.86 ---77041.53 ms/batch
Step 00044900 L_out=0.181 Acc=0.79 ---100954.41 ms/batch
Step 00044950 L_out=0.034 Acc=0.86 ---124834.58 ms/batch
Step 00045000 L_out=0.071 Acc=0.89 ---148966.91 ms/batch
Step 00045050 L_out=0.274 Acc=0.85 ---172868.04 ms/batch
Step 00045100 L_out=0.143 Acc=0.92 ---196840.00 ms/batch
Step 00045150 L_out=0.103 Acc=0.86 ---220787.74 ms/batch
Step 00045200 L_out=0.044 Acc=0.86 ---244817.81 ms/batch
Step 00045250 L_out=0.040 Acc=0.86 ---268673.99 ms/batch
Step 00045300 L_out=0.108 Acc=0.88 ---292581.55 ms/batch
Step 00045350 L_out=0.067 Acc=0.84 ---316226.89 ms/batch
Round 4 | epoch=7, train costTime=319.0701344013214, | total_activation_sum=7344509
Round 4 | epoch=8, current m_iou=0.6429306833397083
Round 4 | Best m_IoU is: 0.643, OA is: 0.907 | val costTime=120.52304816246033
Round 4 | ****EPOCH 8****
Step 00045400 L_out=0.220 Acc=0.91 ---21207.80 ms/batch
Step 00045450 L_out=0.086 Acc=0.85 ---45013.49 ms/batch
Step 00045500 L_out=0.118 Acc=0.88 ---68957.53 ms/batch
Step 00045550 L_out=0.130 Acc=0.87 ---92716.22 ms/batch
Step 00045600 L_out=0.168 Acc=0.91 ---116841.76 ms/batch
Step 00045650 L_out=0.102 Acc=0.80 ---140729.08 ms/batch
Step 00045700 L_out=0.139 Acc=0.84 ---164625.05 ms/batch
Step 00045750 L_out=0.045 Acc=0.94 ---188456.46 ms/batch
Step 00045800 L_out=0.063 Acc=0.87 ---212252.45 ms/batch
Step 00045850 L_out=0.126 Acc=0.87 ---236186.46 ms/batch
Step 00045900 L_out=0.090 Acc=0.87 ---260280.12 ms/batch
Step 00045950 L_out=0.054 Acc=0.91 ---284258.96 ms/batch
Step 00046000 L_out=0.264 Acc=0.82 ---308122.78 ms/batch
Round 4 | epoch=8, train costTime=319.07940101623535, | total_activation_sum=7362168
Round 4 | epoch=9, current m_iou=0.6340090780292642
Round 4 | Best m_IoU is: 0.643, OA is: 0.907 | val costTime=120.11198496818542
Round 4 | ****EPOCH 9****
Step 00046050 L_out=0.050 Acc=0.89 ---12886.14 ms/batch
Step 00046100 L_out=0.249 Acc=0.85 ---36681.44 ms/batch
Step 00046150 L_out=0.014 Acc=0.80 ---60581.03 ms/batch
Step 00046200 L_out=0.118 Acc=0.82 ---84454.81 ms/batch
Step 00046250 L_out=0.009 Acc=0.92 ---108364.96 ms/batch
Step 00046300 L_out=0.033 Acc=0.87 ---132132.14 ms/batch
Step 00046350 L_out=0.020 Acc=0.90 ---156032.74 ms/batch
Step 00046400 L_out=0.070 Acc=0.85 ---179781.14 ms/batch
Step 00046450 L_out=0.030 Acc=0.90 ---203694.77 ms/batch
Step 00046500 L_out=0.097 Acc=0.85 ---227414.85 ms/batch
Step 00046550 L_out=0.043 Acc=0.87 ---251169.64 ms/batch
Step 00046600 L_out=0.017 Acc=0.89 ---275129.68 ms/batch
Step 00046650 L_out=0.114 Acc=0.88 ---299040.02 ms/batch
Round 4 | epoch=9, train costTime=318.3399064540863, | total_activation_sum=7275274
Round 4 | epoch=10, current m_iou=0.6260243670325536
Round 4 | Best m_IoU is: 0.643, OA is: 0.907 | val costTime=120.02338743209839
Round 4 | ****EPOCH 10****
Step 00046700 L_out=0.013 Acc=0.92 --- 4808.89 ms/batch
Step 00046750 L_out=0.058 Acc=0.88 ---28667.51 ms/batch
Step 00046800 L_out=0.054 Acc=0.87 ---52619.37 ms/batch
Step 00046850 L_out=0.180 Acc=0.87 ---76357.89 ms/batch
Step 00046900 L_out=0.079 Acc=0.86 ---100273.94 ms/batch
Step 00046950 L_out=0.040 Acc=0.89 ---124233.20 ms/batch
Step 00047000 L_out=0.040 Acc=0.93 ---148147.09 ms/batch
Step 00047050 L_out=0.038 Acc=0.91 ---172276.32 ms/batch
Step 00047100 L_out=0.047 Acc=0.95 ---196312.06 ms/batch
Step 00047150 L_out=0.223 Acc=0.91 ---220319.84 ms/batch
Step 00047200 L_out=0.085 Acc=0.90 ---244169.99 ms/batch
Step 00047250 L_out=0.216 Acc=0.80 ---268168.61 ms/batch
Step 00047300 L_out=0.037 Acc=0.91 ---292109.94 ms/batch
Step 00047350 L_out=0.072 Acc=0.92 ---315995.40 ms/batch
Round 4 | epoch=10, train costTime=319.31072092056274, | total_activation_sum=7347369
Round 4 | epoch=11, current m_iou=0.6132889084274672
Round 4 | Best m_IoU is: 0.643, OA is: 0.907 | val costTime=120.11090874671936
Round 4 | ****EPOCH 11****
Step 00047400 L_out=0.013 Acc=0.92 ---20500.95 ms/batch
Step 00047450 L_out=0.162 Acc=0.73 ---44458.25 ms/batch
Step 00047500 L_out=0.132 Acc=0.82 ---68197.37 ms/batch
Step 00047550 L_out=0.157 Acc=0.95 ---91966.60 ms/batch
Step 00047600 L_out=0.090 Acc=0.95 ---115959.43 ms/batch
Step 00047650 L_out=0.149 Acc=0.80 ---139690.67 ms/batch
Step 00047700 L_out=0.078 Acc=0.89 ---163635.11 ms/batch
Step 00047750 L_out=0.072 Acc=0.91 ---186370.19 ms/batch
Step 00047800 L_out=0.095 Acc=0.85 ---208673.48 ms/batch
Step 00047850 L_out=0.031 Acc=0.82 ---230881.88 ms/batch
Step 00047900 L_out=0.076 Acc=0.75 ---254111.86 ms/batch
Step 00047950 L_out=0.007 Acc=0.97 ---278150.93 ms/batch
Step 00048000 L_out=0.049 Acc=0.94 ---301890.62 ms/batch
Round 4 | epoch=11, train costTime=313.4535126686096, | total_activation_sum=7300716
Round 4 | epoch=12, current m_iou=0.6206773864245823
Round 4 | Best m_IoU is: 0.643, OA is: 0.907 | val costTime=121.11638903617859
Round 4 | ****EPOCH 12****
Step 00048050 L_out=0.045 Acc=0.80 ---12466.71 ms/batch
Step 00048100 L_out=0.121 Acc=0.87 ---36584.07 ms/batch
Step 00048150 L_out=0.028 Acc=0.86 ---60602.42 ms/batch
Step 00048200 L_out=0.052 Acc=0.96 ---84541.99 ms/batch
Step 00048250 L_out=0.160 Acc=0.84 ---108514.71 ms/batch
Step 00048300 L_out=0.034 Acc=0.93 ---132335.61 ms/batch
Step 00048350 L_out=0.015 Acc=0.90 ---156149.63 ms/batch
Step 00048400 L_out=0.135 Acc=0.85 ---180104.21 ms/batch
Step 00048450 L_out=0.060 Acc=0.92 ---204159.58 ms/batch
Step 00048500 L_out=0.075 Acc=0.92 ---228144.56 ms/batch
Step 00048550 L_out=0.059 Acc=0.90 ---252177.27 ms/batch
Step 00048600 L_out=0.045 Acc=0.84 ---276175.12 ms/batch
Step 00048650 L_out=0.065 Acc=0.89 ---300138.90 ms/batch
Round 4 | epoch=12, train costTime=319.89043736457825, | total_activation_sum=7358735
Round 4 | epoch=13, current m_iou=0.6244875566118369
Round 4 | Best m_IoU is: 0.643, OA is: 0.907 | val costTime=120.3715968132019
Round 4 | ****EPOCH 13****
Step 00048700 L_out=0.037 Acc=0.90 --- 4277.10 ms/batch
Step 00048750 L_out=0.049 Acc=0.88 ---28199.58 ms/batch
Step 00048800 L_out=0.091 Acc=0.84 ---52121.74 ms/batch
Step 00048850 L_out=0.045 Acc=0.89 ---76211.55 ms/batch
Step 00048900 L_out=0.073 Acc=0.91 ---100320.25 ms/batch
Step 00048950 L_out=0.014 Acc=0.90 ---124159.67 ms/batch
Step 00049000 L_out=0.039 Acc=0.89 ---148229.46 ms/batch
Step 00049050 L_out=0.147 Acc=0.86 ---172320.00 ms/batch
Step 00049100 L_out=0.042 Acc=0.93 ---196225.82 ms/batch
Step 00049150 L_out=0.066 Acc=0.90 ---220206.84 ms/batch
Step 00049200 L_out=0.008 Acc=0.80 ---244140.44 ms/batch
Step 00049250 L_out=0.040 Acc=0.92 ---268061.11 ms/batch
Step 00049300 L_out=0.030 Acc=0.84 ---291963.59 ms/batch
Step 00049350 L_out=0.030 Acc=0.94 ---315764.91 ms/batch
Round 4 | epoch=13, train costTime=319.5388159751892, | total_activation_sum=7492756
Round 4 | epoch=14, current m_iou=0.6369086698263497
Round 4 | Best m_IoU is: 0.643, OA is: 0.907 | val costTime=120.67040610313416
Round 4 | ****EPOCH 14****
Step 00049400 L_out=0.065 Acc=0.89 ---20089.67 ms/batch
Step 00049450 L_out=0.156 Acc=0.81 ---43933.92 ms/batch
Step 00049500 L_out=0.080 Acc=0.91 ---67682.15 ms/batch
Step 00049550 L_out=0.027 Acc=0.94 ---91620.76 ms/batch
Step 00049600 L_out=0.012 Acc=0.88 ---115586.69 ms/batch
Step 00049650 L_out=0.039 Acc=0.88 ---139445.29 ms/batch
Step 00049700 L_out=0.101 Acc=0.87 ---163507.17 ms/batch
Step 00049750 L_out=0.023 Acc=0.85 ---187426.55 ms/batch
Step 00049800 L_out=0.050 Acc=0.93 ---211472.39 ms/batch
Step 00049850 L_out=0.021 Acc=0.91 ---235269.60 ms/batch
Step 00049900 L_out=0.018 Acc=0.88 ---259066.74 ms/batch
Step 00049950 L_out=0.033 Acc=0.91 ---282963.94 ms/batch
Step 00050000 L_out=0.068 Acc=0.79 ---306738.71 ms/batch
Round 4 | epoch=14, train costTime=318.61670541763306, | total_activation_sum=7269957
Round 4 | epoch=15, current m_iou=0.6371996972131762
Round 4 | Best m_IoU is: 0.643, OA is: 0.907 | val costTime=120.63746166229248
Round 4 | ****EPOCH 15****
Step 00050050 L_out=0.213 Acc=0.63 ---11950.28 ms/batch
Step 00050100 L_out=0.220 Acc=0.89 ---35808.61 ms/batch
Step 00050150 L_out=0.077 Acc=0.93 ---59687.65 ms/batch
Step 00050200 L_out=0.040 Acc=0.91 ---83566.19 ms/batch
Step 00050250 L_out=0.071 Acc=0.89 ---107323.92 ms/batch
Step 00050300 L_out=0.020 Acc=0.92 ---131305.89 ms/batch
Step 00050350 L_out=0.104 Acc=0.90 ---154929.28 ms/batch
Step 00050400 L_out=0.186 Acc=0.83 ---178904.75 ms/batch
Step 00050450 L_out=0.052 Acc=0.89 ---202726.79 ms/batch
Step 00050500 L_out=0.086 Acc=0.90 ---226647.86 ms/batch
Step 00050550 L_out=0.015 Acc=0.92 ---250554.78 ms/batch
Step 00050600 L_out=0.067 Acc=0.91 ---274516.62 ms/batch
Step 00050650 L_out=0.074 Acc=0.91 ---298438.59 ms/batch
Round 4 | epoch=15, train costTime=318.40138149261475, | total_activation_sum=7310553
Round 4 | epoch=16, current m_iou=0.6369650793385974
Round 4 | Best m_IoU is: 0.643, OA is: 0.907 | val costTime=120.69215679168701
Round 4 | ****EPOCH 16****
Step 00050700 L_out=0.076 Acc=0.83 --- 3837.21 ms/batch
Step 00050750 L_out=0.020 Acc=0.95 ---27729.38 ms/batch
Step 00050800 L_out=0.019 Acc=0.88 ---51805.80 ms/batch
Step 00050850 L_out=0.483 Acc=0.76 ---75690.08 ms/batch
Step 00050900 L_out=0.041 Acc=0.95 ---99552.47 ms/batch
Step 00050950 L_out=0.058 Acc=0.90 ---123417.83 ms/batch
Step 00051000 L_out=0.103 Acc=0.84 ---147364.47 ms/batch
Step 00051050 L_out=0.128 Acc=0.83 ---171584.14 ms/batch
Step 00051100 L_out=0.080 Acc=0.91 ---195584.45 ms/batch
Step 00051150 L_out=0.012 Acc=0.92 ---219556.45 ms/batch
Step 00051200 L_out=0.020 Acc=0.93 ---243290.36 ms/batch
Step 00051250 L_out=0.073 Acc=0.86 ---267157.96 ms/batch
Step 00051300 L_out=0.085 Acc=0.84 ---290876.71 ms/batch
Step 00051350 L_out=0.113 Acc=0.88 ---314765.22 ms/batch
Round 4 | epoch=16, train costTime=319.1014699935913, | total_activation_sum=7423645
Round 4 | epoch=17, current m_iou=0.6307661349149956
Round 4 | Best m_IoU is: 0.643, OA is: 0.907 | val costTime=120.56937527656555
Round 4 | ****EPOCH 17****
Step 00051400 L_out=0.045 Acc=0.94 ---19627.93 ms/batch
Step 00051450 L_out=0.091 Acc=0.91 ---42364.17 ms/batch
Step 00051500 L_out=0.035 Acc=0.95 ---66161.36 ms/batch
Step 00051550 L_out=0.122 Acc=0.93 ---90161.60 ms/batch
Step 00051600 L_out=0.202 Acc=0.92 ---114159.63 ms/batch
Step 00051650 L_out=0.044 Acc=0.87 ---138067.93 ms/batch
Step 00051700 L_out=0.023 Acc=0.91 ---162068.44 ms/batch
Step 00051750 L_out=0.043 Acc=0.93 ---185870.07 ms/batch
Step 00051800 L_out=0.024 Acc=0.94 ---209835.32 ms/batch
Step 00051850 L_out=0.121 Acc=0.86 ---233675.80 ms/batch
Step 00051900 L_out=0.291 Acc=0.86 ---257568.19 ms/batch
Step 00051950 L_out=0.023 Acc=0.75 ---281233.32 ms/batch
Step 00052000 L_out=0.118 Acc=0.84 ---305020.31 ms/batch
Round 4 | epoch=17, train costTime=317.4673969745636, | total_activation_sum=7368947
Round 4 | epoch=18, current m_iou=0.6322385391439558
Round 4 | Best m_IoU is: 0.643, OA is: 0.907 | val costTime=120.60839104652405
Round 4 | ****EPOCH 18****
Step 00052050 L_out=0.005 Acc=0.95 ---11590.03 ms/batch
Step 00052100 L_out=0.083 Acc=0.94 ---35420.69 ms/batch
Step 00052150 L_out=0.085 Acc=0.90 ---59139.56 ms/batch
Step 00052200 L_out=0.040 Acc=0.92 ---83134.75 ms/batch
Step 00052250 L_out=0.083 Acc=0.74 ---106959.07 ms/batch
Step 00052300 L_out=0.104 Acc=0.88 ---130715.23 ms/batch
Step 00052350 L_out=0.101 Acc=0.90 ---154686.67 ms/batch
Step 00052400 L_out=0.078 Acc=0.88 ---178549.39 ms/batch
Step 00052450 L_out=0.031 Acc=0.91 ---202462.42 ms/batch
Step 00052500 L_out=0.013 Acc=0.94 ---226344.65 ms/batch
Step 00052550 L_out=0.021 Acc=0.87 ---250546.99 ms/batch
Step 00052600 L_out=0.110 Acc=0.89 ---274375.89 ms/batch
Step 00052650 L_out=0.019 Acc=0.92 ---298294.18 ms/batch
Round 4 | epoch=18, train costTime=318.8686828613281, | total_activation_sum=7275909
Round 4 | epoch=19, current m_iou=0.6272267789093714
Round 4 | Best m_IoU is: 0.643, OA is: 0.907 | val costTime=120.62007451057434
Round 4 | ****EPOCH 19****
Step 00052700 L_out=0.027 Acc=0.84 --- 3404.70 ms/batch
Step 00052750 L_out=0.024 Acc=0.87 ---27249.90 ms/batch
Step 00052800 L_out=0.056 Acc=0.95 ---51079.93 ms/batch
Step 00052850 L_out=0.032 Acc=0.91 ---74981.84 ms/batch
Step 00052900 L_out=0.093 Acc=0.90 ---98873.28 ms/batch
Step 00052950 L_out=0.132 Acc=0.89 ---122834.12 ms/batch
Step 00053000 L_out=0.018 Acc=0.94 ---146612.34 ms/batch
Step 00053050 L_out=0.027 Acc=0.94 ---170586.70 ms/batch
Step 00053100 L_out=0.048 Acc=0.88 ---194600.26 ms/batch
Step 00053150 L_out=0.023 Acc=0.95 ---218409.42 ms/batch
Step 00053200 L_out=0.111 Acc=0.90 ---242290.06 ms/batch
Step 00053250 L_out=0.032 Acc=0.87 ---266207.56 ms/batch
Step 00053300 L_out=0.041 Acc=0.89 ---290265.01 ms/batch
Step 00053350 L_out=0.013 Acc=0.82 ---314103.74 ms/batch
Round 4 | epoch=19, train costTime=318.9167892932892, | total_activation_sum=7343405
Round 4 | epoch=20, current m_iou=0.6363407430522947
Round 4 | Best m_IoU is: 0.643, OA is: 0.907 | val costTime=120.47323250770569
Round 4 | ****EPOCH 20****
Step 00053400 L_out=0.026 Acc=0.94 ---19108.95 ms/batch
Step 00053450 L_out=0.040 Acc=0.93 ---42987.68 ms/batch
Step 00053500 L_out=0.043 Acc=0.85 ---66804.26 ms/batch
Step 00053550 L_out=0.040 Acc=0.89 ---90965.19 ms/batch
Step 00053600 L_out=0.162 Acc=0.85 ---114858.39 ms/batch
Step 00053650 L_out=0.028 Acc=0.86 ---138816.57 ms/batch
Step 00053700 L_out=0.046 Acc=0.91 ---162795.85 ms/batch
Step 00053750 L_out=0.022 Acc=0.94 ---186809.49 ms/batch
Step 00053800 L_out=0.037 Acc=0.89 ---210808.12 ms/batch
Step 00053850 L_out=0.026 Acc=0.92 ---234456.88 ms/batch
Step 00053900 L_out=0.050 Acc=0.89 ---258365.51 ms/batch
Step 00053950 L_out=0.020 Acc=0.94 ---282194.51 ms/batch
Step 00054000 L_out=0.164 Acc=0.88 ---306102.71 ms/batch
Round 4 | epoch=20, train costTime=318.8357403278351, | total_activation_sum=7287498
Round 4 | epoch=21, current m_iou=0.6395090139714938
Round 4 | Best m_IoU is: 0.643, OA is: 0.907 | val costTime=120.27828359603882
Round 4 | ****EPOCH 21****
Step 00054050 L_out=0.015 Acc=0.93 ---11078.21 ms/batch
Step 00054100 L_out=0.060 Acc=0.93 ---34858.02 ms/batch
Step 00054150 L_out=0.010 Acc=0.95 ---58973.85 ms/batch
Step 00054200 L_out=0.029 Acc=0.91 ---82920.49 ms/batch
Step 00054250 L_out=0.080 Acc=0.92 ---106687.57 ms/batch
Step 00054300 L_out=0.079 Acc=0.90 ---130650.48 ms/batch
Step 00054350 L_out=0.033 Acc=0.93 ---154643.08 ms/batch
Step 00054400 L_out=0.009 Acc=0.87 ---178471.47 ms/batch
Step 00054450 L_out=0.004 Acc=0.92 ---202429.58 ms/batch
Step 00054500 L_out=0.033 Acc=0.90 ---226385.28 ms/batch
Step 00054550 L_out=0.042 Acc=0.94 ---250466.50 ms/batch
Step 00054600 L_out=0.071 Acc=0.91 ---274378.77 ms/batch
Step 00054650 L_out=0.034 Acc=0.91 ---298321.89 ms/batch
Round 4 | epoch=21, train costTime=319.33546137809753, | total_activation_sum=7306881
Round 4 | epoch=22, current m_iou=0.6394722740055575
Round 4 | Best m_IoU is: 0.643, OA is: 0.907 | val costTime=120.12861633300781
Round 4 | ****EPOCH 22****
Step 00054700 L_out=0.079 Acc=0.93 --- 2841.43 ms/batch
Step 00054750 L_out=0.139 Acc=0.85 ---26685.67 ms/batch
Step 00054800 L_out=0.064 Acc=0.93 ---50386.07 ms/batch
Step 00054850 L_out=0.050 Acc=0.91 ---74284.09 ms/batch
Step 00054900 L_out=0.022 Acc=0.91 ---98024.57 ms/batch
Step 00054950 L_out=0.056 Acc=0.94 ---122015.50 ms/batch
Step 00055000 L_out=0.064 Acc=0.88 ---146054.41 ms/batch
Step 00055050 L_out=0.166 Acc=0.88 ---169994.29 ms/batch
Step 00055100 L_out=0.045 Acc=0.90 ---193741.36 ms/batch
Step 00055150 L_out=0.078 Acc=0.93 ---217611.53 ms/batch
Step 00055200 L_out=0.047 Acc=0.90 ---241448.15 ms/batch
Step 00055250 L_out=0.024 Acc=0.89 ---265350.98 ms/batch
Step 00055300 L_out=0.164 Acc=0.81 ---289020.03 ms/batch
Step 00055350 L_out=0.060 Acc=0.92 ---312898.27 ms/batch
Round 4 | epoch=22, train costTime=318.18207931518555, | total_activation_sum=7525901
Round 4 | epoch=23, current m_iou=0.6386957679097626
Round 4 | Best m_IoU is: 0.643, OA is: 0.907 | val costTime=120.43429017066956
Round 4 | ****EPOCH 23****
Step 00055400 L_out=0.073 Acc=0.88 ---18732.82 ms/batch
Step 00055450 L_out=0.011 Acc=0.97 ---42570.60 ms/batch
Step 00055500 L_out=0.019 Acc=0.85 ---66308.63 ms/batch
Step 00055550 L_out=0.064 Acc=0.87 ---90156.98 ms/batch
Step 00055600 L_out=0.080 Acc=0.87 ---113816.99 ms/batch
Step 00055650 L_out=0.012 Acc=0.86 ---137572.64 ms/batch
Step 00055700 L_out=0.033 Acc=0.93 ---161625.82 ms/batch
Step 00055750 L_out=0.028 Acc=0.91 ---185415.90 ms/batch
Step 00055800 L_out=0.041 Acc=0.87 ---209308.84 ms/batch
Step 00055850 L_out=0.031 Acc=0.89 ---233240.91 ms/batch
Step 00055900 L_out=0.041 Acc=0.94 ---257145.61 ms/batch
Step 00055950 L_out=0.073 Acc=0.90 ---280818.12 ms/batch
Step 00056000 L_out=0.029 Acc=0.91 ---304923.25 ms/batch
Round 4 | epoch=23, train costTime=318.43240666389465, | total_activation_sum=7221695
Round 4 | epoch=24, current m_iou=0.6339136084971514
Round 4 | Best m_IoU is: 0.643, OA is: 0.907 | val costTime=120.5591835975647
Round 4 | ****EPOCH 24****
Step 00056050 L_out=0.109 Acc=0.92 ---10467.37 ms/batch
Step 00056100 L_out=0.080 Acc=0.85 ---34401.85 ms/batch
Step 00056150 L_out=0.073 Acc=0.92 ---58444.68 ms/batch
Step 00056200 L_out=0.064 Acc=0.87 ---82138.94 ms/batch
Step 00056250 L_out=0.077 Acc=0.92 ---105973.69 ms/batch
Step 00056300 L_out=0.026 Acc=0.94 ---129939.31 ms/batch
Step 00056350 L_out=0.071 Acc=0.90 ---153847.90 ms/batch
Step 00056400 L_out=0.054 Acc=0.90 ---177866.33 ms/batch
Step 00056450 L_out=0.024 Acc=0.92 ---201686.14 ms/batch
Step 00056500 L_out=0.057 Acc=0.88 ---225834.89 ms/batch
Step 00056550 L_out=0.014 Acc=0.90 ---249872.28 ms/batch
Step 00056600 L_out=0.042 Acc=0.93 ---273901.68 ms/batch
Step 00056650 L_out=0.049 Acc=0.93 ---297669.84 ms/batch
Round 4 | epoch=24, train costTime=319.39788913726807, | total_activation_sum=7364444
Round 4 | epoch=25, current m_iou=0.6413960333663338
