Round 2 | ****EPOCH 0****
Step 00000050 L_out=0.101 Acc=0.45 ---27486.30 ms/batch
Step 00000100 L_out=0.051 Acc=0.35 ---53022.86 ms/batch
Step 00000150 L_out=0.031 Acc=0.49 ---78199.14 ms/batch
Step 00000200 L_out=0.268 Acc=0.33 ---102715.79 ms/batch
Step 00000250 L_out=0.102 Acc=0.14 ---127156.90 ms/batch
Step 00000300 L_out=0.127 Acc=0.45 ---152405.74 ms/batch
Step 00000350 L_out=0.168 Acc=0.71 ---177271.15 ms/batch
Step 00000400 L_out=0.110 Acc=0.50 ---201629.58 ms/batch
Step 00000450 L_out=0.045 Acc=0.63 ---225191.03 ms/batch
Step 00000500 L_out=0.037 Acc=0.52 ---250753.00 ms/batch
Step 00000550 L_out=0.210 Acc=0.71 ---276116.39 ms/batch
Step 00000600 L_out=0.105 Acc=0.40 ---301626.58 ms/batch
Step 00000650 L_out=0.088 Acc=0.60 ---326763.24 ms/batch
Round 2 | epoch=0, train costTime=335.2846431732178, | total_activation_sum=2375922
Round 2 | epoch=1, current m_iou=0.24065566150453094
Round 2 | Best m_IoU is: 0.241, OA is: 0.604 | val costTime=131.3023145198822
Round 2 | ****EPOCH 1****
Step 00000700 L_out=0.078 Acc=0.53 ---16611.04 ms/batch
Step 00000750 L_out=0.241 Acc=0.51 ---41617.80 ms/batch
Step 00000800 L_out=0.050 Acc=0.32 ---66796.70 ms/batch
Step 00000850 L_out=0.494 Acc=0.59 ---92068.45 ms/batch
Step 00000900 L_out=0.073 Acc=0.53 ---117241.99 ms/batch
Step 00000950 L_out=0.132 Acc=0.30 ---142059.51 ms/batch
Step 00001000 L_out=0.071 Acc=0.58 ---166226.40 ms/batch
Step 00001050 L_out=0.076 Acc=0.29 ---190818.38 ms/batch
Step 00001100 L_out=0.098 Acc=0.65 ---214890.21 ms/batch
Step 00001150 L_out=0.057 Acc=0.62 ---239103.59 ms/batch
Step 00001200 L_out=0.064 Acc=0.42 ---264413.13 ms/batch
Step 00001250 L_out=0.156 Acc=0.39 ---289636.74 ms/batch
Step 00001300 L_out=0.049 Acc=0.72 ---314829.21 ms/batch
Round 2 | epoch=1, train costTime=332.1193630695343, | total_activation_sum=2155661
Round 2 | epoch=2, current m_iou=0.25932221447576426
Round 2 | Best m_IoU is: 0.259, OA is: 0.555 | val costTime=130.2935755252838
Round 2 | ****EPOCH 2****
Step 00001350 L_out=0.065 Acc=0.70 --- 7936.27 ms/batch
Step 00001400 L_out=0.021 Acc=0.32 ---33285.14 ms/batch
Step 00001450 L_out=0.069 Acc=0.66 ---58606.54 ms/batch
Step 00001500 L_out=0.914 Acc=0.28 ---83879.92 ms/batch
Step 00001550 L_out=0.032 Acc=0.69 ---109101.77 ms/batch
Step 00001600 L_out=0.105 Acc=0.35 ---133513.07 ms/batch
Step 00001650 L_out=0.037 Acc=0.54 ---158255.74 ms/batch
Step 00001700 L_out=0.041 Acc=0.43 ---183241.19 ms/batch
Step 00001750 L_out=0.519 Acc=0.64 ---208232.27 ms/batch
Step 00001800 L_out=0.074 Acc=0.51 ---231201.23 ms/batch
Step 00001850 L_out=0.188 Acc=0.71 ---256660.01 ms/batch
Step 00001900 L_out=0.115 Acc=0.66 ---281852.58 ms/batch
Step 00001950 L_out=0.176 Acc=0.30 ---307198.57 ms/batch
Step 00002000 L_out=0.018 Acc=0.74 ---332438.19 ms/batch