Round 4 | Best m_IoU is: 0.643, OA is: 0.907 | val costTime=120.31192421913147
Round 4 | ****EPOCH 25****
Step 00056700 L_out=0.003 Acc=0.97 --- 2399.87 ms/batch
Step 00056750 L_out=0.021 Acc=0.88 ---26237.90 ms/batch
Step 00056800 L_out=0.045 Acc=0.88 ---50109.49 ms/batch
Step 00056850 L_out=0.025 Acc=0.91 ---73940.89 ms/batch
Step 00056900 L_out=0.012 Acc=0.84 ---97785.45 ms/batch
Step 00056950 L_out=0.098 Acc=0.93 ---121610.36 ms/batch
Step 00057000 L_out=0.075 Acc=0.94 ---145361.29 ms/batch
Step 00057050 L_out=0.039 Acc=0.95 ---169360.01 ms/batch
Step 00057100 L_out=0.071 Acc=0.92 ---193156.44 ms/batch
Step 00057150 L_out=0.012 Acc=0.93 ---216905.60 ms/batch
Step 00057200 L_out=0.044 Acc=0.84 ---240894.44 ms/batch
Step 00057250 L_out=0.054 Acc=0.92 ---264690.74 ms/batch
Step 00057300 L_out=0.070 Acc=0.93 ---288531.84 ms/batch
Step 00057350 L_out=0.090 Acc=0.93 ---312504.71 ms/batch
Round 4 | epoch=25, train costTime=318.33546257019043, | total_activation_sum=7354920
Round 4 | epoch=26, current m_iou=0.645850293064153
Round 4 | Best m_IoU is: 0.646, OA is: 0.912 | val costTime=121.17611885070801
Round 4 | ****EPOCH 26****
Step 00057400 L_out=0.010 Acc=0.94 ---18191.14 ms/batch
Step 00057450 L_out=0.018 Acc=0.93 ---41963.69 ms/batch
Step 00057500 L_out=0.027 Acc=0.92 ---65645.77 ms/batch
Step 00057550 L_out=0.054 Acc=0.91 ---89552.51 ms/batch
Step 00057600 L_out=0.023 Acc=0.92 ---113466.79 ms/batch
Step 00057650 L_out=0.018 Acc=0.92 ---137298.67 ms/batch
Step 00057700 L_out=0.031 Acc=0.90 ---161343.78 ms/batch
Step 00057750 L_out=0.304 Acc=0.83 ---185118.29 ms/batch
Step 00057800 L_out=0.021 Acc=0.90 ---208940.48 ms/batch
Step 00057850 L_out=0.134 Acc=0.83 ---232902.63 ms/batch
Step 00057900 L_out=0.092 Acc=0.89 ---256900.79 ms/batch
Step 00057950 L_out=0.149 Acc=0.73 ---280636.25 ms/batch
Step 00058000 L_out=0.166 Acc=0.81 ---304358.90 ms/batch
Round 4 | epoch=26, train costTime=318.1765253543854, | total_activation_sum=7439656
Round 4 | epoch=27, current m_iou=0.642971300229258
Round 4 | Best m_IoU is: 0.646, OA is: 0.912 | val costTime=119.9264874458313
Round 4 | ****EPOCH 27****
Step 00058050 L_out=0.030 Acc=0.90 ---10018.23 ms/batch
Step 00058100 L_out=0.044 Acc=0.86 ---34060.55 ms/batch
Step 00058150 L_out=0.031 Acc=0.93 ---58052.33 ms/batch
Step 00058200 L_out=0.041 Acc=0.93 ---81668.41 ms/batch
Step 00058250 L_out=0.052 Acc=0.86 ---105437.24 ms/batch
Step 00058300 L_out=0.033 Acc=0.88 ---129317.73 ms/batch
Step 00058350 L_out=0.030 Acc=0.92 ---153104.90 ms/batch
Step 00058400 L_out=0.022 Acc=0.96 ---177049.07 ms/batch
Step 00058450 L_out=0.050 Acc=0.91 ---200961.43 ms/batch
Step 00058500 L_out=0.051 Acc=0.90 ---224738.10 ms/batch
Step 00058550 L_out=0.012 Acc=0.95 ---248682.15 ms/batch
Step 00058600 L_out=0.018 Acc=0.87 ---272538.23 ms/batch
Step 00058650 L_out=0.020 Acc=0.94 ---296529.89 ms/batch
Round 4 | epoch=27, train costTime=318.5035810470581, | total_activation_sum=7338421
Round 4 | epoch=28, current m_iou=0.6426818299179681
Round 4 | Best m_IoU is: 0.646, OA is: 0.912 | val costTime=120.695303440094
Round 4 | ****EPOCH 28****
Step 00058700 L_out=0.100 Acc=0.93 --- 1980.43 ms/batch
Step 00058750 L_out=0.049 Acc=0.88 ---25808.05 ms/batch
Step 00058800 L_out=0.019 Acc=0.97 ---49642.82 ms/batch
Step 00058850 L_out=0.015 Acc=0.95 ---73693.49 ms/batch
Step 00058900 L_out=0.067 Acc=0.91 ---97529.42 ms/batch
Step 00058950 L_out=0.019 Acc=0.83 ---121292.19 ms/batch
Step 00059000 L_out=0.088 Acc=0.84 ---145246.86 ms/batch
Step 00059050 L_out=0.194 Acc=0.92 ---169171.98 ms/batch
Step 00059100 L_out=0.175 Acc=0.88 ---193099.72 ms/batch
Step 00059150 L_out=0.075 Acc=0.93 ---217067.38 ms/batch
Step 00059200 L_out=0.043 Acc=0.88 ---240829.10 ms/batch
Step 00059250 L_out=0.067 Acc=0.87 ---264577.60 ms/batch
Step 00059300 L_out=0.021 Acc=0.90 ---288640.39 ms/batch
Step 00059350 L_out=0.053 Acc=0.90 ---312534.74 ms/batch
Round 4 | epoch=28, train costTime=318.78191804885864, | total_activation_sum=7312448
Round 4 | epoch=29, current m_iou=0.6398983571660635
Round 4 | Best m_IoU is: 0.646, OA is: 0.912 | val costTime=119.9286208152771
Round 4 | ****EPOCH 29****
Step 00059400 L_out=0.054 Acc=0.88 ---17891.95 ms/batch
Step 00059450 L_out=0.052 Acc=0.93 ---41696.92 ms/batch
Step 00059500 L_out=0.069 Acc=0.93 ---65691.43 ms/batch
Step 00059550 L_out=0.035 Acc=0.77 ---89573.76 ms/batch
Step 00059600 L_out=0.010 Acc=0.97 ---113388.92 ms/batch
Step 00059650 L_out=0.080 Acc=0.89 ---137207.60 ms/batch
Step 00059700 L_out=0.032 Acc=0.89 ---160981.98 ms/batch
Step 00059750 L_out=0.046 Acc=0.93 ---185001.62 ms/batch
Step 00059800 L_out=0.112 Acc=0.89 ---208743.14 ms/batch
Step 00059850 L_out=0.013 Acc=0.89 ---232694.38 ms/batch
Step 00059900 L_out=0.008 Acc=0.97 ---256673.04 ms/batch
Step 00059950 L_out=0.033 Acc=0.90 ---280478.77 ms/batch
Step 00060000 L_out=0.027 Acc=0.91 ---304484.59 ms/batch
Round 4 | epoch=29, train costTime=318.85250186920166, | total_activation_sum=7306145
Round 4 | epoch=30, current m_iou=0.6434687707201376
Round 4 | Best m_IoU is: 0.646, OA is: 0.912 | val costTime=120.40580034255981
Round 4 | ****EPOCH 30****
Round 5 | ****EPOCH 0****
Step 00060050 L_out=0.242 Acc=0.86 --- 9530.49 ms/batch
Step 00060100 L_out=0.262 Acc=0.81 ---33489.92 ms/batch
Step 00060150 L_out=0.394 Acc=0.62 ---57291.36 ms/batch
Step 00060200 L_out=0.370 Acc=0.64 ---81241.82 ms/batch
Step 00060250 L_out=0.281 Acc=0.76 ---105160.84 ms/batch
Step 00060300 L_out=0.118 Acc=0.76 ---129403.13 ms/batch
Step 00060350 L_out=0.134 Acc=0.78 ---153365.23 ms/batch
Step 00060400 L_out=0.618 Acc=0.41 ---177635.92 ms/batch
Step 00060450 L_out=0.080 Acc=0.74 ---201575.15 ms/batch
Step 00060500 L_out=0.465 Acc=0.42 ---225377.66 ms/batch
Step 00060550 L_out=0.195 Acc=0.58 ---249241.61 ms/batch
Step 00060600 L_out=0.358 Acc=0.87 ---273133.22 ms/batch
Step 00060650 L_out=0.270 Acc=0.83 ---297034.09 ms/batch
Round 5 | epoch=0, train costTime=319.5820984840393, | total_activation_sum=9740555
Round 5 | epoch=1, current m_iou=0.5736434223593103
Round 5 | Best m_IoU is: 0.574, OA is: 0.823 | val costTime=122.16759848594666
Round 5 | ****EPOCH 1****
Step 00060700 L_out=0.133 Acc=0.85 --- 1450.72 ms/batch
Step 00060750 L_out=0.161 Acc=0.86 ---25158.91 ms/batch
Step 00060800 L_out=0.202 Acc=0.60 ---48835.17 ms/batch
Step 00060850 L_out=0.148 Acc=0.87 ---72691.04 ms/batch
Step 00060900 L_out=0.219 Acc=0.85 ---96683.64 ms/batch
Step 00060950 L_out=0.083 Acc=0.77 ---120711.21 ms/batch
Step 00061000 L_out=0.059 Acc=0.87 ---144501.42 ms/batch
Step 00061050 L_out=0.126 Acc=0.92 ---168253.63 ms/batch
Step 00061100 L_out=0.175 Acc=0.81 ---192300.97 ms/batch
Step 00061150 L_out=0.600 Acc=0.83 ---216120.77 ms/batch
Step 00061200 L_out=0.189 Acc=0.81 ---239924.03 ms/batch
Step 00061250 L_out=0.231 Acc=0.77 ---263774.04 ms/batch
Step 00061300 L_out=0.366 Acc=0.72 ---287790.91 ms/batch
Step 00061350 L_out=0.174 Acc=0.87 ---311759.43 ms/batch
Round 5 | epoch=1, train costTime=318.4755563735962, | total_activation_sum=8999264
Round 5 | epoch=2, current m_iou=0.6075230004569693
Round 5 | Best m_IoU is: 0.608, OA is: 0.863 | val costTime=122.6828875541687
Round 5 | ****EPOCH 2****
Step 00061400 L_out=0.249 Acc=0.85 ---17161.31 ms/batch
Step 00061450 L_out=0.387 Acc=0.49 ---41108.05 ms/batch
Step 00061500 L_out=0.147 Acc=0.82 ---65067.64 ms/batch
Step 00061550 L_out=0.101 Acc=0.81 ---88882.41 ms/batch
Step 00061600 L_out=0.053 Acc=0.91 ---112820.28 ms/batch
Step 00061650 L_out=0.050 Acc=0.89 ---136820.02 ms/batch
Step 00061700 L_out=0.080 Acc=0.92 ---160650.17 ms/batch
Step 00061750 L_out=0.058 Acc=0.88 ---184443.81 ms/batch
Step 00061800 L_out=0.161 Acc=0.93 ---208349.12 ms/batch
Step 00061850 L_out=0.202 Acc=0.75 ---232292.59 ms/batch
Step 00061900 L_out=0.107 Acc=0.95 ---256144.56 ms/batch
Step 00061950 L_out=0.122 Acc=0.85 ---280187.43 ms/batch
Step 00062000 L_out=0.346 Acc=0.85 ---303968.50 ms/batch
Round 5 | epoch=2, train costTime=318.8932754993439, | total_activation_sum=8878097
Round 5 | epoch=3, current m_iou=0.4696973595885784
Round 5 | Best m_IoU is: 0.608, OA is: 0.863 | val costTime=120.76758122444153
Round 5 | ****EPOCH 3****
Step 00062050 L_out=0.439 Acc=0.68 --- 9018.65 ms/batch
Step 00062100 L_out=0.511 Acc=0.79 ---32853.26 ms/batch
Step 00062150 L_out=0.080 Acc=0.84 ---56932.79 ms/batch
Step 00062200 L_out=0.088 Acc=0.94 ---80938.86 ms/batch
Step 00062250 L_out=0.188 Acc=0.89 ---104887.46 ms/batch
Step 00062300 L_out=0.021 Acc=0.87 ---128706.97 ms/batch
Step 00062350 L_out=0.138 Acc=0.88 ---152491.93 ms/batch
Step 00062400 L_out=0.122 Acc=0.87 ---176398.21 ms/batch
Step 00062450 L_out=0.287 Acc=0.86 ---200210.41 ms/batch
Step 00062500 L_out=0.070 Acc=0.85 ---224021.14 ms/batch
Step 00062550 L_out=0.094 Acc=0.92 ---248015.24 ms/batch
Step 00062600 L_out=0.153 Acc=0.86 ---271891.42 ms/batch
Step 00062650 L_out=0.161 Acc=0.79 ---295719.86 ms/batch
Round 5 | epoch=3, train costTime=318.4960286617279, | total_activation_sum=9022030
Round 5 | epoch=4, current m_iou=0.6028019836372848
Round 5 | Best m_IoU is: 0.608, OA is: 0.863 | val costTime=120.9303412437439
Round 5 | ****EPOCH 4****
Step 00062700 L_out=0.056 Acc=0.79 ---  953.60 ms/batch
Step 00062750 L_out=0.077 Acc=0.90 ---24947.95 ms/batch
Step 00062800 L_out=0.075 Acc=0.91 ---48756.48 ms/batch
Step 00062850 L_out=0.176 Acc=0.88 ---72729.68 ms/batch
Step 00062900 L_out=0.230 Acc=0.83 ---96861.55 ms/batch
Step 00062950 L_out=0.113 Acc=0.91 ---120681.13 ms/batch
Step 00063000 L_out=0.150 Acc=0.88 ---144628.90 ms/batch
Step 00063050 L_out=0.093 Acc=0.89 ---168437.55 ms/batch
Step 00063100 L_out=0.964 Acc=0.68 ---192242.14 ms/batch
Step 00063150 L_out=1.219 Acc=0.86 ---216215.60 ms/batch
Step 00063200 L_out=0.070 Acc=0.90 ---239988.26 ms/batch
Step 00063250 L_out=0.135 Acc=0.90 ---264106.17 ms/batch
Step 00063300 L_out=0.277 Acc=0.81 ---288146.90 ms/batch
Step 00063350 L_out=0.037 Acc=0.91 ---311934.90 ms/batch
Round 5 | epoch=4, train costTime=319.0698232650757, | total_activation_sum=8990521
Round 5 | epoch=5, current m_iou=0.6518012618367237
Round 5 | Best m_IoU is: 0.652, OA is: 0.909 | val costTime=121.78954529762268
Round 5 | ****EPOCH 5****
Step 00063400 L_out=0.104 Acc=0.89 ---16825.18 ms/batch
Step 00063450 L_out=0.158 Acc=0.69 ---41036.12 ms/batch
Step 00063500 L_out=0.027 Acc=0.89 ---65047.71 ms/batch
Step 00063550 L_out=0.148 Acc=0.90 ---89101.83 ms/batch
Step 00063600 L_out=0.144 Acc=0.86 ---112895.14 ms/batch
Step 00063650 L_out=0.147 Acc=0.87 ---136611.83 ms/batch
Step 00063700 L_out=0.103 Acc=0.90 ---160441.99 ms/batch
Step 00063750 L_out=0.185 Acc=0.87 ---184415.51 ms/batch
Step 00063800 L_out=0.055 Acc=0.93 ---208243.63 ms/batch
Step 00063850 L_out=0.020 Acc=0.90 ---232324.78 ms/batch
Step 00063900 L_out=0.129 Acc=0.85 ---256083.87 ms/batch
Step 00063950 L_out=0.054 Acc=0.93 ---280047.68 ms/batch
Step 00064000 L_out=0.092 Acc=0.92 ---304064.92 ms/batch
Round 5 | epoch=5, train costTime=319.3783972263336, | total_activation_sum=9024932
Round 5 | epoch=6, current m_iou=0.6586523319015172
Round 5 | Best m_IoU is: 0.659, OA is: 0.913 | val costTime=121.84663343429565
Round 5 | ****EPOCH 6****
Step 00064050 L_out=0.080 Acc=0.88 --- 8658.95 ms/batch
Step 00064100 L_out=0.267 Acc=0.81 ---32454.18 ms/batch
Step 00064150 L_out=0.023 Acc=0.96 ---56363.18 ms/batch
Step 00064200 L_out=0.179 Acc=0.90 ---80433.83 ms/batch
Step 00064250 L_out=0.020 Acc=0.89 ---104349.42 ms/batch
Step 00064300 L_out=0.434 Acc=0.89 ---128559.04 ms/batch
Step 00064350 L_out=0.067 Acc=0.92 ---152547.15 ms/batch
Step 00064400 L_out=0.110 Acc=0.90 ---176617.28 ms/batch
Step 00064450 L_out=0.188 Acc=0.83 ---200461.86 ms/batch
Step 00064500 L_out=0.031 Acc=0.93 ---224517.25 ms/batch
Step 00064550 L_out=0.117 Acc=0.85 ---248368.86 ms/batch
Step 00064600 L_out=0.082 Acc=0.90 ---272150.04 ms/batch
Step 00064650 L_out=0.135 Acc=0.80 ---296123.73 ms/batch
Round 5 | epoch=6, train costTime=319.6182367801666, | total_activation_sum=8944676
Round 5 | epoch=7, current m_iou=0.6599613739078014
Round 5 | Best m_IoU is: 0.660, OA is: 0.909 | val costTime=122.14193892478943
Round 5 | ****EPOCH 7****
Step 00064700 L_out=0.393 Acc=0.85 ---  493.92 ms/batch
Step 00064750 L_out=0.291 Acc=0.87 ---24519.26 ms/batch
Step 00064800 L_out=0.102 Acc=0.88 ---48651.60 ms/batch
Step 00064850 L_out=0.418 Acc=0.67 ---72447.66 ms/batch
Step 00064900 L_out=0.139 Acc=0.80 ---96549.81 ms/batch
Step 00064950 L_out=0.139 Acc=0.92 ---120502.45 ms/batch
Step 00065000 L_out=0.029 Acc=0.90 ---144260.04 ms/batch
Step 00065050 L_out=0.046 Acc=0.89 ---168076.48 ms/batch
Step 00065100 L_out=0.085 Acc=0.92 ---192014.65 ms/batch
Step 00065150 L_out=0.147 Acc=0.89 ---215900.43 ms/batch
Step 00065200 L_out=0.151 Acc=0.89 ---239860.50 ms/batch
Step 00065250 L_out=0.139 Acc=0.92 ---263739.18 ms/batch
Step 00065300 L_out=0.036 Acc=0.95 ---287623.46 ms/batch
Step 00065350 L_out=0.030 Acc=0.93 ---311559.89 ms/batch
Round 5 | epoch=7, train costTime=319.16673278808594, | total_activation_sum=8911027
Round 5 | epoch=8, current m_iou=0.6627771618940296
Round 5 | Best m_IoU is: 0.663, OA is: 0.912 | val costTime=121.8048791885376
Round 5 | ****EPOCH 8****
Step 00065400 L_out=0.317 Acc=0.83 ---16319.51 ms/batch
Step 00065450 L_out=0.033 Acc=0.94 ---40217.27 ms/batch
Step 00065500 L_out=0.252 Acc=0.86 ---64059.90 ms/batch
Step 00065550 L_out=0.250 Acc=0.86 ---87814.08 ms/batch
Step 00065600 L_out=0.047 Acc=0.90 ---111860.05 ms/batch
Step 00065650 L_out=0.063 Acc=0.91 ---135895.12 ms/batch
Step 00065700 L_out=0.114 Acc=0.90 ---159782.01 ms/batch
Step 00065750 L_out=0.105 Acc=0.86 ---183780.27 ms/batch
Step 00065800 L_out=0.105 Acc=0.87 ---207749.33 ms/batch
Step 00065850 L_out=0.299 Acc=0.81 ---231820.04 ms/batch
Step 00065900 L_out=0.328 Acc=0.87 ---255811.74 ms/batch
Step 00065950 L_out=0.031 Acc=0.91 ---279545.21 ms/batch
Step 00066000 L_out=0.421 Acc=0.62 ---303613.51 ms/batch
Round 5 | epoch=8, train costTime=319.496018409729, | total_activation_sum=8993615
Round 5 | epoch=9, current m_iou=0.6600448126217942
Round 5 | Best m_IoU is: 0.663, OA is: 0.912 | val costTime=120.67588996887207
Round 5 | ****EPOCH 9****
Step 00066050 L_out=0.182 Acc=0.92 --- 8191.89 ms/batch
Step 00066100 L_out=0.189 Acc=0.75 ---31972.44 ms/batch
Step 00066150 L_out=0.035 Acc=0.93 ---55969.01 ms/batch
Step 00066200 L_out=0.113 Acc=0.89 ---79833.90 ms/batch
Step 00066250 L_out=0.060 Acc=0.86 ---103798.96 ms/batch
Step 00066300 L_out=0.426 Acc=0.74 ---127792.45 ms/batch
Step 00066350 L_out=0.352 Acc=0.83 ---151683.22 ms/batch
Step 00066400 L_out=0.243 Acc=0.88 ---175809.84 ms/batch
Step 00066450 L_out=0.140 Acc=0.88 ---199778.47 ms/batch
Step 00066500 L_out=0.051 Acc=0.93 ---223834.58 ms/batch
Step 00066550 L_out=0.050 Acc=0.93 ---247636.87 ms/batch
Step 00066600 L_out=0.024 Acc=0.92 ---271615.10 ms/batch
Step 00066650 L_out=0.180 Acc=0.87 ---295553.06 ms/batch
Step 00066700 L_out=0.409 Acc=0.77 ---319140.23 ms/batch
Round 5 | epoch=9, train costTime=319.140545129776, | total_activation_sum=9017647
Round 5 | epoch=10, current m_iou=0.6529317903091447
Round 5 | Best m_IoU is: 0.663, OA is: 0.912 | val costTime=120.90399360656738
Round 5 | ****EPOCH 10****
Step 00066750 L_out=0.132 Acc=0.71 ---23907.68 ms/batch
Step 00066800 L_out=0.111 Acc=0.90 ---47804.87 ms/batch
Step 00066850 L_out=0.043 Acc=0.94 ---71753.44 ms/batch
Step 00066900 L_out=0.115 Acc=0.90 ---95760.47 ms/batch
Step 00066950 L_out=0.142 Acc=0.85 ---119725.44 ms/batch
Step 00067000 L_out=0.068 Acc=0.84 ---143652.18 ms/batch
Step 00067050 L_out=0.095 Acc=0.92 ---167516.39 ms/batch
Step 00067100 L_out=0.093 Acc=0.90 ---191357.37 ms/batch
Step 00067150 L_out=0.113 Acc=0.93 ---215257.42 ms/batch
Step 00067200 L_out=0.086 Acc=0.88 ---239177.25 ms/batch
Step 00067250 L_out=0.027 Acc=0.95 ---263103.92 ms/batch
Step 00067300 L_out=0.053 Acc=0.94 ---287124.59 ms/batch
Step 00067350 L_out=0.084 Acc=0.85 ---310879.70 ms/batch
Round 5 | epoch=10, train costTime=318.9148335456848, | total_activation_sum=8972451
Round 5 | epoch=11, current m_iou=0.6426236080417977
Round 5 | Best m_IoU is: 0.663, OA is: 0.912 | val costTime=121.52102971076965
Round 5 | ****EPOCH 11****
Step 00067400 L_out=0.046 Acc=0.91 ---15938.80 ms/batch
Step 00067450 L_out=0.013 Acc=0.92 ---39666.49 ms/batch
Step 00067500 L_out=0.031 Acc=0.90 ---63610.85 ms/batch
Step 00067550 L_out=0.104 Acc=0.92 ---87614.34 ms/batch
Step 00067600 L_out=0.120 Acc=0.87 ---111361.43 ms/batch
Step 00067650 L_out=0.021 Acc=0.96 ---135163.34 ms/batch
Step 00067700 L_out=0.094 Acc=0.87 ---159043.34 ms/batch
Step 00067750 L_out=0.216 Acc=0.82 ---182905.16 ms/batch
Step 00067800 L_out=0.075 Acc=0.94 ---206854.89 ms/batch
Step 00067850 L_out=0.188 Acc=0.88 ---230786.00 ms/batch
Step 00067900 L_out=0.096 Acc=0.88 ---254728.91 ms/batch
Step 00067950 L_out=0.022 Acc=0.94 ---278955.18 ms/batch
Step 00068000 L_out=0.112 Acc=0.87 ---302816.26 ms/batch
Round 5 | epoch=11, train costTime=318.93453645706177, | total_activation_sum=9056438
Round 5 | epoch=12, current m_iou=0.6479138646831196
Round 5 | Best m_IoU is: 0.663, OA is: 0.912 | val costTime=121.70077657699585
Round 5 | ****EPOCH 12****
Step 00068050 L_out=0.073 Acc=0.92 --- 7695.75 ms/batch
Step 00068100 L_out=0.051 Acc=0.94 ---31730.17 ms/batch
Step 00068150 L_out=0.100 Acc=0.93 ---55603.74 ms/batch
Step 00068200 L_out=0.031 Acc=0.97 ---79565.58 ms/batch
Step 00068250 L_out=0.045 Acc=0.91 ---103414.94 ms/batch
Step 00068300 L_out=0.053 Acc=0.92 ---127422.02 ms/batch
Step 00068350 L_out=0.066 Acc=0.93 ---151480.83 ms/batch
Step 00068400 L_out=0.162 Acc=0.86 ---175208.04 ms/batch
Step 00068450 L_out=0.165 Acc=0.84 ---198850.47 ms/batch
Step 00068500 L_out=0.183 Acc=0.96 ---222940.39 ms/batch
Step 00068550 L_out=0.080 Acc=0.88 ---246710.86 ms/batch
Step 00068600 L_out=0.044 Acc=0.93 ---270670.16 ms/batch
Step 00068650 L_out=0.187 Acc=0.88 ---294561.41 ms/batch
Step 00068700 L_out=0.087 Acc=0.93 ---318112.83 ms/batch
Round 5 | epoch=12, train costTime=318.6325206756592, | total_activation_sum=8967156
Round 5 | epoch=13, current m_iou=0.6470268014432552
Round 5 | Best m_IoU is: 0.663, OA is: 0.912 | val costTime=121.5892698764801
Round 5 | ****EPOCH 13****
Step 00068750 L_out=0.304 Acc=0.84 ---22954.95 ms/batch
Step 00068800 L_out=0.181 Acc=0.83 ---46971.13 ms/batch
Step 00068850 L_out=0.058 Acc=0.87 ---70917.55 ms/batch
Step 00068900 L_out=0.118 Acc=0.89 ---94824.00 ms/batch
Step 00068950 L_out=0.047 Acc=0.89 ---118708.56 ms/batch
Step 00069000 L_out=0.230 Acc=0.85 ---142496.05 ms/batch
Step 00069050 L_out=0.018 Acc=0.95 ---166323.55 ms/batch
Step 00069100 L_out=0.058 Acc=0.88 ---190236.33 ms/batch
Step 00069150 L_out=0.261 Acc=0.82 ---214212.22 ms/batch
Step 00069200 L_out=0.036 Acc=0.92 ---238151.37 ms/batch
Step 00069250 L_out=0.052 Acc=0.94 ---262129.23 ms/batch
Step 00069300 L_out=0.196 Acc=0.93 ---286161.87 ms/batch
Step 00069350 L_out=0.145 Acc=0.85 ---309949.52 ms/batch
Round 5 | epoch=13, train costTime=318.7033224105835, | total_activation_sum=9055274
Round 5 | epoch=14, current m_iou=0.6450455085300815
Round 5 | Best m_IoU is: 0.663, OA is: 0.912 | val costTime=120.99133205413818
Round 5 | ****EPOCH 14****
Step 00069400 L_out=0.036 Acc=0.95 ---15381.27 ms/batch
Step 00069450 L_out=0.055 Acc=0.94 ---39339.82 ms/batch
Step 00069500 L_out=0.021 Acc=0.92 ---63189.60 ms/batch
Step 00069550 L_out=0.105 Acc=0.91 ---86957.25 ms/batch
Step 00069600 L_out=0.133 Acc=0.94 ---110635.16 ms/batch
Step 00069650 L_out=0.093 Acc=0.90 ---134578.20 ms/batch
Step 00069700 L_out=0.072 Acc=0.94 ---158468.93 ms/batch
Step 00069750 L_out=0.068 Acc=0.94 ---182241.54 ms/batch
Step 00069800 L_out=0.059 Acc=0.85 ---206339.72 ms/batch
Step 00069850 L_out=0.051 Acc=0.90 ---230001.98 ms/batch
Step 00069900 L_out=0.068 Acc=0.86 ---253938.15 ms/batch
Step 00069950 L_out=0.037 Acc=0.94 ---277976.25 ms/batch
Step 00070000 L_out=0.044 Acc=0.90 ---301754.69 ms/batch
Round 5 | epoch=14, train costTime=318.56827211380005, | total_activation_sum=8975684
Round 5 | epoch=15, current m_iou=0.6498288839811822
Round 5 | Best m_IoU is: 0.663, OA is: 0.912 | val costTime=120.79960060119629
Round 5 | ****EPOCH 15****
Step 00070050 L_out=0.015 Acc=0.94 --- 7231.25 ms/batch
Step 00070100 L_out=0.110 Acc=0.93 ---31085.72 ms/batch
Step 00070150 L_out=0.064 Acc=0.93 ---54964.04 ms/batch
Step 00070200 L_out=0.101 Acc=0.82 ---78708.90 ms/batch
Step 00070250 L_out=0.067 Acc=0.92 ---102393.99 ms/batch
Step 00070300 L_out=0.106 Acc=0.85 ---126217.99 ms/batch
Step 00070350 L_out=0.186 Acc=0.81 ---150139.60 ms/batch
Step 00070400 L_out=0.134 Acc=0.91 ---173916.62 ms/batch
Step 00070450 L_out=0.137 Acc=0.90 ---197753.42 ms/batch
Step 00070500 L_out=0.010 Acc=0.95 ---221507.42 ms/batch
Step 00070550 L_out=0.052 Acc=0.92 ---245324.78 ms/batch
Step 00070600 L_out=0.033 Acc=0.93 ---269144.22 ms/batch
Step 00070650 L_out=0.088 Acc=0.92 ---292978.14 ms/batch
Step 00070700 L_out=0.112 Acc=0.88 ---317050.86 ms/batch
Round 5 | epoch=15, train costTime=318.00789189338684, | total_activation_sum=9032629
Round 5 | epoch=16, current m_iou=0.6529637559479972
Round 5 | Best m_IoU is: 0.663, OA is: 0.912 | val costTime=120.73902201652527
Round 5 | ****EPOCH 16****
Step 00070750 L_out=0.045 Acc=0.88 ---22936.00 ms/batch
Step 00070800 L_out=0.057 Acc=0.93 ---46784.85 ms/batch
Step 00070850 L_out=0.069 Acc=0.91 ---70576.05 ms/batch
Step 00070900 L_out=0.020 Acc=0.86 ---94470.77 ms/batch
Step 00070950 L_out=0.063 Acc=0.91 ---118300.23 ms/batch
Step 00071000 L_out=0.171 Acc=0.89 ---142235.32 ms/batch
Step 00071050 L_out=0.102 Acc=0.87 ---166002.55 ms/batch
Step 00071100 L_out=0.279 Acc=0.91 ---189914.16 ms/batch
Step 00071150 L_out=0.040 Acc=0.91 ---213753.68 ms/batch
Step 00071200 L_out=0.080 Acc=0.91 ---237672.56 ms/batch
Step 00071250 L_out=0.146 Acc=0.89 ---260827.00 ms/batch
Step 00071300 L_out=0.122 Acc=0.94 ---283511.27 ms/batch
Step 00071350 L_out=0.057 Acc=0.87 ---305727.51 ms/batch
Round 5 | epoch=16, train costTime=314.2219469547272, | total_activation_sum=8967557
Round 5 | epoch=17, current m_iou=0.6589629870673648
Round 5 | Best m_IoU is: 0.663, OA is: 0.912 | val costTime=119.83234024047852
Round 5 | ****EPOCH 17****
Step 00071400 L_out=0.020 Acc=0.93 ---13659.90 ms/batch
Step 00071450 L_out=0.129 Acc=0.93 ---35853.95 ms/batch
Step 00071500 L_out=0.120 Acc=0.94 ---57957.25 ms/batch
Step 00071550 L_out=0.231 Acc=0.85 ---80066.49 ms/batch
Step 00071600 L_out=0.101 Acc=0.92 ---102200.74 ms/batch
Step 00071650 L_out=0.023 Acc=0.91 ---124381.13 ms/batch
Step 00071700 L_out=0.041 Acc=0.90 ---147035.00 ms/batch
Step 00071750 L_out=0.039 Acc=0.90 ---169177.05 ms/batch
Step 00071800 L_out=0.027 Acc=0.94 ---191304.70 ms/batch
Step 00071850 L_out=0.059 Acc=0.88 ---213324.80 ms/batch
Step 00071900 L_out=0.057 Acc=0.84 ---235630.80 ms/batch
Step 00071950 L_out=0.019 Acc=0.93 ---257841.69 ms/batch
Step 00072000 L_out=0.135 Acc=0.86 ---280091.62 ms/batch
Round 5 | epoch=17, train costTime=296.0397891998291, | total_activation_sum=8980628
Round 5 | epoch=18, current m_iou=0.656705291652622
Round 5 | Best m_IoU is: 0.663, OA is: 0.912 | val costTime=120.47802996635437
Round 5 | ****EPOCH 18****
Step 00072050 L_out=0.046 Acc=0.92 --- 6217.30 ms/batch
Step 00072100 L_out=0.059 Acc=0.93 ---28478.86 ms/batch
Step 00072150 L_out=0.069 Acc=0.84 ---50631.13 ms/batch
Step 00072200 L_out=0.051 Acc=0.85 ---73126.30 ms/batch
Step 00072250 L_out=0.046 Acc=0.94 ---95221.00 ms/batch
Step 00072300 L_out=0.030 Acc=0.92 ---117329.21 ms/batch
Step 00072350 L_out=0.011 Acc=0.94 ---139774.50 ms/batch
Step 00072400 L_out=0.103 Acc=0.87 ---161862.77 ms/batch
Step 00072450 L_out=0.071 Acc=0.87 ---183996.68 ms/batch
Step 00072500 L_out=0.035 Acc=0.93 ---206393.11 ms/batch
Step 00072550 L_out=0.052 Acc=0.74 ---229164.40 ms/batch
Step 00072600 L_out=0.086 Acc=0.88 ---254497.60 ms/batch
Step 00072650 L_out=0.117 Acc=0.89 ---279990.04 ms/batch
Step 00072700 L_out=0.030 Acc=0.92 ---305263.96 ms/batch
Round 5 | epoch=18, train costTime=306.80706763267517, | total_activation_sum=8921984
Round 5 | epoch=19, current m_iou=0.6582333984286801
Round 5 | Best m_IoU is: 0.663, OA is: 0.912 | val costTime=134.13132214546204
Round 5 | ****EPOCH 19****
Step 00072750 L_out=0.202 Acc=0.87 ---23867.95 ms/batch
Step 00072800 L_out=0.036 Acc=0.84 ---49289.63 ms/batch
Step 00072850 L_out=0.070 Acc=0.95 ---74734.10 ms/batch
Step 00072900 L_out=0.303 Acc=0.83 ---100086.67 ms/batch
Step 00072950 L_out=0.112 Acc=0.86 ---125301.22 ms/batch
Step 00073000 L_out=0.036 Acc=0.90 ---150509.10 ms/batch
Step 00073050 L_out=0.015 Acc=0.91 ---175834.26 ms/batch
Step 00073100 L_out=0.148 Acc=0.89 ---201071.66 ms/batch
Step 00073150 L_out=0.026 Acc=0.92 ---226875.16 ms/batch
Step 00073200 L_out=0.076 Acc=0.91 ---250190.91 ms/batch
Step 00073250 L_out=0.139 Acc=0.91 ---275275.04 ms/batch
Step 00073300 L_out=0.082 Acc=0.82 ---300286.75 ms/batch
Step 00073350 L_out=0.077 Acc=0.95 ---325546.59 ms/batch
Round 5 | epoch=19, train costTime=335.7001225948334, | total_activation_sum=9035382
Round 5 | epoch=20, current m_iou=0.6570068684469244
Round 5 | Best m_IoU is: 0.663, OA is: 0.912 | val costTime=134.22610998153687
Round 5 | ****EPOCH 20****
Step 00073400 L_out=0.026 Acc=0.93 ---15480.86 ms/batch
Step 00073450 L_out=0.016 Acc=0.89 ---40954.46 ms/batch
Step 00073500 L_out=0.053 Acc=0.92 ---66018.42 ms/batch
Step 00073550 L_out=0.063 Acc=0.89 ---91332.09 ms/batch
Step 00073600 L_out=0.042 Acc=0.93 ---116563.44 ms/batch
Step 00073650 L_out=0.032 Acc=0.93 ---142222.49 ms/batch
Step 00073700 L_out=0.015 Acc=0.88 ---167503.48 ms/batch
Step 00073750 L_out=0.228 Acc=0.81 ---193323.41 ms/batch
Step 00073800 L_out=0.065 Acc=0.93 ---218801.96 ms/batch
Step 00073850 L_out=0.031 Acc=0.92 ---242420.27 ms/batch
Step 00073900 L_out=0.089 Acc=0.87 ---267760.30 ms/batch
Step 00073950 L_out=0.030 Acc=0.94 ---293022.05 ms/batch
Step 00074000 L_out=0.043 Acc=0.93 ---318299.15 ms/batch
Round 5 | epoch=20, train costTime=337.3391032218933, | total_activation_sum=8934881
Round 5 | epoch=21, current m_iou=0.6549930500118962
Round 5 | Best m_IoU is: 0.663, OA is: 0.912 | val costTime=134.66159534454346
Round 5 | ****EPOCH 21****
Step 00074050 L_out=0.037 Acc=0.98 --- 6598.60 ms/batch
Step 00074100 L_out=0.075 Acc=0.96 ---32135.87 ms/batch
Step 00074150 L_out=0.071 Acc=0.90 ---57279.43 ms/batch
Step 00074200 L_out=0.039 Acc=0.92 ---82571.02 ms/batch
Step 00074250 L_out=0.093 Acc=0.90 ---107985.13 ms/batch
Step 00074300 L_out=0.057 Acc=0.94 ---133423.99 ms/batch
Step 00074350 L_out=0.061 Acc=0.93 ---158895.36 ms/batch
Step 00074400 L_out=0.607 Acc=0.79 ---184199.21 ms/batch
Step 00074450 L_out=0.945 Acc=0.77 ---209823.78 ms/batch
Step 00074500 L_out=0.032 Acc=0.95 ---233330.20 ms/batch
Step 00074550 L_out=0.037 Acc=0.94 ---258357.03 ms/batch
Step 00074600 L_out=0.048 Acc=0.85 ---283707.60 ms/batch
Step 00074650 L_out=0.019 Acc=0.95 ---308781.07 ms/batch
Step 00074700 L_out=0.035 Acc=0.93 ---334067.09 ms/batch
Round 5 | epoch=21, train costTime=336.0920157432556, | total_activation_sum=9055601
Round 5 | epoch=22, current m_iou=0.6559998684659221
Round 5 | Best m_IoU is: 0.663, OA is: 0.912 | val costTime=134.08091640472412
Round 5 | ****EPOCH 22****
Step 00074750 L_out=0.053 Acc=0.91 ---23358.99 ms/batch
Step 00074800 L_out=0.027 Acc=0.93 ---48948.94 ms/batch
Step 00074850 L_out=0.070 Acc=0.91 ---74065.16 ms/batch
Step 00074900 L_out=0.185 Acc=0.85 ---99850.74 ms/batch
Step 00074950 L_out=0.079 Acc=0.89 ---125247.34 ms/batch
Step 00075000 L_out=0.105 Acc=0.93 ---150569.62 ms/batch
Step 00075050 L_out=0.089 Acc=0.84 ---176041.43 ms/batch
Step 00075100 L_out=0.091 Acc=0.83 ---201834.42 ms/batch
Step 00075150 L_out=0.150 Acc=0.94 ---225110.86 ms/batch
Step 00075200 L_out=0.112 Acc=0.91 ---250682.32 ms/batch
Step 00075250 L_out=0.060 Acc=0.92 ---275899.34 ms/batch
Step 00075300 L_out=0.065 Acc=0.93 ---301075.84 ms/batch
Step 00075350 L_out=0.203 Acc=0.91 ---326473.09 ms/batch
Round 5 | epoch=22, train costTime=337.02183628082275, | total_activation_sum=8971084
Round 5 | epoch=23, current m_iou=0.652408547214069
Round 5 | Best m_IoU is: 0.663, OA is: 0.912 | val costTime=135.43558931350708
Round 5 | ****EPOCH 23****
Step 00075400 L_out=0.037 Acc=0.90 ---14530.81 ms/batch
Step 00075450 L_out=0.045 Acc=0.93 ---39672.99 ms/batch
Step 00075500 L_out=0.060 Acc=0.78 ---65027.32 ms/batch
Step 00075550 L_out=0.055 Acc=0.91 ---90292.81 ms/batch
Step 00075600 L_out=0.023 Acc=0.89 ---115829.15 ms/batch
Step 00075650 L_out=0.054 Acc=0.89 ---141361.24 ms/batch
Step 00075700 L_out=0.052 Acc=0.88 ---166980.09 ms/batch
Step 00075750 L_out=0.106 Acc=0.87 ---192818.95 ms/batch
Step 00075800 L_out=0.084 Acc=0.91 ---216366.94 ms/batch
Step 00075850 L_out=0.071 Acc=0.94 ---241616.05 ms/batch
Step 00075900 L_out=0.028 Acc=0.93 ---266795.68 ms/batch
Step 00075950 L_out=0.056 Acc=0.93 ---292387.07 ms/batch
Step 00076000 L_out=0.016 Acc=0.95 ---317445.51 ms/batch
Round 5 | epoch=23, train costTime=336.8262279033661, | total_activation_sum=8989951
Round 5 | epoch=24, current m_iou=0.6536800388518669
Round 5 | Best m_IoU is: 0.663, OA is: 0.912 | val costTime=134.6193904876709
Round 5 | ****EPOCH 24****
Step 00076050 L_out=0.036 Acc=0.88 --- 5962.93 ms/batch
Step 00076100 L_out=0.177 Acc=0.91 ---31083.57 ms/batch
Step 00076150 L_out=0.114 Acc=0.91 ---56285.06 ms/batch
Step 00076200 L_out=0.046 Acc=0.92 ---81399.62 ms/batch
Step 00076250 L_out=0.103 Acc=0.90 ---107079.38 ms/batch
Step 00076300 L_out=0.065 Acc=0.94 ---132718.47 ms/batch
Step 00076350 L_out=0.125 Acc=0.91 ---157981.40 ms/batch
Step 00076400 L_out=0.010 Acc=0.93 ---183341.74 ms/batch
Step 00076450 L_out=0.117 Acc=0.85 ---206806.14 ms/batch
Step 00076500 L_out=0.045 Acc=0.93 ---232176.30 ms/batch
Step 00076550 L_out=0.029 Acc=0.94 ---257234.67 ms/batch
Step 00076600 L_out=0.124 Acc=0.87 ---282457.45 ms/batch
Step 00076650 L_out=0.069 Acc=0.94 ---307957.41 ms/batch
Step 00076700 L_out=0.034 Acc=0.89 ---333357.41 ms/batch
Round 5 | epoch=24, train costTime=335.92424511909485, | total_activation_sum=9000658
Round 5 | epoch=25, current m_iou=0.6571181589532333
Round 5 | Best m_IoU is: 0.663, OA is: 0.912 | val costTime=134.51897644996643
Round 5 | ****EPOCH 25****
Step 00076750 L_out=0.052 Acc=0.90 ---23097.90 ms/batch
Step 00076800 L_out=0.130 Acc=0.92 ---48569.29 ms/batch
Step 00076850 L_out=0.063 Acc=0.92 ---74048.12 ms/batch
Step 00076900 L_out=0.051 Acc=0.95 ---99769.63 ms/batch
Step 00076950 L_out=0.006 Acc=0.96 ---125383.16 ms/batch
Step 00077000 L_out=0.085 Acc=0.77 ---151062.00 ms/batch
Step 00077050 L_out=0.152 Acc=0.91 ---176639.95 ms/batch
Step 00077100 L_out=0.075 Acc=0.95 ---200447.70 ms/batch
Step 00077150 L_out=0.303 Acc=0.87 ---225918.43 ms/batch
Step 00077200 L_out=0.044 Acc=0.93 ---251223.39 ms/batch
Step 00077250 L_out=0.029 Acc=0.92 ---276747.15 ms/batch
Step 00077300 L_out=0.101 Acc=0.93 ---301892.00 ms/batch
Step 00077350 L_out=0.079 Acc=0.94 ---327149.43 ms/batch
Round 5 | epoch=25, train costTime=338.3396120071411, | total_activation_sum=9069806
Round 5 | epoch=26, current m_iou=0.660312319174616
Round 5 | Best m_IoU is: 0.663, OA is: 0.912 | val costTime=134.25305247306824
Round 5 | ****EPOCH 26****
Step 00077400 L_out=0.010 Acc=0.96 ---14249.28 ms/batch
Step 00077450 L_out=0.067 Acc=0.91 ---39741.01 ms/batch
Step 00077500 L_out=0.090 Acc=0.90 ---64900.03 ms/batch
Step 00077550 L_out=0.067 Acc=0.94 ---90567.76 ms/batch
Step 00077600 L_out=0.040 Acc=0.95 ---115894.37 ms/batch
Step 00077650 L_out=0.048 Acc=0.93 ---141622.90 ms/batch
Step 00077700 L_out=0.143 Acc=0.88 ---166874.77 ms/batch
Step 00077750 L_out=0.075 Acc=0.87 ---190201.80 ms/batch
Step 00077800 L_out=0.045 Acc=0.94 ---215430.48 ms/batch
Step 00077850 L_out=0.013 Acc=0.98 ---240942.65 ms/batch
Step 00077900 L_out=0.050 Acc=0.95 ---266410.29 ms/batch
Step 00077950 L_out=0.064 Acc=0.94 ---291703.40 ms/batch
Step 00078000 L_out=0.011 Acc=0.91 ---316956.08 ms/batch
Round 5 | epoch=26, train costTime=336.53808331489563, | total_activation_sum=8966231
Round 5 | epoch=27, current m_iou=0.6595601290115527
Round 5 | Best m_IoU is: 0.663, OA is: 0.912 | val costTime=134.18724751472473
Round 5 | ****EPOCH 27****
Step 00078050 L_out=0.034 Acc=0.95 --- 5504.96 ms/batch
Step 00078100 L_out=0.040 Acc=0.86 ---31096.84 ms/batch
Step 00078150 L_out=0.046 Acc=0.92 ---56270.83 ms/batch
Step 00078200 L_out=0.039 Acc=0.94 ---81424.47 ms/batch
Step 00078250 L_out=0.055 Acc=0.96 ---107032.96 ms/batch
Step 00078300 L_out=0.060 Acc=0.91 ---132400.35 ms/batch
Step 00078350 L_out=0.036 Acc=0.94 ---157765.20 ms/batch
Step 00078400 L_out=0.071 Acc=0.84 ---181523.25 ms/batch
Step 00078450 L_out=0.090 Acc=0.95 ---206742.17 ms/batch
Step 00078500 L_out=0.195 Acc=0.82 ---231958.06 ms/batch
Step 00078550 L_out=0.030 Acc=0.96 ---257173.12 ms/batch
Step 00078600 L_out=0.084 Acc=0.93 ---282589.50 ms/batch
Step 00078650 L_out=0.094 Acc=0.92 ---307866.17 ms/batch
Step 00078700 L_out=0.025 Acc=0.93 ---333305.76 ms/batch
Round 5 | epoch=27, train costTime=336.27305340766907, | total_activation_sum=9021021
Round 5 | epoch=28, current m_iou=0.6601624857171773
Round 5 | Best m_IoU is: 0.663, OA is: 0.912 | val costTime=134.64322996139526
Round 5 | ****EPOCH 28****
Step 00078750 L_out=0.010 Acc=0.94 ---22544.91 ms/batch
Step 00078800 L_out=0.002 Acc=0.93 ---48025.97 ms/batch
Step 00078850 L_out=0.050 Acc=0.97 ---73356.13 ms/batch
Step 00078900 L_out=0.024 Acc=0.92 ---98997.25 ms/batch
Step 00078950 L_out=0.112 Acc=0.90 ---124838.06 ms/batch
Step 00079000 L_out=0.208 Acc=0.87 ---150003.56 ms/batch
Step 00079050 L_out=0.032 Acc=0.91 ---173542.25 ms/batch
Step 00079100 L_out=0.076 Acc=0.96 ---198935.02 ms/batch
Step 00079150 L_out=0.023 Acc=0.85 ---223841.01 ms/batch
Step 00079200 L_out=0.047 Acc=0.94 ---249227.54 ms/batch
Step 00079250 L_out=0.028 Acc=0.91 ---274450.23 ms/batch
Step 00079300 L_out=0.059 Acc=0.88 ---299800.59 ms/batch
Step 00079350 L_out=0.041 Acc=0.97 ---325261.55 ms/batch
Round 5 | epoch=28, train costTime=336.68495416641235, | total_activation_sum=8905907
Round 5 | epoch=29, current m_iou=0.6637849583777369
Round 5 | Best m_IoU is: 0.664, OA is: 0.914 | val costTime=134.89932560920715
Round 5 | ****EPOCH 29****
Step 00079400 L_out=0.049 Acc=0.95 ---13688.10 ms/batch
Step 00079450 L_out=0.010 Acc=0.92 ---38981.46 ms/batch
Step 00079500 L_out=0.045 Acc=0.93 ---64561.77 ms/batch
Step 00079550 L_out=0.027 Acc=0.91 ---90039.33 ms/batch
Step 00079600 L_out=0.193 Acc=0.92 ---115452.42 ms/batch
Step 00079650 L_out=0.022 Acc=0.94 ---140828.08 ms/batch
Step 00079700 L_out=0.054 Acc=0.96 ---164419.63 ms/batch
Step 00079750 L_out=0.039 Acc=0.93 ---189585.47 ms/batch
Step 00079800 L_out=0.036 Acc=0.92 ---214835.06 ms/batch
Step 00079850 L_out=0.049 Acc=0.89 ---240014.68 ms/batch
Step 00079900 L_out=0.030 Acc=0.96 ---265144.26 ms/batch
Step 00079950 L_out=0.116 Acc=0.85 ---290219.79 ms/batch
Step 00080000 L_out=0.029 Acc=0.97 ---315660.64 ms/batch
Round 5 | epoch=29, train costTime=335.7334485054016, | total_activation_sum=9010178
Round 5 | epoch=30, current m_iou=0.6643282977858431
Round 5 | Best m_IoU is: 0.664, OA is: 0.914 | val costTime=134.66379976272583
Round 5 | ****EPOCH 30****
Round 6 | ****EPOCH 0****
Step 00080050 L_out=0.080 Acc=0.85 --- 4965.55 ms/batch
Step 00080100 L_out=0.496 Acc=0.70 ---30316.24 ms/batch
Step 00080150 L_out=0.060 Acc=0.91 ---55654.14 ms/batch
Step 00080200 L_out=0.242 Acc=0.68 ---81489.10 ms/batch
Step 00080250 L_out=0.103 Acc=0.93 ---107188.51 ms/batch
Step 00080300 L_out=0.200 Acc=0.89 ---132535.69 ms/batch
Step 00080350 L_out=0.367 Acc=0.74 ---158476.93 ms/batch
Step 00080400 L_out=0.377 Acc=0.67 ---182459.57 ms/batch
Step 00080450 L_out=0.209 Acc=0.85 ---207843.62 ms/batch
Step 00080500 L_out=0.324 Acc=0.79 ---232952.25 ms/batch
Step 00080550 L_out=0.231 Acc=0.76 ---258211.80 ms/batch
Step 00080600 L_out=0.889 Acc=0.83 ---283484.23 ms/batch
Step 00080650 L_out=0.115 Acc=0.92 ---308626.59 ms/batch
Step 00080700 L_out=0.226 Acc=0.79 ---333911.86 ms/batch
Round 6 | epoch=0, train costTime=337.47637152671814, | total_activation_sum=11496914
Round 6 | epoch=1, current m_iou=0.6399104008660659
Round 6 | Best m_IoU is: 0.640, OA is: 0.897 | val costTime=133.72369122505188
Round 6 | ****EPOCH 1****
Step 00080750 L_out=0.195 Acc=0.86 ---21850.74 ms/batch
Step 00080800 L_out=0.099 Acc=0.85 ---47249.83 ms/batch
Step 00080850 L_out=0.350 Acc=0.78 ---72889.38 ms/batch
Step 00080900 L_out=0.172 Acc=0.88 ---98019.94 ms/batch
Step 00080950 L_out=0.296 Acc=0.86 ---123728.28 ms/batch
Step 00081000 L_out=0.095 Acc=0.89 ---149220.97 ms/batch
Step 00081050 L_out=0.247 Acc=0.92 ---172672.11 ms/batch
Step 00081100 L_out=0.280 Acc=0.88 ---197750.67 ms/batch
Step 00081150 L_out=0.153 Acc=0.88 ---223359.62 ms/batch
Step 00081200 L_out=0.153 Acc=0.79 ---248902.52 ms/batch
Step 00081250 L_out=0.422 Acc=0.77 ---274031.75 ms/batch
Step 00081300 L_out=0.264 Acc=0.75 ---299288.10 ms/batch
Step 00081350 L_out=0.521 Acc=0.81 ---324513.75 ms/batch
Round 6 | epoch=1, train costTime=336.7240836620331, | total_activation_sum=10863215
Round 6 | epoch=2, current m_iou=0.6677657693041195
Round 6 | Best m_IoU is: 0.668, OA is: 0.910 | val costTime=133.8903512954712
Round 6 | ****EPOCH 2****
Step 00081400 L_out=0.462 Acc=0.80 ---13167.36 ms/batch
Step 00081450 L_out=0.088 Acc=0.87 ---38301.90 ms/batch
Step 00081500 L_out=0.060 Acc=0.87 ---63788.61 ms/batch
Step 00081550 L_out=0.038 Acc=0.90 ---88891.16 ms/batch
Step 00081600 L_out=0.132 Acc=0.91 ---114593.72 ms/batch
Step 00081650 L_out=0.071 Acc=0.85 ---140090.82 ms/batch
Step 00081700 L_out=0.278 Acc=0.72 ---164025.05 ms/batch
Step 00081750 L_out=0.089 Acc=0.91 ---189438.75 ms/batch
Step 00081800 L_out=0.095 Acc=0.87 ---214790.10 ms/batch
Step 00081850 L_out=0.247 Acc=0.88 ---240191.19 ms/batch
Step 00081900 L_out=0.229 Acc=0.87 ---265662.56 ms/batch
Step 00081950 L_out=0.117 Acc=0.68 ---290995.78 ms/batch
Step 00082000 L_out=0.104 Acc=0.91 ---316441.99 ms/batch
Round 6 | epoch=2, train costTime=337.2376594543457, | total_activation_sum=10743809
Round 6 | epoch=3, current m_iou=0.643053585279659
Round 6 | Best m_IoU is: 0.668, OA is: 0.910 | val costTime=133.6230115890503
Round 6 | ****EPOCH 3****
Step 00082050 L_out=0.111 Acc=0.88 --- 4575.95 ms/batch
Step 00082100 L_out=0.254 Acc=0.85 ---29868.05 ms/batch
Step 00082150 L_out=0.176 Acc=0.79 ---55635.69 ms/batch
Step 00082200 L_out=0.086 Acc=0.93 ---81005.97 ms/batch
Step 00082250 L_out=0.062 Acc=0.88 ---106267.85 ms/batch
Step 00082300 L_out=0.189 Acc=0.89 ---131822.23 ms/batch
Step 00082350 L_out=0.124 Acc=0.90 ---155283.41 ms/batch
Step 00082400 L_out=0.328 Acc=0.86 ---180895.29 ms/batch
Step 00082450 L_out=0.087 Acc=0.93 ---206213.90 ms/batch
Step 00082500 L_out=0.917 Acc=0.72 ---231202.53 ms/batch
Step 00082550 L_out=0.161 Acc=0.90 ---256748.71 ms/batch
Step 00082600 L_out=0.209 Acc=0.89 ---282055.07 ms/batch
Step 00082650 L_out=0.055 Acc=0.85 ---307242.86 ms/batch
Step 00082700 L_out=0.075 Acc=0.91 ---332456.54 ms/batch
Round 6 | epoch=3, train costTime=336.47070932388306, | total_activation_sum=10891910
Round 6 | epoch=4, current m_iou=0.6440010568244436
Round 6 | Best m_IoU is: 0.668, OA is: 0.910 | val costTime=134.08680605888367
Round 6 | ****EPOCH 4****
Step 00082750 L_out=0.633 Acc=0.89 ---21140.72 ms/batch
Step 00082800 L_out=0.086 Acc=0.92 ---46795.66 ms/batch
Step 00082850 L_out=0.067 Acc=0.92 ---71952.63 ms/batch
Step 00082900 L_out=0.089 Acc=0.89 ---97631.37 ms/batch
Step 00082950 L_out=0.025 Acc=0.96 ---123146.84 ms/batch
Step 00083000 L_out=0.089 Acc=0.91 ---146687.02 ms/batch
Step 00083050 L_out=0.023 Acc=0.94 ---171693.41 ms/batch
Step 00083100 L_out=0.111 Acc=0.92 ---197002.47 ms/batch
Step 00083150 L_out=0.150 Acc=0.86 ---222150.29 ms/batch
Step 00083200 L_out=0.052 Acc=0.91 ---247560.39 ms/batch
Step 00083250 L_out=0.096 Acc=0.82 ---272831.13 ms/batch
Step 00083300 L_out=0.039 Acc=0.94 ---298008.13 ms/batch
Step 00083350 L_out=0.167 Acc=0.95 ---322998.00 ms/batch
Round 6 | epoch=4, train costTime=335.74057626724243, | total_activation_sum=10835149
Round 6 | epoch=5, current m_iou=0.6425413095495354
Round 6 | Best m_IoU is: 0.668, OA is: 0.910 | val costTime=133.21598768234253
Round 6 | ****EPOCH 5****
Step 00083400 L_out=0.113 Acc=0.89 ---12920.86 ms/batch
Step 00083450 L_out=0.247 Acc=0.82 ---38498.58 ms/batch
Step 00083500 L_out=0.291 Acc=0.82 ---64011.53 ms/batch
Step 00083550 L_out=0.263 Acc=0.84 ---89408.23 ms/batch
Step 00083600 L_out=0.094 Acc=0.90 ---115001.78 ms/batch
Step 00083650 L_out=0.039 Acc=0.88 ---138778.72 ms/batch
Step 00083700 L_out=0.059 Acc=0.90 ---164280.38 ms/batch
Step 00083750 L_out=0.019 Acc=0.94 ---189850.03 ms/batch
Step 00083800 L_out=0.094 Acc=0.90 ---215085.52 ms/batch
Step 00083850 L_out=0.921 Acc=0.47 ---240332.08 ms/batch
Step 00083900 L_out=0.049 Acc=0.96 ---265553.27 ms/batch
Step 00083950 L_out=0.061 Acc=0.88 ---290814.89 ms/batch
Step 00084000 L_out=0.286 Acc=0.91 ---315924.91 ms/batch
Round 6 | epoch=5, train costTime=337.3963589668274, | total_activation_sum=10788636
Round 6 | epoch=6, current m_iou=0.6541426435505204
Round 6 | Best m_IoU is: 0.668, OA is: 0.910 | val costTime=133.9438123703003
Round 6 | ****EPOCH 6****
Step 00084050 L_out=0.182 Acc=0.90 --- 3978.99 ms/batch
Step 00084100 L_out=0.169 Acc=0.92 ---30099.38 ms/batch
Step 00084150 L_out=0.137 Acc=0.90 ---55626.14 ms/batch
Step 00084200 L_out=0.046 Acc=0.91 ---80711.62 ms/batch
Step 00084250 L_out=0.247 Acc=0.87 ---106646.76 ms/batch
Step 00084300 L_out=0.276 Acc=0.86 ---130293.96 ms/batch
Step 00084350 L_out=0.104 Acc=0.90 ---155691.22 ms/batch
Step 00084400 L_out=0.068 Acc=0.92 ---181139.92 ms/batch
Step 00084450 L_out=0.090 Acc=0.92 ---206225.03 ms/batch
Step 00084500 L_out=0.079 Acc=0.89 ---231258.80 ms/batch
Step 00084550 L_out=0.121 Acc=0.91 ---256397.29 ms/batch
Step 00084600 L_out=0.206 Acc=0.87 ---281717.27 ms/batch
Step 00084650 L_out=0.144 Acc=0.93 ---307316.62 ms/batch
Step 00084700 L_out=0.057 Acc=0.89 ---332652.90 ms/batch
Round 6 | epoch=6, train costTime=337.2452805042267, | total_activation_sum=10948384
Round 6 | epoch=7, current m_iou=0.6565430429817728
Round 6 | Best m_IoU is: 0.668, OA is: 0.910 | val costTime=133.97316646575928
Round 6 | ****EPOCH 7****
Step 00084750 L_out=0.154 Acc=0.89 ---20730.95 ms/batch
Step 00084800 L_out=0.112 Acc=0.84 ---46293.50 ms/batch
Step 00084850 L_out=0.096 Acc=0.93 ---72341.01 ms/batch
Step 00084900 L_out=0.225 Acc=0.87 ---97642.32 ms/batch
Step 00084950 L_out=0.131 Acc=0.84 ---121438.65 ms/batch
Step 00085000 L_out=0.119 Acc=0.91 ---146770.26 ms/batch
Step 00085050 L_out=0.061 Acc=0.88 ---172280.85 ms/batch
Step 00085100 L_out=0.126 Acc=0.80 ---197589.18 ms/batch
Step 00085150 L_out=0.026 Acc=0.96 ---223076.94 ms/batch
Step 00085200 L_out=0.105 Acc=0.88 ---248261.05 ms/batch
Step 00085250 L_out=0.163 Acc=0.82 ---273786.32 ms/batch
Step 00085300 L_out=0.048 Acc=0.89 ---299171.79 ms/batch
Step 00085350 L_out=0.149 Acc=0.80 ---324261.01 ms/batch
Round 6 | epoch=7, train costTime=337.40292096138, | total_activation_sum=10843632
Round 6 | epoch=8, current m_iou=0.6532945991560132
Round 6 | Best m_IoU is: 0.668, OA is: 0.910 | val costTime=133.83124113082886
Round 6 | ****EPOCH 8****
Step 00085400 L_out=0.019 Acc=0.91 ---12451.13 ms/batch
Step 00085450 L_out=0.150 Acc=0.90 ---38185.29 ms/batch
Step 00085500 L_out=0.169 Acc=0.91 ---63954.75 ms/batch
Step 00085550 L_out=0.408 Acc=0.89 ---89234.17 ms/batch
Step 00085600 L_out=0.085 Acc=0.90 ---112918.45 ms/batch
Step 00085650 L_out=0.170 Acc=0.90 ---138468.71 ms/batch
Step 00085700 L_out=0.128 Acc=0.94 ---163668.74 ms/batch
Step 00085750 L_out=0.042 Acc=0.94 ---188993.39 ms/batch
Step 00085800 L_out=0.044 Acc=0.83 ---214301.05 ms/batch
Step 00085850 L_out=0.162 Acc=0.90 ---239733.17 ms/batch
Step 00085900 L_out=0.522 Acc=0.87 ---265069.58 ms/batch
Step 00085950 L_out=0.159 Acc=0.78 ---290108.73 ms/batch
Step 00086000 L_out=0.259 Acc=0.85 ---315497.74 ms/batch
Round 6 | epoch=8, train costTime=337.2291293144226, | total_activation_sum=10817703
Round 6 | epoch=9, current m_iou=0.653486191542451
Round 6 | Best m_IoU is: 0.668, OA is: 0.910 | val costTime=133.6267454624176
Round 6 | ****EPOCH 9****
Step 00086050 L_out=0.083 Acc=0.90 --- 3554.73 ms/batch
Step 00086100 L_out=0.114 Acc=0.83 ---29122.97 ms/batch
Step 00086150 L_out=0.204 Acc=0.90 ---54447.49 ms/batch
Step 00086200 L_out=0.191 Acc=0.89 ---80233.94 ms/batch
Step 00086250 L_out=0.077 Acc=0.91 ---103912.65 ms/batch
Step 00086300 L_out=0.019 Acc=0.95 ---128995.50 ms/batch
Step 00086350 L_out=0.039 Acc=0.93 ---154620.86 ms/batch
Step 00086400 L_out=0.153 Acc=0.89 ---180078.22 ms/batch
Step 00086450 L_out=0.079 Acc=0.88 ---205309.81 ms/batch
Step 00086500 L_out=0.119 Acc=0.94 ---230645.67 ms/batch
Step 00086550 L_out=0.073 Acc=0.91 ---255778.89 ms/batch
Step 00086600 L_out=0.055 Acc=0.80 ---281362.19 ms/batch
Step 00086650 L_out=0.099 Acc=0.87 ---306774.98 ms/batch
Step 00086700 L_out=0.202 Acc=0.89 ---332051.39 ms/batch
Round 6 | epoch=9, train costTime=337.0923686027527, | total_activation_sum=10794386
Round 6 | epoch=10, current m_iou=0.6610624653627584
Round 6 | Best m_IoU is: 0.668, OA is: 0.910 | val costTime=134.02792286872864
Round 6 | ****EPOCH 10****
Step 00086750 L_out=0.065 Acc=0.92 ---20731.08 ms/batch
Step 00086800 L_out=0.568 Acc=0.85 ---46066.53 ms/batch
Step 00086850 L_out=0.062 Acc=0.84 ---71215.39 ms/batch
Step 00086900 L_out=0.090 Acc=0.90 ---95371.59 ms/batch
Step 00086950 L_out=0.086 Acc=0.93 ---120309.49 ms/batch
Step 00087000 L_out=0.114 Acc=0.92 ---145679.00 ms/batch
Step 00087050 L_out=0.025 Acc=0.96 ---171020.06 ms/batch
Step 00087100 L_out=0.071 Acc=0.90 ---195926.14 ms/batch
Step 00087150 L_out=0.053 Acc=0.93 ---221055.18 ms/batch
Step 00087200 L_out=0.047 Acc=0.95 ---246340.48 ms/batch
Step 00087250 L_out=0.092 Acc=0.91 ---271755.62 ms/batch
Step 00087300 L_out=0.188 Acc=0.89 ---297104.19 ms/batch
Step 00087350 L_out=0.135 Acc=0.90 ---322320.87 ms/batch
Round 6 | epoch=10, train costTime=335.92912912368774, | total_activation_sum=10895690
Round 6 | epoch=11, current m_iou=0.6571011856517874
Round 6 | Best m_IoU is: 0.668, OA is: 0.910 | val costTime=133.97545385360718
Round 6 | ****EPOCH 11****
Step 00087400 L_out=0.157 Acc=0.87 ---11436.24 ms/batch
Step 00087450 L_out=0.277 Acc=0.82 ---36971.79 ms/batch
Step 00087500 L_out=0.081 Acc=0.89 ---62736.58 ms/batch
Step 00087550 L_out=0.258 Acc=0.86 ---86991.48 ms/batch
Step 00087600 L_out=0.026 Acc=0.88 ---111542.68 ms/batch
Step 00087650 L_out=0.098 Acc=0.93 ---136644.40 ms/batch
Step 00087700 L_out=0.068 Acc=0.85 ---161648.80 ms/batch
Step 00087750 L_out=0.078 Acc=0.90 ---186843.72 ms/batch
Step 00087800 L_out=0.088 Acc=0.90 ---212207.98 ms/batch
Step 00087850 L_out=0.027 Acc=0.91 ---237471.01 ms/batch
Step 00087900 L_out=0.072 Acc=0.93 ---262881.44 ms/batch
Step 00087950 L_out=0.038 Acc=0.92 ---288122.50 ms/batch
Step 00088000 L_out=0.068 Acc=0.92 ---313489.34 ms/batch
Round 6 | epoch=11, train costTime=335.7111301422119, | total_activation_sum=10870066
Round 6 | epoch=12, current m_iou=0.659102649452636
Round 6 | Best m_IoU is: 0.668, OA is: 0.910 | val costTime=133.62289428710938
Round 6 | ****EPOCH 12****
Step 00088050 L_out=0.049 Acc=0.94 --- 3014.40 ms/batch
Step 00088100 L_out=0.121 Acc=0.85 ---28466.66 ms/batch
Step 00088150 L_out=0.038 Acc=0.94 ---53675.19 ms/batch
Step 00088200 L_out=0.044 Acc=0.91 ---78745.17 ms/batch
Step 00088250 L_out=0.116 Acc=0.94 ---102780.04 ms/batch
Step 00088300 L_out=0.068 Acc=0.79 ---128357.02 ms/batch
Step 00088350 L_out=0.088 Acc=0.93 ---153865.90 ms/batch
Step 00088400 L_out=0.150 Acc=0.93 ---179202.75 ms/batch
Step 00088450 L_out=0.072 Acc=0.95 ---204489.90 ms/batch
Step 00088500 L_out=0.026 Acc=0.94 ---230089.32 ms/batch
Step 00088550 L_out=0.072 Acc=0.94 ---255517.17 ms/batch
Step 00088600 L_out=0.073 Acc=0.93 ---280907.80 ms/batch
Step 00088650 L_out=0.098 Acc=0.88 ---306606.36 ms/batch
Step 00088700 L_out=0.123 Acc=0.90 ---331557.98 ms/batch
Round 6 | epoch=12, train costTime=337.1463508605957, | total_activation_sum=10814443
Round 6 | epoch=13, current m_iou=0.6588842489689923
Round 6 | Best m_IoU is: 0.668, OA is: 0.910 | val costTime=133.66395711898804
Round 6 | ****EPOCH 13****
Step 00088750 L_out=0.017 Acc=0.91 ---19856.25 ms/batch
Step 00088800 L_out=0.015 Acc=0.96 ---45514.13 ms/batch
Step 00088850 L_out=0.201 Acc=0.89 ---70919.69 ms/batch
Step 00088900 L_out=0.140 Acc=0.89 ---94624.64 ms/batch
Step 00088950 L_out=0.367 Acc=0.78 ---120066.52 ms/batch
Step 00089000 L_out=0.120 Acc=0.95 ---145281.39 ms/batch
Step 00089050 L_out=0.030 Acc=0.88 ---170393.22 ms/batch
Step 00089100 L_out=0.196 Acc=0.91 ---195477.52 ms/batch
Step 00089150 L_out=0.056 Acc=0.93 ---220679.98 ms/batch
Step 00089200 L_out=0.111 Acc=0.88 ---245979.48 ms/batch
Step 00089250 L_out=0.096 Acc=0.88 ---271367.80 ms/batch
Step 00089300 L_out=0.143 Acc=0.89 ---296425.94 ms/batch
Step 00089350 L_out=0.119 Acc=0.93 ---321609.10 ms/batch
Round 6 | epoch=13, train costTime=335.61518120765686, | total_activation_sum=10904887
Round 6 | epoch=14, current m_iou=0.6637937595429282
Round 6 | Best m_IoU is: 0.668, OA is: 0.910 | val costTime=134.47721004486084
Round 6 | ****EPOCH 14****
Step 00089400 L_out=0.059 Acc=0.92 ---11205.04 ms/batch
Step 00089450 L_out=0.052 Acc=0.95 ---36633.99 ms/batch
Step 00089500 L_out=0.167 Acc=0.90 ---61858.48 ms/batch
Step 00089550 L_out=0.097 Acc=0.92 ---85628.39 ms/batch
Step 00089600 L_out=0.064 Acc=0.91 ---110970.93 ms/batch
Step 00089650 L_out=0.183 Acc=0.87 ---136419.92 ms/batch
Step 00089700 L_out=0.183 Acc=0.94 ---161526.03 ms/batch
Step 00089750 L_out=0.113 Acc=0.93 ---186762.97 ms/batch
Step 00089800 L_out=0.062 Acc=0.96 ---212103.07 ms/batch
Step 00089850 L_out=0.080 Acc=0.92 ---237232.12 ms/batch
Step 00089900 L_out=0.061 Acc=0.95 ---262573.10 ms/batch
Step 00089950 L_out=0.146 Acc=0.87 ---288130.64 ms/batch
Step 00090000 L_out=0.048 Acc=0.91 ---313366.02 ms/batch
Round 6 | epoch=14, train costTime=336.13784861564636, | total_activation_sum=10778418
Round 6 | epoch=15, current m_iou=0.6628864724622121
Round 6 | Best m_IoU is: 0.668, OA is: 0.910 | val costTime=133.40784358978271
Round 6 | ****EPOCH 15****
Step 00090050 L_out=0.072 Acc=0.89 --- 2491.19 ms/batch
Step 00090100 L_out=0.090 Acc=0.96 ---27993.26 ms/batch
Step 00090150 L_out=0.287 Acc=0.88 ---53397.05 ms/batch
Step 00090200 L_out=0.106 Acc=0.85 ---77142.45 ms/batch
Step 00090250 L_out=0.021 Acc=0.96 ---102650.16 ms/batch
Step 00090300 L_out=0.080 Acc=0.89 ---127745.82 ms/batch
Step 00090350 L_out=0.084 Acc=0.94 ---153159.78 ms/batch
Step 00090400 L_out=0.071 Acc=0.92 ---178736.32 ms/batch
Step 00090450 L_out=0.155 Acc=0.85 ---204193.58 ms/batch
Step 00090500 L_out=0.107 Acc=0.87 ---229404.42 ms/batch
Step 00090550 L_out=0.115 Acc=0.92 ---254862.27 ms/batch
Step 00090600 L_out=0.071 Acc=0.88 ---280203.04 ms/batch
Step 00090650 L_out=0.052 Acc=0.91 ---305521.10 ms/batch
Step 00090700 L_out=0.098 Acc=0.86 ---330790.66 ms/batch
Round 6 | epoch=15, train costTime=336.8413631916046, | total_activation_sum=10889238
Round 6 | epoch=16, current m_iou=0.6669586686200152
Round 6 | Best m_IoU is: 0.668, OA is: 0.910 | val costTime=134.91391777992249
Round 6 | ****EPOCH 16****
Step 00090750 L_out=0.092 Acc=0.92 ---19659.41 ms/batch
Step 00090800 L_out=0.039 Acc=0.94 ---45202.73 ms/batch
Step 00090850 L_out=0.015 Acc=0.93 ---68558.43 ms/batch
Step 00090900 L_out=0.426 Acc=0.82 ---91009.25 ms/batch
Step 00090950 L_out=0.101 Acc=0.90 ---113597.94 ms/batch
Step 00091000 L_out=0.069 Acc=0.88 ---136486.22 ms/batch
Step 00091050 L_out=0.120 Acc=0.85 ---158443.80 ms/batch
Step 00091100 L_out=0.084 Acc=0.81 ---180640.54 ms/batch
Step 00091150 L_out=0.036 Acc=0.94 ---202923.16 ms/batch
Step 00091200 L_out=0.059 Acc=0.93 ---225396.17 ms/batch
Step 00091250 L_out=0.192 Acc=0.82 ---247718.45 ms/batch
Step 00091300 L_out=0.081 Acc=0.94 ---269991.83 ms/batch
Step 00091350 L_out=0.051 Acc=0.89 ---292114.60 ms/batch
Round 6 | epoch=16, train costTime=304.85077595710754, | total_activation_sum=10890672
Round 6 | epoch=17, current m_iou=0.6652817628198928
Round 6 | Best m_IoU is: 0.668, OA is: 0.910 | val costTime=120.06319785118103
Round 6 | ****EPOCH 17****
Step 00091400 L_out=0.072 Acc=0.87 --- 9326.77 ms/batch
Step 00091450 L_out=0.039 Acc=0.96 ---31487.63 ms/batch
Step 00091500 L_out=0.148 Acc=0.86 ---53783.12 ms/batch
Step 00091550 L_out=0.160 Acc=0.84 ---75889.49 ms/batch
Step 00091600 L_out=0.193 Acc=0.92 ---98094.79 ms/batch
Step 00091650 L_out=0.097 Acc=0.89 ---120408.99 ms/batch
Step 00091700 L_out=0.067 Acc=0.86 ---142522.63 ms/batch
Step 00091750 L_out=0.196 Acc=0.88 ---164755.57 ms/batch
Step 00091800 L_out=0.016 Acc=0.95 ---187158.10 ms/batch
Step 00091850 L_out=0.061 Acc=0.93 ---209582.76 ms/batch
Step 00091900 L_out=0.051 Acc=0.85 ---231844.30 ms/batch
Step 00091950 L_out=0.061 Acc=0.92 ---253838.18 ms/batch
Step 00092000 L_out=0.053 Acc=0.91 ---276207.47 ms/batch
Round 6 | epoch=17, train costTime=296.57691621780396, | total_activation_sum=10800026
Round 6 | epoch=18, current m_iou=0.6627852859155288
Round 6 | Best m_IoU is: 0.668, OA is: 0.910 | val costTime=120.12350511550903
Round 6 | ****EPOCH 18****
Step 00092050 L_out=0.023 Acc=0.90 --- 1817.68 ms/batch
Step 00092100 L_out=0.020 Acc=0.95 ---25409.08 ms/batch
Step 00092150 L_out=0.097 Acc=0.91 ---51010.71 ms/batch
Step 00092200 L_out=0.062 Acc=0.97 ---76649.41 ms/batch
Step 00092250 L_out=0.141 Acc=0.92 ---102120.59 ms/batch
Step 00092300 L_out=0.034 Acc=0.92 ---127375.10 ms/batch
Step 00092350 L_out=0.065 Acc=0.91 ---152820.48 ms/batch
Step 00092400 L_out=0.045 Acc=0.93 ---178199.02 ms/batch
Step 00092450 L_out=0.068 Acc=0.93 ---203877.16 ms/batch
Step 00092500 L_out=0.367 Acc=0.92 ---229214.04 ms/batch
Step 00092550 L_out=0.116 Acc=0.88 ---254571.27 ms/batch
Step 00092600 L_out=0.145 Acc=0.92 ---279928.54 ms/batch
Step 00092650 L_out=0.085 Acc=0.94 ---305457.27 ms/batch
Step 00092700 L_out=0.039 Acc=0.93 ---330801.76 ms/batch
Round 6 | epoch=18, train costTime=337.32838439941406, | total_activation_sum=10845145
Round 6 | epoch=19, current m_iou=0.6629116173171413
Round 6 | Best m_IoU is: 0.668, OA is: 0.910 | val costTime=133.04397797584534
Round 6 | ****EPOCH 19****
Step 00092750 L_out=0.125 Acc=0.93 ---17042.36 ms/batch
Step 00092800 L_out=0.072 Acc=0.97 ---42513.33 ms/batch
Step 00092850 L_out=0.026 Acc=0.91 ---67766.45 ms/batch
Step 00092900 L_out=0.077 Acc=0.92 ---93337.25 ms/batch
Step 00092950 L_out=0.036 Acc=0.87 ---118547.38 ms/batch
Step 00093000 L_out=0.070 Acc=0.94 ---143709.58 ms/batch
Step 00093050 L_out=0.105 Acc=0.95 ---168892.64 ms/batch
Step 00093100 L_out=0.161 Acc=0.89 ---194189.83 ms/batch
Step 00093150 L_out=0.028 Acc=0.90 ---219491.52 ms/batch
Step 00093200 L_out=0.035 Acc=0.93 ---244743.80 ms/batch
Step 00093250 L_out=0.060 Acc=0.93 ---270054.90 ms/batch
Step 00093300 L_out=0.127 Acc=0.90 ---295624.11 ms/batch
Step 00093350 L_out=0.098 Acc=0.84 ---320787.26 ms/batch
Round 6 | epoch=19, train costTime=335.73536133766174, | total_activation_sum=10867875
Round 6 | epoch=20, current m_iou=0.6636811160349891
Round 6 | Best m_IoU is: 0.668, OA is: 0.910 | val costTime=133.46250939369202
Round 6 | ****EPOCH 20****
Step 00093400 L_out=0.072 Acc=0.96 --- 8909.49 ms/batch
Step 00093450 L_out=0.110 Acc=0.91 ---33861.89 ms/batch
Step 00093500 L_out=0.020 Acc=0.94 ---59267.50 ms/batch
Step 00093550 L_out=0.032 Acc=0.92 ---84410.89 ms/batch
Step 00093600 L_out=0.234 Acc=0.90 ---109931.90 ms/batch
Step 00093650 L_out=0.052 Acc=0.94 ---135331.66 ms/batch
Step 00093700 L_out=0.244 Acc=0.90 ---160557.79 ms/batch
Step 00093750 L_out=0.013 Acc=0.95 ---185601.97 ms/batch
Step 00093800 L_out=0.055 Acc=0.91 ---210821.72 ms/batch
Step 00093850 L_out=0.031 Acc=0.80 ---236165.56 ms/batch
Step 00093900 L_out=0.019 Acc=0.91 ---261383.11 ms/batch
Step 00093950 L_out=0.156 Acc=0.88 ---286537.28 ms/batch
Step 00094000 L_out=0.042 Acc=0.93 ---311888.60 ms/batch
Round 6 | epoch=20, train costTime=335.8064465522766, | total_activation_sum=10739709
Round 6 | epoch=21, current m_iou=0.664507443195322
Round 6 | Best m_IoU is: 0.668, OA is: 0.910 | val costTime=133.90619540214539
Round 6 | ****EPOCH 21****
Step 00094050 L_out=0.037 Acc=0.91 --- 1357.55 ms/batch
Step 00094100 L_out=0.050 Acc=0.91 ---25158.47 ms/batch
Step 00094150 L_out=0.096 Acc=0.95 ---50231.78 ms/batch
Step 00094200 L_out=0.085 Acc=0.94 ---75528.83 ms/batch
Step 00094250 L_out=0.077 Acc=0.92 ---100663.31 ms/batch
Step 00094300 L_out=0.135 Acc=0.93 ---126050.56 ms/batch
Step 00094350 L_out=0.084 Acc=0.89 ---151253.29 ms/batch
Step 00094400 L_out=0.618 Acc=0.84 ---176823.06 ms/batch
Step 00094450 L_out=0.049 Acc=0.95 ---202114.31 ms/batch
Step 00094500 L_out=0.020 Acc=0.93 ---227357.98 ms/batch
Step 00094550 L_out=0.030 Acc=0.96 ---252548.06 ms/batch
Step 00094600 L_out=0.108 Acc=0.90 ---277817.79 ms/batch
Step 00094650 L_out=0.036 Acc=0.95 ---303310.48 ms/batch
Step 00094700 L_out=0.045 Acc=0.91 ---328593.16 ms/batch
Round 6 | epoch=21, train costTime=335.7903559207916, | total_activation_sum=10814558
Round 6 | epoch=22, current m_iou=0.6639831789968706
Round 6 | Best m_IoU is: 0.668, OA is: 0.910 | val costTime=129.4968752861023
Round 6 | ****EPOCH 22****
Step 00094750 L_out=0.066 Acc=0.92 ---16600.93 ms/batch
Step 00094800 L_out=0.078 Acc=0.91 ---41811.03 ms/batch
Step 00094850 L_out=0.036 Acc=0.91 ---67103.57 ms/batch
Step 00094900 L_out=0.017 Acc=0.95 ---92389.84 ms/batch
Step 00094950 L_out=0.043 Acc=0.94 ---117884.80 ms/batch
Step 00095000 L_out=0.237 Acc=0.88 ---142966.19 ms/batch
Step 00095050 L_out=0.050 Acc=0.89 ---168281.26 ms/batch
Step 00095100 L_out=0.070 Acc=0.85 ---193558.06 ms/batch
Step 00095150 L_out=0.086 Acc=0.93 ---218807.16 ms/batch
Step 00095200 L_out=0.082 Acc=0.90 ---244262.69 ms/batch
Step 00095250 L_out=0.021 Acc=0.94 ---269522.50 ms/batch
Step 00095300 L_out=0.056 Acc=0.90 ---295270.75 ms/batch
Step 00095350 L_out=0.066 Acc=0.89 ---320568.58 ms/batch
Round 6 | epoch=22, train costTime=336.22823309898376, | total_activation_sum=10982692
Round 6 | epoch=23, current m_iou=0.6660618553020882
Round 6 | Best m_IoU is: 0.668, OA is: 0.910 | val costTime=133.9732255935669
Round 6 | ****EPOCH 23****
Step 00095400 L_out=0.063 Acc=0.91 --- 8424.21 ms/batch
Step 00095450 L_out=0.031 Acc=0.94 ---33713.19 ms/batch
Step 00095500 L_out=0.027 Acc=0.93 ---58966.53 ms/batch
Step 00095550 L_out=0.056 Acc=0.95 ---84176.97 ms/batch
Step 00095600 L_out=0.104 Acc=0.92 ---109952.64 ms/batch
Step 00095650 L_out=0.097 Acc=0.92 ---135134.87 ms/batch
Step 00095700 L_out=0.059 Acc=0.83 ---160560.97 ms/batch
Step 00095750 L_out=0.043 Acc=0.93 ---185938.24 ms/batch
Step 00095800 L_out=0.046 Acc=0.97 ---211038.96 ms/batch
Step 00095850 L_out=0.038 Acc=0.86 ---236439.01 ms/batch
Step 00095900 L_out=0.011 Acc=0.92 ---261779.12 ms/batch
Step 00095950 L_out=0.206 Acc=0.84 ---286921.28 ms/batch
Step 00096000 L_out=0.051 Acc=0.91 ---312094.03 ms/batch
Round 6 | epoch=23, train costTime=336.50330877304077, | total_activation_sum=10887882
Round 6 | epoch=24, current m_iou=0.6611717484642778
Round 6 | Best m_IoU is: 0.668, OA is: 0.910 | val costTime=130.32250428199768
Round 6 | ****EPOCH 24****
Step 00096050 L_out=0.080 Acc=0.94 ---  906.30 ms/batch
Step 00096100 L_out=0.134 Acc=0.90 ---24822.95 ms/batch
Step 00096150 L_out=0.030 Acc=0.92 ---50145.86 ms/batch
Step 00096200 L_out=0.131 Acc=0.92 ---75466.81 ms/batch
Step 00096250 L_out=0.017 Acc=0.98 ---100662.88 ms/batch
Step 00096300 L_out=0.074 Acc=0.95 ---125845.01 ms/batch
Step 00096350 L_out=0.052 Acc=0.89 ---151068.90 ms/batch
Step 00096400 L_out=0.055 Acc=0.94 ---176308.59 ms/batch
Step 00096450 L_out=0.074 Acc=0.95 ---201497.46 ms/batch
Step 00096500 L_out=0.124 Acc=0.93 ---226734.83 ms/batch
Step 00096550 L_out=0.242 Acc=0.92 ---252160.68 ms/batch
Step 00096600 L_out=0.188 Acc=0.94 ---277330.44 ms/batch
Step 00096650 L_out=0.049 Acc=0.94 ---302993.97 ms/batch
Step 00096700 L_out=0.023 Acc=0.96 ---328184.49 ms/batch
Round 6 | epoch=24, train costTime=335.7329933643341, | total_activation_sum=10782558
Round 6 | epoch=25, current m_iou=0.663090406539319
Round 6 | Best m_IoU is: 0.668, OA is: 0.910 | val costTime=136.6057689189911
Round 6 | ****EPOCH 25****
Step 00096750 L_out=0.046 Acc=0.88 ---16490.06 ms/batch
Step 00096800 L_out=0.050 Acc=0.92 ---41968.36 ms/batch
Step 00096850 L_out=0.205 Acc=0.87 ---67112.30 ms/batch
Step 00096900 L_out=0.075 Acc=0.90 ---92348.69 ms/batch
Step 00096950 L_out=0.119 Acc=0.89 ---117528.61 ms/batch
Step 00097000 L_out=0.072 Acc=0.92 ---142898.84 ms/batch
Step 00097050 L_out=0.014 Acc=0.93 ---167949.12 ms/batch
Step 00097100 L_out=0.114 Acc=0.91 ---193696.92 ms/batch
Step 00097150 L_out=0.059 Acc=0.92 ---219039.87 ms/batch
Step 00097200 L_out=0.079 Acc=0.90 ---244271.37 ms/batch
Step 00097250 L_out=0.072 Acc=0.81 ---269772.82 ms/batch
Step 00097300 L_out=0.088 Acc=0.97 ---294791.14 ms/batch
Step 00097350 L_out=0.168 Acc=0.88 ---320158.39 ms/batch
Round 6 | epoch=25, train costTime=336.3023319244385, | total_activation_sum=10827455
Round 6 | epoch=26, current m_iou=0.6595758971988197
Round 6 | Best m_IoU is: 0.668, OA is: 0.910 | val costTime=132.45178604125977
Round 6 | ****EPOCH 26****
Step 00097400 L_out=0.040 Acc=0.90 --- 8005.17 ms/batch
Step 00097450 L_out=0.026 Acc=0.90 ---33457.38 ms/batch
Step 00097500 L_out=0.054 Acc=0.92 ---58907.24 ms/batch
Step 00097550 L_out=0.029 Acc=0.95 ---84219.04 ms/batch
Step 00097600 L_out=0.061 Acc=0.82 ---109488.89 ms/batch
Step 00097650 L_out=0.050 Acc=0.91 ---134870.22 ms/batch
Step 00097700 L_out=0.058 Acc=0.92 ---160403.35 ms/batch
Step 00097750 L_out=0.083 Acc=0.94 ---186069.01 ms/batch
Step 00097800 L_out=0.086 Acc=0.93 ---211597.75 ms/batch
Step 00097850 L_out=0.017 Acc=0.93 ---236653.49 ms/batch
Step 00097900 L_out=0.074 Acc=0.96 ---261945.80 ms/batch
Step 00097950 L_out=0.029 Acc=0.94 ---287417.86 ms/batch
Step 00098000 L_out=0.098 Acc=0.94 ---312852.51 ms/batch
Round 6 | epoch=26, train costTime=337.67796516418457, | total_activation_sum=10823106
Round 6 | epoch=27, current m_iou=0.6600968002488105
Round 6 | Best m_IoU is: 0.668, OA is: 0.910 | val costTime=135.39601159095764
Round 6 | ****EPOCH 27****
Step 00098050 L_out=0.134 Acc=0.87 ---  443.21 ms/batch
Step 00098100 L_out=0.104 Acc=0.90 ---25203.10 ms/batch
Step 00098150 L_out=0.115 Acc=0.89 ---50566.20 ms/batch
Step 00098200 L_out=0.071 Acc=0.96 ---76403.71 ms/batch
Step 00098250 L_out=0.020 Acc=0.92 ---101905.85 ms/batch
Step 00098300 L_out=0.133 Acc=0.88 ---127303.32 ms/batch
Step 00098350 L_out=0.024 Acc=0.90 ---152680.32 ms/batch
Step 00098400 L_out=0.095 Acc=0.94 ---177945.21 ms/batch
Step 00098450 L_out=0.096 Acc=0.89 ---203434.26 ms/batch
Step 00098500 L_out=0.028 Acc=0.93 ---228721.27 ms/batch
Step 00098550 L_out=0.147 Acc=0.91 ---254452.10 ms/batch
Step 00098600 L_out=0.026 Acc=0.85 ---279611.78 ms/batch
Step 00098650 L_out=0.050 Acc=0.93 ---304955.15 ms/batch
Step 00098700 L_out=0.058 Acc=0.88 ---330215.50 ms/batch
Round 6 | epoch=27, train costTime=338.1728584766388, | total_activation_sum=10960555
Round 6 | epoch=28, current m_iou=0.6655649421447711
Round 6 | Best m_IoU is: 0.668, OA is: 0.910 | val costTime=128.39159846305847
Round 6 | ****EPOCH 28****
Step 00098750 L_out=0.114 Acc=0.89 ---16074.54 ms/batch
Step 00098800 L_out=0.135 Acc=0.94 ---41427.95 ms/batch
Step 00098850 L_out=0.038 Acc=0.92 ---66787.68 ms/batch
Step 00098900 L_out=0.062 Acc=0.94 ---92172.09 ms/batch
Step 00098950 L_out=0.085 Acc=0.88 ---117547.51 ms/batch
Step 00099000 L_out=0.018 Acc=0.90 ---142906.77 ms/batch
Step 00099050 L_out=0.027 Acc=0.93 ---168170.34 ms/batch
Step 00099100 L_out=0.024 Acc=0.93 ---193671.21 ms/batch
Step 00099150 L_out=0.076 Acc=0.92 ---218966.28 ms/batch
Step 00099200 L_out=0.015 Acc=0.95 ---244470.00 ms/batch
Step 00099250 L_out=0.177 Acc=0.92 ---269549.34 ms/batch
Step 00099300 L_out=0.047 Acc=0.94 ---294829.08 ms/batch
Step 00099350 L_out=0.131 Acc=0.91 ---320103.70 ms/batch
Round 6 | epoch=28, train costTime=337.03224658966064, | total_activation_sum=10857718
Round 6 | epoch=29, current m_iou=0.6682629445591814
Round 6 | Best m_IoU is: 0.668, OA is: 0.918 | val costTime=133.70311665534973
Round 6 | ****EPOCH 29****
Step 00099400 L_out=0.039 Acc=0.96 --- 7648.76 ms/batch
Step 00099450 L_out=0.061 Acc=0.93 ---32873.89 ms/batch
Step 00099500 L_out=0.124 Acc=0.95 ---58044.20 ms/batch
Step 00099550 L_out=0.056 Acc=0.91 ---83488.03 ms/batch
Step 00099600 L_out=0.019 Acc=0.95 ---108898.48 ms/batch
Step 00099650 L_out=0.045 Acc=0.87 ---134065.31 ms/batch
Step 00099700 L_out=0.009 Acc=0.95 ---159381.66 ms/batch
Step 00099750 L_out=0.017 Acc=0.89 ---184638.50 ms/batch
Step 00099800 L_out=0.108 Acc=0.93 ---209865.82 ms/batch
Step 00099850 L_out=0.212 Acc=0.90 ---235465.64 ms/batch
Step 00099900 L_out=0.040 Acc=0.93 ---260799.66 ms/batch
Step 00099950 L_out=0.099 Acc=0.86 ---285982.37 ms/batch
Step 00100000 L_out=0.021 Acc=0.95 ---311300.88 ms/batch
Step 00100050 L_out=0.155 Acc=0.92 ---336510.37 ms/batch
Round 6 | epoch=29, train costTime=336.5105607509613, | total_activation_sum=10874497
Round 6 | epoch=30, current m_iou=0.6644768774710507
Round 6 | Best m_IoU is: 0.668, OA is: 0.918 | val costTime=138.21719002723694
Round 6 | ****EPOCH 30****
Round 7 | ****EPOCH 0****
Step 00100100 L_out=0.810 Acc=0.67 ---25462.61 ms/batch
Step 00100150 L_out=0.942 Acc=0.49 ---49463.51 ms/batch
Step 00100200 L_out=0.894 Acc=0.43 ---75250.75 ms/batch
Step 00100250 L_out=1.481 Acc=0.83 ---100531.08 ms/batch
Step 00100300 L_out=0.435 Acc=0.62 ---126124.84 ms/batch
Step 00100350 L_out=0.070 Acc=0.96 ---151267.45 ms/batch
Step 00100400 L_out=1.052 Acc=0.76 ---176700.45 ms/batch
Step 00100450 L_out=0.168 Acc=0.86 ---202213.48 ms/batch
Step 00100500 L_out=0.174 Acc=0.84 ---227445.18 ms/batch
Step 00100550 L_out=0.261 Acc=0.85 ---252539.05 ms/batch
Step 00100600 L_out=0.351 Acc=0.71 ---278184.81 ms/batch
Step 00100650 L_out=0.135 Acc=0.92 ---303602.83 ms/batch
Step 00100700 L_out=0.164 Acc=0.90 ---328674.36 ms/batch
Round 7 | epoch=0, train costTime=337.29302859306335, | total_activation_sum=13268688
Round 7 | epoch=1, current m_iou=0.6165662138437896
Round 7 | Best m_IoU is: 0.617, OA is: 0.884 | val costTime=133.59415817260742
Round 7 | ****EPOCH 1****
Step 00100750 L_out=0.096 Acc=0.88 ---16634.47 ms/batch
Step 00100800 L_out=0.161 Acc=0.87 ---40971.73 ms/batch
Step 00100850 L_out=0.106 Acc=0.92 ---65983.16 ms/batch
Step 00100900 L_out=0.460 Acc=0.91 ---91285.04 ms/batch
Step 00100950 L_out=0.115 Acc=0.92 ---116404.15 ms/batch
Step 00101000 L_out=0.178 Acc=0.88 ---141885.49 ms/batch
Step 00101050 L_out=0.368 Acc=0.84 ---167042.88 ms/batch
Step 00101100 L_out=0.168 Acc=0.92 ---192404.98 ms/batch
Step 00101150 L_out=0.073 Acc=0.94 ---217726.18 ms/batch
Step 00101200 L_out=0.890 Acc=0.90 ---243164.76 ms/batch
Step 00101250 L_out=0.321 Acc=0.87 ---268365.28 ms/batch
Step 00101300 L_out=0.258 Acc=0.82 ---293971.12 ms/batch
Step 00101350 L_out=0.289 Acc=0.72 ---319238.46 ms/batch
Round 7 | epoch=1, train costTime=336.35225915908813, | total_activation_sum=12939247
Round 7 | epoch=2, current m_iou=0.6326841213885595
Round 7 | Best m_IoU is: 0.633, OA is: 0.860 | val costTime=133.65519642829895
Round 7 | ****EPOCH 2****
Step 00101400 L_out=0.091 Acc=0.90 --- 8098.55 ms/batch
Step 00101450 L_out=0.069 Acc=0.94 ---33011.52 ms/batch
Step 00101500 L_out=0.122 Acc=0.95 ---57183.86 ms/batch
Step 00101550 L_out=0.281 Acc=0.81 ---82614.10 ms/batch
Step 00101600 L_out=0.113 Acc=0.94 ---107856.57 ms/batch
Step 00101650 L_out=0.134 Acc=0.86 ---133565.83 ms/batch
Step 00101700 L_out=0.037 Acc=0.89 ---158703.33 ms/batch
Step 00101750 L_out=0.051 Acc=0.92 ---184372.04 ms/batch
Step 00101800 L_out=0.146 Acc=0.86 ---209740.59 ms/batch
Step 00101850 L_out=0.102 Acc=0.88 ---234993.74 ms/batch
Step 00101900 L_out=0.223 Acc=0.67 ---260499.50 ms/batch
Step 00101950 L_out=0.125 Acc=0.88 ---285710.62 ms/batch
Step 00102000 L_out=0.229 Acc=0.88 ---311176.08 ms/batch
Step 00102050 L_out=0.365 Acc=0.82 ---336884.84 ms/batch
Round 7 | epoch=2, train costTime=337.3948314189911, | total_activation_sum=12641940
Round 7 | epoch=3, current m_iou=0.6029729932740102
Round 7 | Best m_IoU is: 0.633, OA is: 0.860 | val costTime=135.10500836372375
Round 7 | ****EPOCH 3****
Step 00102100 L_out=0.170 Acc=0.92 ---25203.61 ms/batch
Step 00102150 L_out=0.159 Acc=0.95 ---48652.69 ms/batch
Step 00102200 L_out=0.032 Acc=0.94 ---73908.66 ms/batch
Step 00102250 L_out=0.208 Acc=0.82 ---99382.00 ms/batch
Step 00102300 L_out=0.112 Acc=0.91 ---124562.71 ms/batch
Step 00102350 L_out=0.194 Acc=0.88 ---149738.11 ms/batch
Step 00102400 L_out=0.240 Acc=0.90 ---175108.16 ms/batch
Step 00102450 L_out=0.266 Acc=0.89 ---200556.78 ms/batch
Step 00102500 L_out=0.094 Acc=0.92 ---225916.63 ms/batch
Step 00102550 L_out=0.182 Acc=0.86 ---251110.23 ms/batch
Step 00102600 L_out=0.261 Acc=0.87 ---276616.85 ms/batch
Step 00102650 L_out=0.111 Acc=0.81 ---302303.04 ms/batch
Step 00102700 L_out=0.444 Acc=0.87 ---327606.42 ms/batch
Round 7 | epoch=3, train costTime=336.64653038978577, | total_activation_sum=12765646
Round 7 | epoch=4, current m_iou=0.653688777645176
Round 7 | Best m_IoU is: 0.654, OA is: 0.906 | val costTime=135.3598132133484
Round 7 | ****EPOCH 4****
Step 00102750 L_out=0.064 Acc=0.92 ---16585.93 ms/batch
Step 00102800 L_out=0.120 Acc=0.91 ---40186.86 ms/batch
Step 00102850 L_out=0.195 Acc=0.88 ---65409.84 ms/batch
Step 00102900 L_out=0.097 Acc=0.89 ---90676.67 ms/batch
Step 00102950 L_out=0.108 Acc=0.89 ---115831.23 ms/batch
Step 00103000 L_out=0.086 Acc=0.90 ---141208.82 ms/batch
Step 00103050 L_out=0.056 Acc=0.92 ---166773.94 ms/batch
Step 00103100 L_out=0.274 Acc=0.88 ---191980.32 ms/batch
Step 00103150 L_out=0.063 Acc=0.90 ---217259.84 ms/batch
Step 00103200 L_out=0.322 Acc=0.80 ---242992.98 ms/batch
Step 00103250 L_out=0.075 Acc=0.96 ---268140.34 ms/batch
Step 00103300 L_out=0.085 Acc=0.93 ---294039.93 ms/batch
Step 00103350 L_out=0.212 Acc=0.90 ---319744.16 ms/batch
Round 7 | epoch=4, train costTime=337.521324634552, | total_activation_sum=12745999
Round 7 | epoch=5, current m_iou=0.6530621460272845
Round 7 | Best m_IoU is: 0.654, OA is: 0.906 | val costTime=135.82839131355286
Round 7 | ****EPOCH 5****
Step 00103400 L_out=0.018 Acc=0.94 --- 7645.25 ms/batch
Step 00103450 L_out=0.095 Acc=0.84 ---31319.66 ms/batch
Step 00103500 L_out=0.391 Acc=0.75 ---56761.05 ms/batch
Step 00103550 L_out=0.210 Acc=0.84 ---82163.23 ms/batch
Step 00103600 L_out=0.201 Acc=0.87 ---107364.09 ms/batch
Step 00103650 L_out=0.094 Acc=0.94 ---132521.87 ms/batch
Step 00103700 L_out=0.058 Acc=0.89 ---157705.53 ms/batch
Step 00103750 L_out=0.107 Acc=0.93 ---182738.93 ms/batch
Step 00103800 L_out=0.042 Acc=0.94 ---207796.61 ms/batch
Step 00103850 L_out=0.034 Acc=0.93 ---233030.09 ms/batch
Step 00103900 L_out=0.122 Acc=0.90 ---258390.68 ms/batch
Step 00103950 L_out=0.103 Acc=0.92 ---283896.43 ms/batch
Step 00104000 L_out=0.056 Acc=0.91 ---309001.70 ms/batch
Step 00104050 L_out=0.320 Acc=0.89 ---334562.08 ms/batch
Round 7 | epoch=5, train costTime=335.5628705024719, | total_activation_sum=12734837
Round 7 | epoch=6, current m_iou=0.6557109687594789
Round 7 | Best m_IoU is: 0.656, OA is: 0.910 | val costTime=134.6911289691925
Round 7 | ****EPOCH 6****
Step 00104100 L_out=0.174 Acc=0.95 ---23528.19 ms/batch
Step 00104150 L_out=0.275 Acc=0.87 ---48383.85 ms/batch
Step 00104200 L_out=0.118 Acc=0.92 ---73468.43 ms/batch
Step 00104250 L_out=0.068 Acc=0.93 ---98743.85 ms/batch
Step 00104300 L_out=0.071 Acc=0.88 ---123945.23 ms/batch
Step 00104350 L_out=0.164 Acc=0.89 ---149154.16 ms/batch
Step 00104400 L_out=0.097 Acc=0.87 ---174528.62 ms/batch
Step 00104450 L_out=0.215 Acc=0.90 ---199842.80 ms/batch
Step 00104500 L_out=0.091 Acc=0.84 ---225117.23 ms/batch
Step 00104550 L_out=0.347 Acc=0.88 ---250582.81 ms/batch
Step 00104600 L_out=0.070 Acc=0.90 ---275827.39 ms/batch
Step 00104650 L_out=0.101 Acc=0.91 ---301442.73 ms/batch
Step 00104700 L_out=0.082 Acc=0.91 ---326926.60 ms/batch
Round 7 | epoch=6, train costTime=336.56502985954285, | total_activation_sum=12821000
Round 7 | epoch=7, current m_iou=0.6581869356075118
Round 7 | Best m_IoU is: 0.658, OA is: 0.911 | val costTime=134.13255333900452
Round 7 | ****EPOCH 7****
Step 00104750 L_out=0.016 Acc=0.91 ---15127.02 ms/batch
Step 00104800 L_out=0.174 Acc=0.85 ---38961.69 ms/batch
Step 00104850 L_out=0.144 Acc=0.86 ---64309.17 ms/batch
Step 00104900 L_out=0.093 Acc=0.92 ---89568.78 ms/batch
Step 00104950 L_out=0.150 Acc=0.95 ---114878.77 ms/batch
Step 00105000 L_out=0.263 Acc=0.88 ---140100.70 ms/batch
Step 00105050 L_out=0.096 Acc=0.91 ---165317.24 ms/batch
Step 00105100 L_out=0.013 Acc=0.97 ---190860.60 ms/batch
Step 00105150 L_out=0.030 Acc=0.92 ---216256.56 ms/batch
Step 00105200 L_out=0.090 Acc=0.92 ---241523.45 ms/batch
Step 00105250 L_out=0.073 Acc=0.91 ---266734.57 ms/batch
Step 00105300 L_out=0.138 Acc=0.91 ---292033.82 ms/batch
Step 00105350 L_out=0.077 Acc=0.89 ---317085.74 ms/batch
Round 7 | epoch=7, train costTime=335.3223421573639, | total_activation_sum=12833998
Round 7 | epoch=8, current m_iou=0.6646408711427302
Round 7 | Best m_IoU is: 0.665, OA is: 0.912 | val costTime=133.75912022590637
Round 7 | ****EPOCH 8****
Step 00105400 L_out=0.131 Acc=0.88 --- 6939.69 ms/batch
Step 00105450 L_out=0.177 Acc=0.91 ---30569.92 ms/batch
Step 00105500 L_out=0.070 Acc=0.94 ---55709.18 ms/batch
Step 00105550 L_out=0.074 Acc=0.94 ---81015.61 ms/batch
Step 00105600 L_out=0.105 Acc=0.91 ---106399.41 ms/batch
Step 00105650 L_out=0.051 Acc=0.88 ---131895.05 ms/batch
Step 00105700 L_out=0.190 Acc=0.86 ---157237.34 ms/batch
Step 00105750 L_out=0.229 Acc=0.94 ---182355.20 ms/batch
Step 00105800 L_out=0.031 Acc=0.94 ---207677.94 ms/batch
Step 00105850 L_out=0.046 Acc=0.92 ---233152.81 ms/batch
Step 00105900 L_out=0.073 Acc=0.96 ---258759.72 ms/batch
Step 00105950 L_out=0.023 Acc=0.96 ---284010.24 ms/batch
Step 00106000 L_out=0.073 Acc=0.91 ---309307.73 ms/batch
Step 00106050 L_out=0.186 Acc=0.90 ---335096.16 ms/batch
Round 7 | epoch=8, train costTime=336.6173951625824, | total_activation_sum=12718302
Round 7 | epoch=9, current m_iou=0.6626985060710419
Round 7 | Best m_IoU is: 0.665, OA is: 0.912 | val costTime=134.99843168258667
Round 7 | ****EPOCH 9****
Step 00106100 L_out=0.138 Acc=0.91 ---22020.09 ms/batch
Step 00106150 L_out=0.158 Acc=0.93 ---47322.34 ms/batch
Step 00106200 L_out=0.089 Acc=0.93 ---72818.29 ms/batch
Step 00106250 L_out=0.359 Acc=0.88 ---98425.14 ms/batch
Step 00106300 L_out=0.105 Acc=0.95 ---123831.69 ms/batch
Step 00106350 L_out=0.103 Acc=0.93 ---148932.74 ms/batch
Step 00106400 L_out=0.163 Acc=0.86 ---174119.85 ms/batch
Step 00106450 L_out=0.088 Acc=0.95 ---199648.29 ms/batch
Step 00106500 L_out=0.064 Acc=0.90 ---224730.67 ms/batch
Step 00106550 L_out=0.042 Acc=0.93 ---249937.43 ms/batch
Step 00106600 L_out=0.143 Acc=0.90 ---275158.55 ms/batch
Step 00106650 L_out=0.071 Acc=0.91 ---300600.92 ms/batch
Step 00106700 L_out=0.177 Acc=0.95 ---325988.76 ms/batch
Round 7 | epoch=9, train costTime=336.1754295825958, | total_activation_sum=12617763
Round 7 | epoch=10, current m_iou=0.6661944178809911
Round 7 | Best m_IoU is: 0.666, OA is: 0.914 | val costTime=139.35557007789612
Round 7 | ****EPOCH 10****
Step 00106750 L_out=0.183 Acc=0.78 ---14527.16 ms/batch
Step 00106800 L_out=0.184 Acc=0.88 ---39326.66 ms/batch
Step 00106850 L_out=0.168 Acc=0.85 ---64420.02 ms/batch
Step 00106900 L_out=0.204 Acc=0.88 ---89717.25 ms/batch
Step 00106950 L_out=0.189 Acc=0.91 ---115050.10 ms/batch
Step 00107000 L_out=0.482 Acc=0.86 ---140309.76 ms/batch
Step 00107050 L_out=0.036 Acc=0.93 ---165485.99 ms/batch
Step 00107100 L_out=0.038 Acc=0.92 ---190671.99 ms/batch
Step 00107150 L_out=0.043 Acc=0.95 ---215945.80 ms/batch
Step 00107200 L_out=0.101 Acc=0.91 ---241326.75 ms/batch
Step 00107250 L_out=0.051 Acc=0.97 ---266642.71 ms/batch
Step 00107300 L_out=0.203 Acc=0.86 ---292088.87 ms/batch
Step 00107350 L_out=0.029 Acc=0.90 ---317279.94 ms/batch
Round 7 | epoch=10, train costTime=336.1145439147949, | total_activation_sum=12807099
Round 7 | epoch=11, current m_iou=0.6691054711773641
Round 7 | Best m_IoU is: 0.669, OA is: 0.916 | val costTime=137.05839776992798
Round 7 | ****EPOCH 11****
Step 00107400 L_out=0.033 Acc=0.89 --- 6391.87 ms/batch
Step 00107450 L_out=0.109 Acc=0.91 ---30439.76 ms/batch
Step 00107500 L_out=0.076 Acc=0.92 ---55640.86 ms/batch
Step 00107550 L_out=0.186 Acc=0.90 ---80946.41 ms/batch
Step 00107600 L_out=0.074 Acc=0.92 ---106467.16 ms/batch
Step 00107650 L_out=0.097 Acc=0.91 ---131725.17 ms/batch
Step 00107700 L_out=0.065 Acc=0.93 ---156979.47 ms/batch
Step 00107750 L_out=0.048 Acc=0.91 ---182369.76 ms/batch
Step 00107800 L_out=0.013 Acc=0.93 ---207930.66 ms/batch
Step 00107850 L_out=0.029 Acc=0.86 ---233301.11 ms/batch
Step 00107900 L_out=0.074 Acc=0.94 ---258485.63 ms/batch
Step 00107950 L_out=0.313 Acc=0.81 ---283821.82 ms/batch
Step 00108000 L_out=0.147 Acc=0.95 ---309189.15 ms/batch
Step 00108050 L_out=0.019 Acc=0.93 ---334683.59 ms/batch
Round 7 | epoch=11, train costTime=336.70567440986633, | total_activation_sum=12743354
Round 7 | epoch=12, current m_iou=0.6668199909312296
Round 7 | Best m_IoU is: 0.669, OA is: 0.916 | val costTime=138.0582616329193
Round 7 | ****EPOCH 12****
Step 00108100 L_out=0.252 Acc=0.89 ---21672.97 ms/batch
Step 00108150 L_out=0.079 Acc=0.89 ---46829.90 ms/batch
Step 00108200 L_out=0.100 Acc=0.91 ---72174.08 ms/batch
Step 00108250 L_out=0.228 Acc=0.83 ---97263.99 ms/batch
Step 00108300 L_out=0.054 Acc=0.95 ---122590.72 ms/batch
Step 00108350 L_out=0.074 Acc=0.91 ---147824.94 ms/batch
Step 00108400 L_out=0.089 Acc=0.92 ---172977.37 ms/batch
Step 00108450 L_out=0.197 Acc=0.84 ---198210.33 ms/batch
Step 00108500 L_out=0.242 Acc=0.84 ---223292.38 ms/batch
Step 00108550 L_out=0.069 Acc=0.95 ---248556.88 ms/batch
Step 00108600 L_out=0.025 Acc=0.90 ---273796.22 ms/batch
Step 00108650 L_out=0.075 Acc=0.92 ---299141.16 ms/batch
Step 00108700 L_out=0.148 Acc=0.90 ---324321.10 ms/batch
Round 7 | epoch=12, train costTime=334.9179582595825, | total_activation_sum=12802008
Round 7 | epoch=13, current m_iou=0.6752941203207095
Round 7 | Best m_IoU is: 0.675, OA is: 0.921 | val costTime=134.24916696548462
Round 7 | ****EPOCH 13****
Step 00108750 L_out=0.111 Acc=0.91 ---12973.05 ms/batch
Step 00108800 L_out=0.079 Acc=0.87 ---38238.64 ms/batch
Step 00108850 L_out=0.113 Acc=0.91 ---63656.70 ms/batch
Step 00108900 L_out=0.082 Acc=0.91 ---88969.19 ms/batch
Step 00108950 L_out=0.077 Acc=0.94 ---114204.76 ms/batch
Step 00109000 L_out=0.052 Acc=0.96 ---139620.04 ms/batch
Step 00109050 L_out=0.129 Acc=0.94 ---164868.11 ms/batch
Step 00109100 L_out=0.068 Acc=0.95 ---190097.90 ms/batch
Step 00109150 L_out=0.013 Acc=0.90 ---215513.58 ms/batch
Step 00109200 L_out=0.495 Acc=0.93 ---240887.96 ms/batch
Step 00109250 L_out=0.235 Acc=0.81 ---266245.84 ms/batch
Step 00109300 L_out=0.043 Acc=0.85 ---291527.48 ms/batch
Step 00109350 L_out=0.110 Acc=0.89 ---316899.57 ms/batch
Round 7 | epoch=13, train costTime=336.23776936531067, | total_activation_sum=12875722
Round 7 | epoch=14, current m_iou=0.6705475808269589
Round 7 | Best m_IoU is: 0.675, OA is: 0.921 | val costTime=133.05644965171814
Round 7 | ****EPOCH 14****
Step 00109400 L_out=0.131 Acc=0.93 --- 5589.12 ms/batch
Step 00109450 L_out=0.042 Acc=0.90 ---29776.77 ms/batch
Step 00109500 L_out=0.084 Acc=0.94 ---55024.76 ms/batch
Step 00109550 L_out=0.071 Acc=0.96 ---80019.60 ms/batch
Step 00109600 L_out=0.118 Acc=0.91 ---105386.71 ms/batch
Step 00109650 L_out=0.049 Acc=0.94 ---130910.36 ms/batch
Step 00109700 L_out=0.077 Acc=0.94 ---156355.52 ms/batch
Step 00109750 L_out=0.060 Acc=0.92 ---181767.22 ms/batch
Step 00109800 L_out=0.031 Acc=0.94 ---207053.44 ms/batch
Step 00109850 L_out=0.365 Acc=0.84 ---232660.45 ms/batch
Step 00109900 L_out=0.103 Acc=0.95 ---257670.71 ms/batch
Step 00109950 L_out=0.041 Acc=0.96 ---283175.71 ms/batch
Step 00110000 L_out=0.059 Acc=0.94 ---308301.26 ms/batch
Step 00110050 L_out=0.138 Acc=0.94 ---333610.59 ms/batch
Round 7 | epoch=14, train costTime=336.0987627506256, | total_activation_sum=12760969
Round 7 | epoch=15, current m_iou=0.6623035285708551
Round 7 | Best m_IoU is: 0.675, OA is: 0.921 | val costTime=133.04288840293884
Round 7 | ****EPOCH 15****
Step 00110100 L_out=0.129 Acc=0.88 ---21122.46 ms/batch
Step 00110150 L_out=0.134 Acc=0.94 ---46370.91 ms/batch
Step 00110200 L_out=0.143 Acc=0.91 ---71785.56 ms/batch
Step 00110250 L_out=0.012 Acc=0.95 ---97159.66 ms/batch
Step 00110300 L_out=0.066 Acc=0.95 ---122510.07 ms/batch
Step 00110350 L_out=0.087 Acc=0.91 ---147635.52 ms/batch
Step 00110400 L_out=0.050 Acc=0.95 ---172990.06 ms/batch
Step 00110450 L_out=0.080 Acc=0.92 ---198369.35 ms/batch
Step 00110500 L_out=0.050 Acc=0.93 ---223842.34 ms/batch
Step 00110550 L_out=0.076 Acc=0.79 ---249304.80 ms/batch
Step 00110600 L_out=0.286 Acc=0.90 ---274651.61 ms/batch
Step 00110650 L_out=0.064 Acc=0.92 ---299883.50 ms/batch
Step 00110700 L_out=0.025 Acc=0.94 ---325343.71 ms/batch
Round 7 | epoch=15, train costTime=336.45624685287476, | total_activation_sum=12688938
Round 7 | epoch=16, current m_iou=0.6601318160470733
Round 7 | Best m_IoU is: 0.675, OA is: 0.921 | val costTime=134.48018956184387
Round 7 | ****EPOCH 16****
Step 00110750 L_out=0.032 Acc=0.95 ---12491.26 ms/batch
Step 00110800 L_out=0.105 Acc=0.93 ---34949.73 ms/batch
Step 00110850 L_out=1.395 Acc=0.93 ---57335.27 ms/batch
Step 00110900 L_out=0.054 Acc=0.93 ---79737.38 ms/batch
Step 00110950 L_out=0.069 Acc=0.93 ---101986.03 ms/batch
Step 00111000 L_out=0.083 Acc=0.91 ---124021.91 ms/batch
Step 00111050 L_out=0.210 Acc=0.95 ---146060.92 ms/batch
Step 00111100 L_out=0.377 Acc=0.85 ---168678.25 ms/batch
Step 00111150 L_out=0.027 Acc=0.93 ---190918.66 ms/batch
Step 00111200 L_out=0.160 Acc=0.86 ---213024.93 ms/batch
Step 00111250 L_out=0.160 Acc=0.94 ---235133.47 ms/batch
Step 00111300 L_out=0.055 Acc=0.93 ---257227.01 ms/batch
Step 00111350 L_out=0.083 Acc=0.89 ---279416.49 ms/batch
Round 7 | epoch=16, train costTime=296.71743607521057, | total_activation_sum=12737035
Round 7 | epoch=17, current m_iou=0.6643052660521629
Round 7 | Best m_IoU is: 0.675, OA is: 0.921 | val costTime=119.97976303100586
Round 7 | ****EPOCH 17****
Step 00111400 L_out=0.061 Acc=0.90 --- 4960.54 ms/batch
Step 00111450 L_out=0.159 Acc=0.91 ---27036.96 ms/batch
Step 00111500 L_out=0.092 Acc=0.93 ---49113.96 ms/batch
Step 00111550 L_out=0.039 Acc=0.94 ---71377.84 ms/batch
Step 00111600 L_out=0.346 Acc=0.84 ---93446.87 ms/batch
Step 00111650 L_out=0.048 Acc=0.95 ---115538.64 ms/batch
Step 00111700 L_out=0.048 Acc=0.95 ---137900.49 ms/batch
Step 00111750 L_out=0.096 Acc=0.92 ---160447.28 ms/batch
Step 00111800 L_out=0.255 Acc=0.87 ---182556.61 ms/batch
Step 00111850 L_out=0.101 Acc=0.93 ---204707.00 ms/batch
Step 00111900 L_out=0.057 Acc=0.92 ---227169.13 ms/batch
Step 00111950 L_out=0.236 Acc=0.91 ---249492.81 ms/batch
Step 00112000 L_out=0.026 Acc=0.96 ---271674.18 ms/batch
Step 00112050 L_out=0.079 Acc=0.93 ---294042.89 ms/batch
Round 7 | epoch=17, train costTime=296.74212670326233, | total_activation_sum=12750451
Round 7 | epoch=18, current m_iou=0.6545132230346499
Round 7 | Best m_IoU is: 0.675, OA is: 0.921 | val costTime=123.73401594161987
Round 7 | ****EPOCH 18****
Step 00112100 L_out=0.032 Acc=0.93 ---22002.29 ms/batch
Step 00112150 L_out=0.062 Acc=0.92 ---47441.42 ms/batch
Step 00112200 L_out=0.050 Acc=0.92 ---72837.40 ms/batch
Step 00112250 L_out=0.049 Acc=0.85 ---98469.15 ms/batch
Step 00112300 L_out=0.038 Acc=0.92 ---124162.04 ms/batch
Step 00112350 L_out=0.040 Acc=0.95 ---149876.40 ms/batch
Step 00112400 L_out=0.142 Acc=0.89 ---175310.03 ms/batch
Step 00112450 L_out=0.037 Acc=0.92 ---200589.35 ms/batch
Step 00112500 L_out=0.067 Acc=0.91 ---225909.27 ms/batch
Step 00112550 L_out=0.029 Acc=0.97 ---251371.96 ms/batch
Step 00112600 L_out=0.026 Acc=0.96 ---276750.66 ms/batch
Step 00112650 L_out=0.051 Acc=0.93 ---301873.98 ms/batch
Step 00112700 L_out=0.043 Acc=0.96 ---327496.53 ms/batch
Round 7 | epoch=18, train costTime=339.1863703727722, | total_activation_sum=12839112
Round 7 | epoch=19, current m_iou=0.6540941691285732
Round 7 | Best m_IoU is: 0.675, OA is: 0.921 | val costTime=134.909907579422
Round 7 | ****EPOCH 19****
Step 00112750 L_out=0.080 Acc=0.96 ---13684.00 ms/batch
Step 00112800 L_out=0.038 Acc=0.95 ---38826.80 ms/batch
Step 00112850 L_out=0.082 Acc=0.90 ---64289.46 ms/batch
Step 00112900 L_out=0.044 Acc=0.92 ---89604.40 ms/batch
Step 00112950 L_out=0.939 Acc=0.90 ---115309.54 ms/batch
Step 00113000 L_out=0.162 Acc=0.86 ---140587.13 ms/batch
Step 00113050 L_out=0.067 Acc=0.85 ---165868.82 ms/batch
Step 00113100 L_out=0.036 Acc=0.95 ---191708.24 ms/batch
Step 00113150 L_out=0.054 Acc=0.95 ---217053.48 ms/batch
Step 00113200 L_out=0.047 Acc=0.93 ---242136.93 ms/batch
Step 00113250 L_out=0.065 Acc=0.95 ---267559.29 ms/batch
Step 00113300 L_out=0.098 Acc=0.95 ---292660.04 ms/batch
Step 00113350 L_out=0.044 Acc=0.94 ---318041.80 ms/batch
Round 7 | epoch=19, train costTime=338.4601285457611, | total_activation_sum=12671314
Round 7 | epoch=20, current m_iou=0.655334981775566
Round 7 | Best m_IoU is: 0.675, OA is: 0.921 | val costTime=134.70046401023865
Round 7 | ****EPOCH 20****
Step 00113400 L_out=0.104 Acc=0.92 --- 5282.82 ms/batch
Step 00113450 L_out=0.118 Acc=0.79 ---30612.14 ms/batch
Step 00113500 L_out=0.076 Acc=0.88 ---55916.08 ms/batch
Step 00113550 L_out=0.053 Acc=0.93 ---81195.37 ms/batch
Step 00113600 L_out=0.030 Acc=0.94 ---106586.86 ms/batch
Step 00113650 L_out=0.064 Acc=0.95 ---131990.33 ms/batch
Step 00113700 L_out=0.061 Acc=0.95 ---157485.72 ms/batch
Step 00113750 L_out=0.087 Acc=0.90 ---182939.92 ms/batch
Step 00113800 L_out=0.109 Acc=0.90 ---208350.52 ms/batch
Step 00113850 L_out=0.047 Acc=0.92 ---233531.56 ms/batch
Step 00113900 L_out=0.082 Acc=0.91 ---258951.88 ms/batch
Step 00113950 L_out=0.216 Acc=0.89 ---284450.59 ms/batch
Step 00114000 L_out=0.045 Acc=0.93 ---310004.51 ms/batch
Step 00114050 L_out=0.105 Acc=0.92 ---335414.40 ms/batch
Round 7 | epoch=20, train costTime=338.91446900367737, | total_activation_sum=12848637
Round 7 | epoch=21, current m_iou=0.6564457558418868
Round 7 | Best m_IoU is: 0.675, OA is: 0.921 | val costTime=133.67524242401123
Round 7 | ****EPOCH 21****
Step 00114100 L_out=0.148 Acc=0.92 ---21730.00 ms/batch
Step 00114150 L_out=0.066 Acc=0.95 ---47349.69 ms/batch
Step 00114200 L_out=0.057 Acc=0.95 ---72726.60 ms/batch
Step 00114250 L_out=0.138 Acc=0.90 ---98107.85 ms/batch
Step 00114300 L_out=0.029 Acc=0.94 ---123302.46 ms/batch
Step 00114350 L_out=0.036 Acc=0.89 ---148675.38 ms/batch
Step 00114400 L_out=0.020 Acc=0.96 ---173881.45 ms/batch
Step 00114450 L_out=0.672 Acc=0.84 ---199125.75 ms/batch
Step 00114500 L_out=0.027 Acc=0.95 ---224416.77 ms/batch
Step 00114550 L_out=0.081 Acc=0.95 ---249759.15 ms/batch
Step 00114600 L_out=0.188 Acc=0.92 ---275154.10 ms/batch
Step 00114650 L_out=0.067 Acc=0.91 ---300736.86 ms/batch
Step 00114700 L_out=0.053 Acc=0.95 ---325775.97 ms/batch
Round 7 | epoch=21, train costTime=338.20098519325256, | total_activation_sum=12793528
Round 7 | epoch=22, current m_iou=0.654456963119304
Round 7 | Best m_IoU is: 0.675, OA is: 0.921 | val costTime=133.2084083557129
Round 7 | ****EPOCH 22****
Step 00114750 L_out=0.052 Acc=0.94 ---13273.59 ms/batch
Step 00114800 L_out=0.210 Acc=0.90 ---38852.98 ms/batch
Step 00114850 L_out=0.083 Acc=0.94 ---64230.75 ms/batch
Step 00114900 L_out=0.097 Acc=0.96 ---89800.30 ms/batch
Step 00114950 L_out=0.080 Acc=0.94 ---115183.23 ms/batch
Step 00115000 L_out=0.029 Acc=0.97 ---140550.22 ms/batch
Step 00115050 L_out=0.059 Acc=0.91 ---165995.76 ms/batch
Step 00115100 L_out=0.061 Acc=0.94 ---191398.65 ms/batch
Step 00115150 L_out=0.068 Acc=0.93 ---216827.89 ms/batch
Step 00115200 L_out=0.159 Acc=0.92 ---242070.61 ms/batch
Step 00115250 L_out=0.014 Acc=0.95 ---267161.97 ms/batch
Step 00115300 L_out=0.054 Acc=0.81 ---292633.17 ms/batch
Step 00115350 L_out=0.039 Acc=0.91 ---317934.10 ms/batch
Round 7 | epoch=22, train costTime=338.9430091381073, | total_activation_sum=12730461
Round 7 | epoch=23, current m_iou=0.6547692249923995
Round 7 | Best m_IoU is: 0.675, OA is: 0.921 | val costTime=132.53696846961975
Round 7 | ****EPOCH 23****
Step 00115400 L_out=0.061 Acc=0.95 --- 4510.96 ms/batch
Step 00115450 L_out=0.085 Acc=0.95 ---30043.59 ms/batch
Step 00115500 L_out=0.075 Acc=0.91 ---55772.48 ms/batch
Step 00115550 L_out=0.079 Acc=0.90 ---81004.32 ms/batch
Step 00115600 L_out=0.048 Acc=0.93 ---106545.18 ms/batch
Step 00115650 L_out=0.018 Acc=0.93 ---131983.55 ms/batch
Step 00115700 L_out=0.080 Acc=0.93 ---157249.99 ms/batch
Step 00115750 L_out=0.188 Acc=0.91 ---182503.32 ms/batch
Step 00115800 L_out=0.040 Acc=0.95 ---207752.45 ms/batch
Step 00115850 L_out=0.163 Acc=0.92 ---232945.35 ms/batch
Step 00115900 L_out=0.073 Acc=0.94 ---258207.70 ms/batch
Step 00115950 L_out=0.024 Acc=0.93 ---283404.34 ms/batch
Step 00116000 L_out=0.034 Acc=0.92 ---309033.02 ms/batch
Step 00116050 L_out=0.369 Acc=0.81 ---334584.14 ms/batch
Round 7 | epoch=23, train costTime=338.558491230011, | total_activation_sum=12761780
Round 7 | epoch=24, current m_iou=0.6609434462888097
Round 7 | Best m_IoU is: 0.675, OA is: 0.921 | val costTime=130.5657250881195
Round 7 | ****EPOCH 24****
Step 00116100 L_out=0.128 Acc=0.92 ---21137.38 ms/batch
Step 00116150 L_out=0.036 Acc=0.92 ---46414.29 ms/batch
Step 00116200 L_out=0.182 Acc=0.88 ---71647.96 ms/batch
Step 00116250 L_out=0.322 Acc=0.86 ---97250.12 ms/batch
Step 00116300 L_out=0.113 Acc=0.92 ---122483.81 ms/batch
Step 00116350 L_out=0.080 Acc=0.95 ---147516.33 ms/batch
Step 00116400 L_out=0.044 Acc=0.97 ---173157.43 ms/batch
Step 00116450 L_out=0.029 Acc=0.96 ---198317.03 ms/batch
Step 00116500 L_out=0.017 Acc=0.94 ---223633.34 ms/batch
Step 00116550 L_out=0.041 Acc=0.94 ---249207.95 ms/batch
Step 00116600 L_out=0.032 Acc=0.96 ---274378.17 ms/batch
Step 00116650 L_out=0.078 Acc=0.91 ---299850.02 ms/batch
Step 00116700 L_out=0.063 Acc=0.89 ---325061.80 ms/batch
Round 7 | epoch=24, train costTime=337.8678169250488, | total_activation_sum=12791305
Round 7 | epoch=25, current m_iou=0.6590785418087047
Round 7 | Best m_IoU is: 0.675, OA is: 0.921 | val costTime=133.9549286365509
Round 7 | ****EPOCH 25****
Step 00116750 L_out=0.024 Acc=0.95 ---12845.10 ms/batch
Step 00116800 L_out=0.039 Acc=0.94 ---38080.37 ms/batch
Step 00116850 L_out=0.050 Acc=0.95 ---63589.45 ms/batch
Step 00116900 L_out=0.088 Acc=0.91 ---89173.97 ms/batch
Step 00116950 L_out=0.049 Acc=0.98 ---114584.48 ms/batch
Step 00117000 L_out=0.054 Acc=0.93 ---139909.15 ms/batch
Step 00117050 L_out=0.089 Acc=0.90 ---165542.94 ms/batch
Step 00117100 L_out=0.066 Acc=0.92 ---190924.27 ms/batch
Step 00117150 L_out=0.042 Acc=0.95 ---216298.62 ms/batch
Step 00117200 L_out=0.045 Acc=0.89 ---241868.86 ms/batch
Step 00117250 L_out=0.100 Acc=0.93 ---267185.74 ms/batch
Step 00117300 L_out=0.024 Acc=0.98 ---292726.85 ms/batch
Step 00117350 L_out=0.032 Acc=0.96 ---317962.57 ms/batch
Round 7 | epoch=25, train costTime=338.9968388080597, | total_activation_sum=12868802
Round 7 | epoch=26, current m_iou=0.6626814192930794
Round 7 | Best m_IoU is: 0.675, OA is: 0.921 | val costTime=131.39058089256287
Round 7 | ****EPOCH 26****
Step 00117400 L_out=0.092 Acc=0.90 --- 4020.61 ms/batch
Step 00117450 L_out=0.127 Acc=0.92 ---29589.89 ms/batch
Step 00117500 L_out=0.035 Acc=0.95 ---54947.84 ms/batch
Step 00117550 L_out=0.020 Acc=0.97 ---80396.55 ms/batch
Step 00117600 L_out=0.057 Acc=0.93 ---105596.47 ms/batch
Step 00117650 L_out=0.048 Acc=0.90 ---130855.95 ms/batch
Step 00117700 L_out=0.119 Acc=0.94 ---155887.54 ms/batch
Step 00117750 L_out=0.154 Acc=0.93 ---181177.26 ms/batch
Step 00117800 L_out=0.067 Acc=0.92 ---206966.00 ms/batch
Step 00117850 L_out=0.045 Acc=0.91 ---232190.78 ms/batch
Step 00117900 L_out=0.086 Acc=0.93 ---257587.22 ms/batch
Step 00117950 L_out=0.085 Acc=0.91 ---282998.69 ms/batch
Step 00118000 L_out=0.108 Acc=0.86 ---308783.17 ms/batch
Step 00118050 L_out=0.059 Acc=0.95 ---334110.29 ms/batch
Round 7 | epoch=26, train costTime=338.74123454093933, | total_activation_sum=12595184
Round 7 | epoch=27, current m_iou=0.6652489076518149
Round 7 | Best m_IoU is: 0.675, OA is: 0.921 | val costTime=133.29687094688416
Round 7 | ****EPOCH 27****
Step 00118100 L_out=0.083 Acc=0.95 ---20699.05 ms/batch
Step 00118150 L_out=0.025 Acc=0.95 ---46344.19 ms/batch
Step 00118200 L_out=0.047 Acc=0.94 ---71853.82 ms/batch
Step 00118250 L_out=0.055 Acc=0.94 ---97424.04 ms/batch
Step 00118300 L_out=0.116 Acc=0.93 ---122571.12 ms/batch
Step 00118350 L_out=0.021 Acc=0.92 ---148091.60 ms/batch
Step 00118400 L_out=0.110 Acc=0.90 ---173658.09 ms/batch
Step 00118450 L_out=0.059 Acc=0.96 ---198989.44 ms/batch
Step 00118500 L_out=0.166 Acc=0.94 ---224389.52 ms/batch
Step 00118550 L_out=0.060 Acc=0.95 ---249962.75 ms/batch
Step 00118600 L_out=0.045 Acc=0.94 ---275148.91 ms/batch
Step 00118650 L_out=0.071 Acc=0.91 ---300434.28 ms/batch
Step 00118700 L_out=0.116 Acc=0.91 ---325860.29 ms/batch
Round 7 | epoch=27, train costTime=338.8992488384247, | total_activation_sum=12848298
Round 7 | epoch=28, current m_iou=0.6691927632684265
Round 7 | Best m_IoU is: 0.675, OA is: 0.921 | val costTime=132.30520296096802
Round 7 | ****EPOCH 28****
Step 00118750 L_out=0.071 Acc=0.96 ---12119.86 ms/batch
Step 00118800 L_out=0.029 Acc=0.90 ---37541.09 ms/batch
Step 00118850 L_out=0.077 Acc=0.95 ---63099.70 ms/batch
Step 00118900 L_out=0.021 Acc=0.87 ---88311.35 ms/batch
Step 00118950 L_out=0.056 Acc=0.93 ---113746.86 ms/batch
Step 00119000 L_out=0.017 Acc=0.89 ---139021.92 ms/batch
Step 00119050 L_out=0.108 Acc=0.90 ---164363.59 ms/batch
Step 00119100 L_out=0.104 Acc=0.95 ---189474.15 ms/batch
Step 00119150 L_out=0.058 Acc=0.91 ---214836.17 ms/batch
Step 00119200 L_out=0.045 Acc=0.91 ---240107.40 ms/batch
Step 00119250 L_out=0.091 Acc=0.94 ---265517.54 ms/batch
Step 00119300 L_out=0.086 Acc=0.93 ---291027.44 ms/batch
Step 00119350 L_out=0.021 Acc=0.96 ---316505.71 ms/batch
Round 7 | epoch=28, train costTime=338.5766558647156, | total_activation_sum=12716597
Round 7 | epoch=29, current m_iou=0.6705674655354081
Round 7 | Best m_IoU is: 0.675, OA is: 0.921 | val costTime=132.80377554893494
Round 7 | ****EPOCH 29****
Step 00119400 L_out=0.078 Acc=0.93 --- 3490.40 ms/batch
Step 00119450 L_out=0.044 Acc=0.95 ---28883.99 ms/batch
Step 00119500 L_out=0.061 Acc=0.92 ---54196.74 ms/batch
Step 00119550 L_out=0.091 Acc=0.90 ---79409.87 ms/batch
Step 00119600 L_out=0.018 Acc=0.97 ---104638.32 ms/batch
Step 00119650 L_out=0.096 Acc=0.91 ---129906.38 ms/batch
Step 00119700 L_out=0.045 Acc=0.93 ---155310.85 ms/batch
Step 00119750 L_out=0.049 Acc=0.90 ---180701.85 ms/batch
Step 00119800 L_out=0.068 Acc=0.91 ---205800.75 ms/batch
Step 00119850 L_out=0.025 Acc=0.96 ---231081.75 ms/batch
Step 00119900 L_out=0.095 Acc=0.97 ---256495.60 ms/batch
Step 00119950 L_out=0.061 Acc=0.92 ---282196.19 ms/batch
Step 00120000 L_out=0.077 Acc=0.91 ---307808.14 ms/batch
Step 00120050 L_out=0.027 Acc=0.94 ---333406.38 ms/batch
Round 7 | epoch=29, train costTime=338.61772775650024, | total_activation_sum=12778967
Round 7 | epoch=30, current m_iou=0.6680499089675784
Round 7 | Best m_IoU is: 0.675, OA is: 0.921 | val costTime=132.21401453018188
Round 7 | ****EPOCH 30****
Round 8 | ****EPOCH 0****
Step 00120100 L_out=2.127 Acc=0.40 ---20070.86 ms/batch
Step 00120150 L_out=0.914 Acc=0.80 ---45356.11 ms/batch
Step 00120200 L_out=0.550 Acc=0.90 ---70677.27 ms/batch
Step 00120250 L_out=0.218 Acc=0.86 ---96650.07 ms/batch
Step 00120300 L_out=0.103 Acc=0.90 ---121702.86 ms/batch
Step 00120350 L_out=0.285 Acc=0.91 ---146966.14 ms/batch
Step 00120400 L_out=0.384 Acc=0.90 ---172207.14 ms/batch
Step 00120450 L_out=0.532 Acc=0.94 ---197605.45 ms/batch
Step 00120500 L_out=0.068 Acc=0.93 ---223104.55 ms/batch
Step 00120550 L_out=0.269 Acc=0.87 ---248404.47 ms/batch
Step 00120600 L_out=0.707 Acc=0.82 ---273717.82 ms/batch
Step 00120650 L_out=0.567 Acc=0.82 ---299046.29 ms/batch
Step 00120700 L_out=0.219 Acc=0.95 ---324548.74 ms/batch
Round 8 | epoch=0, train costTime=338.2361807823181, | total_activation_sum=14763236
Round 8 | epoch=1, current m_iou=0.6512807001540586
Round 8 | Best m_IoU is: 0.651, OA is: 0.909 | val costTime=132.82766962051392
Round 8 | ****EPOCH 1****
Step 00120750 L_out=0.413 Acc=0.88 ---11520.41 ms/batch
Step 00120800 L_out=0.108 Acc=0.96 ---37165.11 ms/batch
Step 00120850 L_out=0.231 Acc=0.90 ---62340.19 ms/batch
Step 00120900 L_out=0.388 Acc=0.86 ---87880.50 ms/batch
Step 00120950 L_out=0.361 Acc=0.92 ---113717.36 ms/batch
Step 00121000 L_out=0.198 Acc=0.85 ---139298.09 ms/batch
Step 00121050 L_out=0.308 Acc=0.81 ---164522.77 ms/batch
Step 00121100 L_out=0.290 Acc=0.80 ---189888.50 ms/batch
Step 00121150 L_out=0.324 Acc=0.58 ---215116.70 ms/batch
Step 00121200 L_out=0.431 Acc=0.84 ---240254.03 ms/batch
Step 00121250 L_out=0.383 Acc=0.77 ---266030.00 ms/batch
Step 00121300 L_out=0.209 Acc=0.87 ---291115.13 ms/batch
Step 00121350 L_out=0.139 Acc=0.89 ---316948.55 ms/batch
Round 8 | epoch=1, train costTime=339.30544662475586, | total_activation_sum=14447022
Round 8 | epoch=2, current m_iou=0.645924240510084
Round 8 | Best m_IoU is: 0.651, OA is: 0.909 | val costTime=133.75206470489502
Round 8 | ****EPOCH 2****
Step 00121400 L_out=0.067 Acc=0.88 --- 3000.71 ms/batch
Step 00121450 L_out=0.193 Acc=0.92 ---37841.94 ms/batch
Step 00121500 L_out=0.079 Acc=0.90 ---76149.20 ms/batch
Step 00121550 L_out=0.143 Acc=0.91 ---114305.90 ms/batch
Step 00121600 L_out=0.101 Acc=0.92 ---152656.45 ms/batch
Step 00121650 L_out=0.275 Acc=0.88 ---190906.64 ms/batch
Step 00121700 L_out=0.405 Acc=0.87 ---229767.66 ms/batch
Step 00121750 L_out=0.124 Acc=0.79 ---268818.51 ms/batch
Step 00121800 L_out=0.138 Acc=0.91 ---307802.34 ms/batch
Step 00121850 L_out=0.366 Acc=0.70 ---347405.84 ms/batch
Step 00121900 L_out=0.100 Acc=0.90 ---385419.08 ms/batch
Step 00121950 L_out=0.204 Acc=0.90 ---423528.88 ms/batch
Step 00122000 L_out=0.162 Acc=0.91 ---461467.93 ms/batch
Step 00122050 L_out=0.252 Acc=0.88 ---499859.28 ms/batch
Round 8 | epoch=2, train costTime=508.20337748527527, | total_activation_sum=14205173
Round 8 | epoch=3, current m_iou=0.6722614076495956
Round 8 | Best m_IoU is: 0.672, OA is: 0.921 | val costTime=172.27905750274658
Round 8 | ****EPOCH 3****
Step 00122100 L_out=0.324 Acc=0.92 ---30397.80 ms/batch
Step 00122150 L_out=0.024 Acc=0.93 ---69081.51 ms/batch
Step 00122200 L_out=0.213 Acc=0.94 ---108668.66 ms/batch
Step 00122250 L_out=0.023 Acc=0.91 ---147020.22 ms/batch
Step 00122300 L_out=0.094 Acc=0.96 ---184996.79 ms/batch
Step 00122350 L_out=0.181 Acc=0.86 ---222970.22 ms/batch
Step 00122400 L_out=0.700 Acc=0.66 ---261108.48 ms/batch
Step 00122450 L_out=0.071 Acc=0.94 ---299440.67 ms/batch
Step 00122500 L_out=0.037 Acc=0.96 ---337576.48 ms/batch
Step 00122550 L_out=0.583 Acc=0.76 ---376153.16 ms/batch
Step 00122600 L_out=0.083 Acc=0.94 ---414002.82 ms/batch
Step 00122650 L_out=0.299 Acc=0.88 ---452464.79 ms/batch
Step 00122700 L_out=0.301 Acc=0.79 ---490888.63 ms/batch
Round 8 | epoch=3, train costTime=512.847669839859, | total_activation_sum=14370285
Round 8 | epoch=4, current m_iou=0.6786180474411909
Round 8 | Best m_IoU is: 0.679, OA is: 0.922 | val costTime=173.7207055091858
Round 8 | ****EPOCH 4****
Step 00122750 L_out=0.178 Acc=0.92 ---17062.56 ms/batch
Step 00122800 L_out=0.199 Acc=0.88 ---55357.84 ms/batch
Step 00122850 L_out=0.151 Acc=0.90 ---93262.38 ms/batch
Step 00122900 L_out=0.415 Acc=0.85 ---131436.83 ms/batch
Step 00122950 L_out=0.338 Acc=0.88 ---170079.04 ms/batch
Step 00123000 L_out=0.060 Acc=0.94 ---208674.95 ms/batch
Step 00123050 L_out=0.157 Acc=0.92 ---247330.10 ms/batch
Step 00123100 L_out=0.078 Acc=0.91 ---286480.08 ms/batch
Step 00123150 L_out=0.125 Acc=0.92 ---326009.05 ms/batch
Step 00123200 L_out=0.121 Acc=0.95 ---364004.27 ms/batch
Step 00123250 L_out=0.221 Acc=0.94 ---402013.97 ms/batch
Step 00123300 L_out=0.111 Acc=0.94 ---439823.08 ms/batch
Step 00123350 L_out=0.075 Acc=0.94 ---478567.48 ms/batch
Round 8 | epoch=4, train costTime=513.0344686508179, | total_activation_sum=14401260
Round 8 | epoch=5, current m_iou=0.6704387907653275
Round 8 | Best m_IoU is: 0.679, OA is: 0.922 | val costTime=170.44248795509338
Round 8 | ****EPOCH 5****
Step 00123400 L_out=0.219 Acc=0.85 --- 3850.31 ms/batch
Step 00123450 L_out=0.127 Acc=0.89 ---42842.52 ms/batch
Step 00123500 L_out=0.064 Acc=0.95 ---82387.11 ms/batch
Step 00123550 L_out=0.103 Acc=0.90 ---121487.28 ms/batch
Step 00123600 L_out=0.090 Acc=0.91 ---159084.70 ms/batch
Step 00123650 L_out=0.110 Acc=0.95 ---197031.76 ms/batch
Step 00123700 L_out=0.049 Acc=0.92 ---235262.05 ms/batch
Step 00123750 L_out=0.136 Acc=0.96 ---273603.07 ms/batch
Step 00123800 L_out=0.122 Acc=0.93 ---312018.73 ms/batch
Step 00123850 L_out=0.161 Acc=0.87 ---350129.97 ms/batch
Step 00123900 L_out=0.334 Acc=0.82 ---388569.28 ms/batch
Step 00123950 L_out=0.177 Acc=0.92 ---426634.67 ms/batch
Step 00124000 L_out=0.125 Acc=0.93 ---465068.04 ms/batch
Step 00124050 L_out=0.212 Acc=0.86 ---504813.78 ms/batch
Round 8 | epoch=5, train costTime=514.582234621048, | total_activation_sum=14309098
Round 8 | epoch=6, current m_iou=0.6750702828610669
Round 8 | Best m_IoU is: 0.679, OA is: 0.922 | val costTime=173.66470670700073
Round 8 | ****EPOCH 6****
Step 00124100 L_out=0.137 Acc=0.88 ---29061.35 ms/batch
Step 00124150 L_out=0.347 Acc=0.92 ---67462.37 ms/batch
Step 00124200 L_out=0.209 Acc=0.92 ---105806.07 ms/batch
Step 00124250 L_out=0.265 Acc=0.90 ---144236.58 ms/batch
Step 00124300 L_out=0.091 Acc=0.94 ---182471.49 ms/batch
Step 00124350 L_out=0.094 Acc=0.90 ---221083.99 ms/batch
Step 00124400 L_out=0.516 Acc=0.86 ---260574.68 ms/batch
Step 00124450 L_out=0.203 Acc=0.95 ---299762.33 ms/batch
Step 00124500 L_out=0.077 Acc=0.91 ---339367.70 ms/batch
Step 00124550 L_out=0.048 Acc=0.93 ---376319.14 ms/batch
Step 00124600 L_out=0.062 Acc=0.96 ---414624.07 ms/batch
Step 00124650 L_out=0.125 Acc=0.93 ---450842.65 ms/batch
Step 00124700 L_out=0.039 Acc=0.90 ---476259.85 ms/batch
Round 8 | epoch=6, train costTime=492.5158908367157, | total_activation_sum=14348831
Round 8 | epoch=7, current m_iou=0.6776416461271259
Round 8 | Best m_IoU is: 0.679, OA is: 0.922 | val costTime=136.77606391906738
Round 8 | ****EPOCH 7****
Step 00124750 L_out=0.303 Acc=0.82 ---10817.32 ms/batch
Step 00124800 L_out=0.163 Acc=0.91 ---35971.90 ms/batch
Step 00124850 L_out=0.056 Acc=0.94 ---62883.73 ms/batch
Step 00124900 L_out=0.083 Acc=0.89 ---88241.60 ms/batch
Step 00124950 L_out=0.116 Acc=0.88 ---113878.33 ms/batch
Step 00125000 L_out=0.131 Acc=0.90 ---139408.71 ms/batch
Step 00125050 L_out=0.074 Acc=0.95 ---166438.24 ms/batch
Step 00125100 L_out=0.175 Acc=0.96 ---190631.68 ms/batch
Step 00125150 L_out=0.220 Acc=0.93 ---215198.26 ms/batch
Step 00125200 L_out=0.123 Acc=0.92 ---240465.14 ms/batch
Step 00125250 L_out=0.062 Acc=0.94 ---265808.24 ms/batch
Step 00125300 L_out=0.109 Acc=0.95 ---291085.26 ms/batch
Step 00125350 L_out=0.065 Acc=0.95 ---316563.39 ms/batch
Round 8 | epoch=7, train costTime=339.8082356452942, | total_activation_sum=14344361
Round 8 | epoch=8, current m_iou=0.6768006911119945
Round 8 | Best m_IoU is: 0.679, OA is: 0.922 | val costTime=135.79837584495544
Round 8 | ****EPOCH 8****
Step 00125400 L_out=0.286 Acc=0.89 --- 2054.92 ms/batch
Step 00125450 L_out=0.070 Acc=0.95 ---27709.77 ms/batch
Step 00125500 L_out=0.052 Acc=0.95 ---53049.01 ms/batch
Step 00125550 L_out=0.219 Acc=0.91 ---78424.29 ms/batch
Step 00125600 L_out=0.127 Acc=0.95 ---104203.94 ms/batch
Step 00125650 L_out=0.042 Acc=0.89 ---129797.72 ms/batch
Step 00125700 L_out=0.079 Acc=0.95 ---155526.13 ms/batch
Step 00125750 L_out=0.290 Acc=0.90 ---180143.88 ms/batch
Step 00125800 L_out=0.101 Acc=0.93 ---204868.07 ms/batch
Step 00125850 L_out=0.147 Acc=0.90 ---230282.20 ms/batch
Step 00125900 L_out=0.152 Acc=0.95 ---255482.94 ms/batch
Step 00125950 L_out=0.067 Acc=0.93 ---281089.62 ms/batch
Step 00126000 L_out=0.066 Acc=0.92 ---306440.52 ms/batch
Step 00126050 L_out=0.312 Acc=0.92 ---331718.31 ms/batch
Round 8 | epoch=8, train costTime=338.31626987457275, | total_activation_sum=14313140
Round 8 | epoch=9, current m_iou=0.6788707501969675
Round 8 | Best m_IoU is: 0.679, OA is: 0.923 | val costTime=135.09248089790344
Round 8 | ****EPOCH 9****
Step 00126100 L_out=0.192 Acc=0.90 ---18840.52 ms/batch
Step 00126150 L_out=0.474 Acc=0.86 ---44190.29 ms/batch
Step 00126200 L_out=0.058 Acc=0.97 ---69625.09 ms/batch
Step 00126250 L_out=0.146 Acc=0.95 ---95334.89 ms/batch
Step 00126300 L_out=0.182 Acc=0.92 ---120663.57 ms/batch
Step 00126350 L_out=0.166 Acc=0.89 ---146253.40 ms/batch
Step 00126400 L_out=0.102 Acc=0.91 ---170736.80 ms/batch
Step 00126450 L_out=0.061 Acc=0.94 ---195104.91 ms/batch
Step 00126500 L_out=0.108 Acc=0.94 ---220473.04 ms/batch
Step 00126550 L_out=0.059 Acc=0.91 ---245880.44 ms/batch
Step 00126600 L_out=0.083 Acc=0.95 ---271088.00 ms/batch
Step 00126650 L_out=0.185 Acc=0.92 ---296545.66 ms/batch
Step 00126700 L_out=0.103 Acc=0.91 ---321889.47 ms/batch
Round 8 | epoch=9, train costTime=336.92597103118896, | total_activation_sum=14378563
Round 8 | epoch=10, current m_iou=0.6734747315996265
Round 8 | Best m_IoU is: 0.679, OA is: 0.923 | val costTime=135.36789059638977
Round 8 | ****EPOCH 10****
Step 00126750 L_out=0.134 Acc=0.91 --- 9962.07 ms/batch
Step 00126800 L_out=0.201 Acc=0.93 ---35457.06 ms/batch
Step 00126850 L_out=0.048 Acc=0.93 ---60903.29 ms/batch
Step 00126900 L_out=0.147 Acc=0.93 ---86278.17 ms/batch
Step 00126950 L_out=0.039 Acc=0.96 ---111363.91 ms/batch
Step 00127000 L_out=0.175 Acc=0.85 ---137194.04 ms/batch
Step 00127050 L_out=0.105 Acc=0.92 ---161640.17 ms/batch
Step 00127100 L_out=0.197 Acc=0.92 ---185907.49 ms/batch
Step 00127150 L_out=0.080 Acc=0.91 ---211046.85 ms/batch
Step 00127200 L_out=0.074 Acc=0.96 ---236602.07 ms/batch
Step 00127250 L_out=0.130 Acc=0.87 ---261852.56 ms/batch
Step 00127300 L_out=0.070 Acc=0.93 ---287063.72 ms/batch
Step 00127350 L_out=0.047 Acc=0.96 ---312428.36 ms/batch
Round 8 | epoch=10, train costTime=336.3592517375946, | total_activation_sum=14275383
Round 8 | epoch=11, current m_iou=0.6798664416487705
Round 8 | Best m_IoU is: 0.680, OA is: 0.922 | val costTime=135.73488855361938
Round 8 | ****EPOCH 11****
Step 00127400 L_out=0.129 Acc=0.88 --- 1606.78 ms/batch
Step 00127450 L_out=0.085 Acc=0.95 ---27075.94 ms/batch
Step 00127500 L_out=0.087 Acc=0.94 ---52477.87 ms/batch
Step 00127550 L_out=0.283 Acc=0.92 ---78032.71 ms/batch
Step 00127600 L_out=0.059 Acc=0.90 ---103637.96 ms/batch
Step 00127650 L_out=0.114 Acc=0.91 ---128886.41 ms/batch
Step 00127700 L_out=0.126 Acc=0.93 ---153002.98 ms/batch
Step 00127750 L_out=0.069 Acc=0.94 ---177888.43 ms/batch
Step 00127800 L_out=0.194 Acc=0.88 ---203087.41 ms/batch
Step 00127850 L_out=0.123 Acc=0.95 ---228319.46 ms/batch
Step 00127900 L_out=0.100 Acc=0.89 ---253450.06 ms/batch
Step 00127950 L_out=0.107 Acc=0.90 ---278626.42 ms/batch
Step 00128000 L_out=0.109 Acc=0.91 ---304005.66 ms/batch
Step 00128050 L_out=0.067 Acc=0.94 ---329333.44 ms/batch
Round 8 | epoch=11, train costTime=336.4644958972931, | total_activation_sum=14488464
Round 8 | epoch=12, current m_iou=0.679353476569712
Round 8 | Best m_IoU is: 0.680, OA is: 0.922 | val costTime=134.55624985694885
Round 8 | ****EPOCH 12****
Step 00128100 L_out=0.012 Acc=0.95 ---18415.29 ms/batch
Step 00128150 L_out=0.069 Acc=0.95 ---43781.44 ms/batch
Step 00128200 L_out=0.060 Acc=0.93 ---69365.49 ms/batch
Step 00128250 L_out=0.082 Acc=0.93 ---94449.46 ms/batch
Step 00128300 L_out=0.191 Acc=0.87 ---119870.16 ms/batch
Step 00128350 L_out=0.178 Acc=0.90 ---144503.59 ms/batch
Step 00128400 L_out=0.075 Acc=0.95 ---168970.97 ms/batch
Step 00128450 L_out=0.055 Acc=0.96 ---194432.71 ms/batch
Step 00128500 L_out=0.283 Acc=0.95 ---220165.29 ms/batch
Step 00128550 L_out=0.645 Acc=0.90 ---245503.65 ms/batch
Step 00128600 L_out=0.179 Acc=0.89 ---270797.10 ms/batch
Step 00128650 L_out=0.046 Acc=0.96 ---295994.00 ms/batch
Step 00128700 L_out=0.072 Acc=0.95 ---321491.18 ms/batch
Round 8 | epoch=12, train costTime=337.04496669769287, | total_activation_sum=14232497
Round 8 | epoch=13, current m_iou=0.6828344357451384
Round 8 | Best m_IoU is: 0.683, OA is: 0.924 | val costTime=129.5287082195282
Round 8 | ****EPOCH 13****
Step 00128750 L_out=0.177 Acc=0.90 --- 9219.29 ms/batch
Step 00128800 L_out=0.060 Acc=0.95 ---33037.38 ms/batch
Step 00128850 L_out=0.212 Acc=0.93 ---56942.43 ms/batch
Step 00128900 L_out=0.054 Acc=0.92 ---80672.09 ms/batch
Step 00128950 L_out=0.073 Acc=0.94 ---104597.78 ms/batch
Step 00129000 L_out=0.081 Acc=0.91 ---128512.16 ms/batch
Step 00129050 L_out=0.081 Acc=0.93 ---152449.58 ms/batch
Step 00129100 L_out=0.087 Acc=0.97 ---176328.41 ms/batch
Step 00129150 L_out=0.020 Acc=0.94 ---200265.86 ms/batch
Step 00129200 L_out=0.045 Acc=0.93 ---224229.67 ms/batch
Step 00129250 L_out=0.080 Acc=0.96 ---248155.71 ms/batch
Step 00129300 L_out=0.052 Acc=0.93 ---272083.65 ms/batch
Step 00129350 L_out=0.317 Acc=0.95 ---296019.48 ms/batch
Round 8 | epoch=13, train costTime=318.91598320007324, | total_activation_sum=14456048
Round 8 | epoch=14, current m_iou=0.6838420774029499
Round 8 | Best m_IoU is: 0.684, OA is: 0.925 | val costTime=121.20181918144226
Round 8 | ****EPOCH 14****
Step 00129400 L_out=0.052 Acc=0.91 ---  965.35 ms/batch
Step 00129450 L_out=0.122 Acc=0.90 ---24927.30 ms/batch
Step 00129500 L_out=0.176 Acc=0.92 ---48785.26 ms/batch
Step 00129550 L_out=0.078 Acc=0.95 ---72750.57 ms/batch
Step 00129600 L_out=0.021 Acc=0.94 ---96540.99 ms/batch
Step 00129650 L_out=0.010 Acc=0.98 ---120652.82 ms/batch
Step 00129700 L_out=0.126 Acc=0.96 ---144664.76 ms/batch
Step 00129750 L_out=0.093 Acc=0.91 ---168560.20 ms/batch
Step 00129800 L_out=0.196 Acc=0.91 ---192567.99 ms/batch
Step 00129850 L_out=0.040 Acc=0.86 ---216405.01 ms/batch
Step 00129900 L_out=0.080 Acc=0.96 ---240432.36 ms/batch
Step 00129950 L_out=0.083 Acc=0.94 ---264397.16 ms/batch
Step 00130000 L_out=0.020 Acc=0.96 ---288147.29 ms/batch
Step 00130050 L_out=0.069 Acc=0.94 ---312097.69 ms/batch
Round 8 | epoch=14, train costTime=319.1938679218292, | total_activation_sum=14355022
Round 8 | epoch=15, current m_iou=0.6700831732944099
Round 8 | Best m_IoU is: 0.684, OA is: 0.925 | val costTime=120.73010301589966
Round 8 | ****EPOCH 15****
Step 00130100 L_out=0.115 Acc=0.87 ---16937.73 ms/batch
Step 00130150 L_out=0.088 Acc=0.95 ---40825.51 ms/batch
Step 00130200 L_out=0.195 Acc=0.89 ---64638.12 ms/batch
Step 00130250 L_out=0.018 Acc=0.92 ---88533.59 ms/batch
Step 00130300 L_out=0.074 Acc=0.97 ---112392.70 ms/batch
Step 00130350 L_out=0.062 Acc=0.96 ---136424.07 ms/batch
Step 00130400 L_out=0.097 Acc=0.88 ---160278.06 ms/batch
Step 00130450 L_out=0.077 Acc=0.94 ---184111.88 ms/batch
Step 00130500 L_out=0.135 Acc=0.94 ---208097.78 ms/batch
Step 00130550 L_out=0.021 Acc=0.95 ---232252.36 ms/batch
Step 00130600 L_out=0.060 Acc=0.94 ---256079.30 ms/batch
Step 00130650 L_out=0.056 Acc=0.94 ---279946.94 ms/batch
Step 00130700 L_out=0.057 Acc=0.96 ---303911.00 ms/batch
Round 8 | epoch=15, train costTime=319.35817790031433, | total_activation_sum=14377209
Round 8 | epoch=16, current m_iou=0.6727216791195991
Round 8 | Best m_IoU is: 0.684, OA is: 0.925 | val costTime=120.4389374256134
Round 8 | ****EPOCH 16****
Step 00130750 L_out=0.104 Acc=0.92 --- 8661.99 ms/batch
Step 00130800 L_out=0.071 Acc=0.91 ---32579.24 ms/batch
Step 00130850 L_out=0.066 Acc=0.91 ---56656.38 ms/batch
Step 00130900 L_out=0.120 Acc=0.94 ---80510.26 ms/batch
Step 00130950 L_out=0.237 Acc=0.91 ---104464.16 ms/batch
Step 00131000 L_out=0.052 Acc=0.94 ---128405.38 ms/batch
Step 00131050 L_out=0.126 Acc=0.93 ---152106.41 ms/batch
Step 00131100 L_out=0.111 Acc=0.92 ---176033.58 ms/batch
Step 00131150 L_out=0.060 Acc=0.82 ---199888.93 ms/batch
Step 00131200 L_out=0.154 Acc=0.89 ---224007.66 ms/batch
Step 00131250 L_out=0.091 Acc=0.94 ---247964.37 ms/batch
Step 00131300 L_out=0.018 Acc=0.96 ---271907.48 ms/batch
Step 00131350 L_out=0.125 Acc=0.94 ---295898.89 ms/batch
Round 8 | epoch=16, train costTime=319.5732958316803, | total_activation_sum=14412059
Round 8 | epoch=17, current m_iou=0.6721202923809411
Round 8 | Best m_IoU is: 0.684, OA is: 0.925 | val costTime=120.3736789226532
Round 8 | ****EPOCH 17****
Step 00131400 L_out=0.060 Acc=0.93 ---  478.43 ms/batch
Step 00131450 L_out=0.066 Acc=0.94 ---24460.10 ms/batch
Step 00131500 L_out=0.188 Acc=0.90 ---48308.72 ms/batch
Step 00131550 L_out=0.150 Acc=0.92 ---72396.38 ms/batch
Step 00131600 L_out=0.063 Acc=0.91 ---96564.45 ms/batch
Step 00131650 L_out=0.097 Acc=0.94 ---120559.70 ms/batch
Step 00131700 L_out=0.026 Acc=0.83 ---144545.84 ms/batch
Step 00131750 L_out=0.125 Acc=0.92 ---168543.03 ms/batch
Step 00131800 L_out=0.078 Acc=0.90 ---192439.05 ms/batch
Step 00131850 L_out=0.075 Acc=0.93 ---216617.18 ms/batch
Step 00131900 L_out=0.179 Acc=0.92 ---240577.68 ms/batch
Step 00131950 L_out=0.073 Acc=0.95 ---264515.86 ms/batch
Step 00132000 L_out=0.185 Acc=0.89 ---288345.72 ms/batch
Step 00132050 L_out=0.307 Acc=0.85 ---312228.91 ms/batch
Round 8 | epoch=17, train costTime=319.8069305419922, | total_activation_sum=14366357
Round 8 | epoch=18, current m_iou=0.6716388969501557
Round 8 | Best m_IoU is: 0.684, OA is: 0.925 | val costTime=120.43465042114258
Round 8 | ****EPOCH 18****
Step 00132100 L_out=0.036 Acc=0.86 ---16439.84 ms/batch
Step 00132150 L_out=0.057 Acc=0.98 ---40460.29 ms/batch
Step 00132200 L_out=0.100 Acc=0.86 ---64346.20 ms/batch
Step 00132250 L_out=0.034 Acc=0.97 ---88247.73 ms/batch
Step 00132300 L_out=0.137 Acc=0.91 ---112207.33 ms/batch
Step 00132350 L_out=0.105 Acc=0.91 ---136204.94 ms/batch
Step 00132400 L_out=0.085 Acc=0.94 ---160305.16 ms/batch
Step 00132450 L_out=0.160 Acc=0.89 ---184135.50 ms/batch
Step 00132500 L_out=0.095 Acc=0.92 ---207904.65 ms/batch
Step 00132550 L_out=0.082 Acc=0.92 ---231682.81 ms/batch
Step 00132600 L_out=0.062 Acc=0.93 ---255532.85 ms/batch
Step 00132650 L_out=0.071 Acc=0.94 ---279461.50 ms/batch
Step 00132700 L_out=0.104 Acc=0.68 ---303347.73 ms/batch
Round 8 | epoch=18, train costTime=319.27510833740234, | total_activation_sum=14151920
Round 8 | epoch=19, current m_iou=0.6758507121510109
Round 8 | Best m_IoU is: 0.684, OA is: 0.925 | val costTime=120.42021894454956
Round 8 | ****EPOCH 19****
Step 00132750 L_out=0.125 Acc=0.92 --- 8246.13 ms/batch
Step 00132800 L_out=0.007 Acc=0.97 ---31993.39 ms/batch
Step 00132850 L_out=0.065 Acc=0.89 ---55995.17 ms/batch
Step 00132900 L_out=0.091 Acc=0.95 ---80018.44 ms/batch
Step 00132950 L_out=0.073 Acc=0.95 ---104029.09 ms/batch
Step 00133000 L_out=0.088 Acc=0.96 ---127871.79 ms/batch
Step 00133050 L_out=0.052 Acc=0.87 ---151672.54 ms/batch
Step 00133100 L_out=0.153 Acc=0.92 ---175604.93 ms/batch
Step 00133150 L_out=0.044 Acc=0.96 ---199400.47 ms/batch
Step 00133200 L_out=0.015 Acc=0.95 ---223485.17 ms/batch
Step 00133250 L_out=0.048 Acc=0.94 ---247228.56 ms/batch
Step 00133300 L_out=0.057 Acc=0.90 ---271364.73 ms/batch
Step 00133350 L_out=0.063 Acc=0.90 ---295342.89 ms/batch
Step 00133400 L_out=0.056 Acc=0.96 ---319332.08 ms/batch
Round 8 | epoch=19, train costTime=319.33239912986755, | total_activation_sum=14407201
Round 8 | epoch=20, current m_iou=0.6784714207372655
Round 8 | Best m_IoU is: 0.684, OA is: 0.925 | val costTime=120.37274146080017
Round 8 | ****EPOCH 20****
Step 00133450 L_out=0.108 Acc=0.93 ---23798.59 ms/batch
Step 00133500 L_out=0.175 Acc=0.90 ---47635.46 ms/batch
Step 00133550 L_out=0.047 Acc=0.95 ---71427.84 ms/batch
Step 00133600 L_out=0.033 Acc=0.92 ---95482.92 ms/batch
Step 00133650 L_out=0.052 Acc=0.83 ---119431.19 ms/batch
Step 00133700 L_out=0.140 Acc=0.93 ---143421.45 ms/batch
Step 00133750 L_out=0.075 Acc=0.94 ---167482.81 ms/batch
Step 00133800 L_out=0.073 Acc=0.93 ---191239.69 ms/batch
Step 00133850 L_out=0.222 Acc=0.92 ---215241.12 ms/batch
Step 00133900 L_out=0.091 Acc=0.94 ---239045.65 ms/batch
Step 00133950 L_out=0.175 Acc=0.93 ---262843.28 ms/batch
Step 00134000 L_out=0.064 Acc=0.94 ---286640.49 ms/batch
Step 00134050 L_out=0.047 Acc=0.96 ---310612.08 ms/batch
Round 8 | epoch=20, train costTime=318.7966470718384, | total_activation_sum=14430908
Round 8 | epoch=21, current m_iou=0.676486977861536
Round 8 | Best m_IoU is: 0.684, OA is: 0.925 | val costTime=120.63762068748474
Round 8 | ****EPOCH 21****
Step 00134100 L_out=0.153 Acc=0.92 ---15772.58 ms/batch
Step 00134150 L_out=0.057 Acc=0.92 ---39533.00 ms/batch
Step 00134200 L_out=0.042 Acc=0.96 ---63353.33 ms/batch
Step 00134250 L_out=0.070 Acc=0.94 ---87306.34 ms/batch
Step 00134300 L_out=0.119 Acc=0.96 ---110956.31 ms/batch
Step 00134350 L_out=0.067 Acc=0.93 ---134714.82 ms/batch
Step 00134400 L_out=0.085 Acc=0.95 ---158768.60 ms/batch
Step 00134450 L_out=0.012 Acc=0.94 ---182738.34 ms/batch
Step 00134500 L_out=0.086 Acc=0.93 ---206569.74 ms/batch
Step 00134550 L_out=0.114 Acc=0.95 ---230404.86 ms/batch
Step 00134600 L_out=0.044 Acc=0.94 ---254373.27 ms/batch
Step 00134650 L_out=0.034 Acc=0.94 ---278095.51 ms/batch
Step 00134700 L_out=0.031 Acc=0.93 ---301987.12 ms/batch
Round 8 | epoch=21, train costTime=318.3392791748047, | total_activation_sum=14440939
Round 8 | epoch=22, current m_iou=0.6776533369267002
Round 8 | Best m_IoU is: 0.684, OA is: 0.925 | val costTime=120.80110311508179
Round 8 | ****EPOCH 22****
Step 00134750 L_out=0.036 Acc=0.94 --- 7666.60 ms/batch
Step 00134800 L_out=0.118 Acc=0.93 ---31661.71 ms/batch
Step 00134850 L_out=0.088 Acc=0.96 ---55503.35 ms/batch
Step 00134900 L_out=0.065 Acc=0.96 ---79347.02 ms/batch
Step 00134950 L_out=0.055 Acc=0.93 ---103121.51 ms/batch
Step 00135000 L_out=0.030 Acc=0.95 ---127109.78 ms/batch
Step 00135050 L_out=0.049 Acc=0.93 ---151082.87 ms/batch
Step 00135100 L_out=0.068 Acc=0.90 ---174978.21 ms/batch
Step 00135150 L_out=0.012 Acc=0.95 ---198823.53 ms/batch
Step 00135200 L_out=0.051 Acc=0.94 ---222957.99 ms/batch
Step 00135250 L_out=0.327 Acc=0.91 ---246802.57 ms/batch
Step 00135300 L_out=0.060 Acc=0.93 ---270846.11 ms/batch
Step 00135350 L_out=0.059 Acc=0.94 ---294971.89 ms/batch
Step 00135400 L_out=2.060 Acc=0.97 ---318957.69 ms/batch
Round 8 | epoch=22, train costTime=319.4673902988434, | total_activation_sum=14244542
Round 8 | epoch=23, current m_iou=0.6753560558612848
Round 8 | Best m_IoU is: 0.684, OA is: 0.925 | val costTime=120.70623469352722
Round 8 | ****EPOCH 23****
Step 00135450 L_out=0.030 Acc=0.92 ---23364.89 ms/batch
Step 00135500 L_out=0.094 Acc=0.95 ---47175.59 ms/batch
Step 00135550 L_out=0.067 Acc=0.96 ---71033.95 ms/batch
Step 00135600 L_out=0.099 Acc=0.91 ---98665.44 ms/batch
Step 00135650 L_out=0.037 Acc=0.93 ---133959.10 ms/batch
Step 00135700 L_out=0.025 Acc=0.96 ---169436.74 ms/batch
Step 00135750 L_out=0.007 Acc=0.95 ---205176.98 ms/batch
Step 00135800 L_out=0.033 Acc=0.95 ---240783.81 ms/batch
Step 00135850 L_out=0.025 Acc=0.95 ---276286.08 ms/batch
Step 00135900 L_out=0.021 Acc=0.85 ---311917.19 ms/batch
Step 00135950 L_out=0.004 Acc=0.95 ---347431.15 ms/batch
Step 00136000 L_out=0.031 Acc=0.92 ---383472.14 ms/batch
Step 00136050 L_out=0.206 Acc=0.94 ---419039.91 ms/batch
Round 8 | epoch=23, train costTime=431.77953910827637, | total_activation_sum=14286320
Round 8 | epoch=24, current m_iou=0.6694096793382127
Round 8 | Best m_IoU is: 0.684, OA is: 0.925 | val costTime=156.7408947944641
Round 8 | ****EPOCH 24****
Step 00136100 L_out=0.056 Acc=0.82 ---22619.57 ms/batch
Step 00136150 L_out=0.092 Acc=0.93 ---58112.57 ms/batch
Step 00136200 L_out=0.051 Acc=0.93 ---93915.50 ms/batch
Step 00136250 L_out=0.065 Acc=0.94 ---129506.15 ms/batch
Step 00136300 L_out=0.197 Acc=0.91 ---165062.16 ms/batch
Step 00136350 L_out=0.027 Acc=0.96 ---200603.42 ms/batch
Step 00136400 L_out=0.072 Acc=0.90 ---236019.13 ms/batch
Step 00136450 L_out=0.066 Acc=0.95 ---271565.87 ms/batch
Step 00136500 L_out=0.086 Acc=0.96 ---307236.85 ms/batch
Step 00136550 L_out=0.036 Acc=0.95 ---342852.66 ms/batch
Step 00136600 L_out=0.059 Acc=0.90 ---378290.88 ms/batch
Step 00136650 L_out=0.068 Acc=0.97 ---413634.50 ms/batch
Step 00136700 L_out=0.075 Acc=0.95 ---449351.78 ms/batch
Round 8 | epoch=24, train costTime=474.16724038124084, | total_activation_sum=14396572
Round 8 | epoch=25, current m_iou=0.6620925898987449
Round 8 | Best m_IoU is: 0.684, OA is: 0.925 | val costTime=155.80490231513977
Round 8 | ****EPOCH 25****
Step 00136750 L_out=0.071 Acc=0.94 ---10596.70 ms/batch
Step 00136800 L_out=0.045 Acc=0.95 ---46305.07 ms/batch
Step 00136850 L_out=0.054 Acc=0.95 ---81989.19 ms/batch
Step 00136900 L_out=0.046 Acc=0.94 ---117437.81 ms/batch
Step 00136950 L_out=0.092 Acc=0.95 ---152910.99 ms/batch
Step 00137000 L_out=0.202 Acc=0.90 ---188468.27 ms/batch
Step 00137050 L_out=0.042 Acc=0.93 ---223250.54 ms/batch
Step 00137100 L_out=0.027 Acc=0.95 ---258922.48 ms/batch
Step 00137150 L_out=0.122 Acc=0.92 ---294398.49 ms/batch
Step 00137200 L_out=0.151 Acc=0.88 ---330038.56 ms/batch
Step 00137250 L_out=0.044 Acc=0.95 ---365551.13 ms/batch
Step 00137300 L_out=0.027 Acc=0.94 ---400865.68 ms/batch
Step 00137350 L_out=0.056 Acc=0.92 ---436225.45 ms/batch
Step 00137400 L_out=0.100 Acc=0.91 ---471607.89 ms/batch
Round 8 | epoch=25, train costTime=473.04284834861755, | total_activation_sum=14189549
Round 8 | epoch=26, current m_iou=0.666730873908582
Round 8 | Best m_IoU is: 0.684, OA is: 0.925 | val costTime=155.83219575881958
Round 8 | ****EPOCH 26****
Step 00137450 L_out=0.043 Acc=0.98 ---33731.22 ms/batch
Step 00137500 L_out=0.070 Acc=0.93 ---69345.29 ms/batch
Step 00137550 L_out=0.046 Acc=0.99 ---105019.57 ms/batch
Step 00137600 L_out=0.057 Acc=0.91 ---140483.20 ms/batch
Step 00137650 L_out=0.015 Acc=0.97 ---176278.03 ms/batch
Step 00137700 L_out=0.101 Acc=0.92 ---211852.47 ms/batch
Step 00137750 L_out=0.183 Acc=0.91 ---247591.01 ms/batch
Step 00137800 L_out=0.056 Acc=0.96 ---283334.82 ms/batch
Step 00137850 L_out=0.120 Acc=0.90 ---319108.04 ms/batch
Step 00137900 L_out=0.073 Acc=0.96 ---354764.94 ms/batch
Step 00137950 L_out=0.044 Acc=0.94 ---390221.87 ms/batch
Step 00138000 L_out=0.069 Acc=0.93 ---425641.59 ms/batch
Step 00138050 L_out=0.063 Acc=0.93 ---461201.26 ms/batch
Round 8 | epoch=26, train costTime=474.30738401412964, | total_activation_sum=14383488
Round 8 | epoch=27, current m_iou=0.6663301724523025
Round 8 | Best m_IoU is: 0.684, OA is: 0.925 | val costTime=156.95262455940247
Round 8 | ****EPOCH 27****
Step 00138100 L_out=0.059 Acc=0.95 ---22269.32 ms/batch
Step 00138150 L_out=0.103 Acc=0.90 ---57796.15 ms/batch
Step 00138200 L_out=0.124 Acc=0.94 ---93361.41 ms/batch
Step 00138250 L_out=0.121 Acc=0.93 ---128874.29 ms/batch
Step 00138300 L_out=0.164 Acc=0.94 ---164488.02 ms/batch
Step 00138350 L_out=0.052 Acc=0.96 ---199832.60 ms/batch
Step 00138400 L_out=0.084 Acc=0.94 ---235370.96 ms/batch
Step 00138450 L_out=0.040 Acc=0.94 ---270725.12 ms/batch
Step 00138500 L_out=0.068 Acc=0.93 ---305543.10 ms/batch
Step 00138550 L_out=0.041 Acc=0.93 ---341003.69 ms/batch
Step 00138600 L_out=0.025 Acc=0.93 ---376539.91 ms/batch
Step 00138650 L_out=0.059 Acc=0.96 ---412072.20 ms/batch
Step 00138700 L_out=0.035 Acc=0.97 ---447606.30 ms/batch
Round 8 | epoch=27, train costTime=473.2229609489441, | total_activation_sum=14513258
Round 8 | epoch=28, current m_iou=0.6669710046581927
Round 8 | Best m_IoU is: 0.684, OA is: 0.925 | val costTime=155.39392399787903
Round 8 | ****EPOCH 28****
Step 00138750 L_out=0.050 Acc=0.95 --- 9983.35 ms/batch
Step 00138800 L_out=0.032 Acc=0.96 ---45683.47 ms/batch
Step 00138850 L_out=0.041 Acc=0.93 ---81208.51 ms/batch
Step 00138900 L_out=0.071 Acc=0.94 ---116332.73 ms/batch
Step 00138950 L_out=0.158 Acc=0.94 ---151628.97 ms/batch
Step 00139000 L_out=0.098 Acc=0.93 ---187026.34 ms/batch
Step 00139050 L_out=0.043 Acc=0.97 ---222571.19 ms/batch
Step 00139100 L_out=0.042 Acc=0.91 ---257933.49 ms/batch