Round 2 | epoch=2, train costTime=332.9655017852783, | total_activation_sum=2141866
Round 2 | epoch=3, current m_iou=0.3305990527707673
Round 2 | Best m_IoU is: 0.331, OA is: 0.650 | val costTime=130.78135442733765
Round 2 | ****EPOCH 3****
Step 00002050 L_out=0.084 Acc=0.50 ---24565.89 ms/batch
Step 00002100 L_out=0.020 Acc=0.64 ---49882.94 ms/batch
Step 00002150 L_out=0.104 Acc=0.63 ---74960.46 ms/batch
Step 00002200 L_out=0.016 Acc=0.62 ---100272.62 ms/batch
Step 00002250 L_out=0.136 Acc=0.34 ---125219.35 ms/batch
Step 00002300 L_out=0.041 Acc=0.44 ---149845.54 ms/batch
Step 00002350 L_out=0.036 Acc=0.58 ---174301.65 ms/batch
Step 00002400 L_out=0.038 Acc=0.53 ---198657.31 ms/batch
Step 00002450 L_out=0.093 Acc=0.59 ---223242.45 ms/batch
Step 00002500 L_out=0.028 Acc=0.62 ---246374.89 ms/batch
Step 00002550 L_out=0.133 Acc=0.23 ---271687.54 ms/batch
Step 00002600 L_out=0.272 Acc=0.38 ---297078.47 ms/batch
Step 00002650 L_out=0.067 Acc=0.45 ---322689.83 ms/batch
Round 2 | epoch=3, train costTime=331.80943036079407, | total_activation_sum=2109102
Round 2 | epoch=4, current m_iou=0.3864931306506799
Round 2 | Best m_IoU is: 0.386, OA is: 0.721 | val costTime=130.61986327171326
Round 2 | ****EPOCH 4****
Step 00002700 L_out=0.053 Acc=0.60 ---15803.82 ms/batch
Step 00002750 L_out=0.063 Acc=0.51 ---41247.14 ms/batch
Step 00002800 L_out=0.045 Acc=0.56 ---66527.69 ms/batch
Step 00002850 L_out=0.046 Acc=0.62 ---91909.71 ms/batch
Step 00002900 L_out=0.081 Acc=0.30 ---116887.65 ms/batch
Step 00002950 L_out=0.020 Acc=0.72 ---141981.30 ms/batch
Step 00003000 L_out=0.163 Acc=0.41 ---166667.25 ms/batch
Step 00003050 L_out=0.091 Acc=0.58 ---191330.29 ms/batch
Step 00003100 L_out=0.065 Acc=0.54 ---216226.85 ms/batch
Step 00003150 L_out=0.099 Acc=0.65 ---240218.79 ms/batch
Step 00003200 L_out=0.044 Acc=0.71 ---264225.58 ms/batch
Step 00003250 L_out=0.016 Acc=0.72 ---289286.57 ms/batch
Step 00003300 L_out=0.174 Acc=0.54 ---314658.56 ms/batch
Round 2 | epoch=4, train costTime=332.4387559890747, | total_activation_sum=2157656
Round 2 | epoch=5, current m_iou=0.35747196602400994
Round 2 | Best m_IoU is: 0.386, OA is: 0.721 | val costTime=130.42367696762085
Round 2 | ****EPOCH 5****
Step 00003350 L_out=0.024 Acc=0.37 --- 7508.69 ms/batch
Step 00003400 L_out=0.015 Acc=0.63 ---32718.87 ms/batch
Step 00003450 L_out=0.011 Acc=0.56 ---58066.13 ms/batch
Step 00003500 L_out=0.181 Acc=0.59 ---83522.32 ms/batch
Step 00003550 L_out=0.063 Acc=0.55 ---108688.93 ms/batch
Step 00003600 L_out=0.057 Acc=0.79 ---133667.83 ms/batch
Step 00003650 L_out=0.036 Acc=0.59 ---158579.14 ms/batch
Step 00003700 L_out=0.025 Acc=0.71 ---182880.78 ms/batch
Step 00003750 L_out=0.107 Acc=0.73 ---207689.60 ms/batch
Step 00003800 L_out=0.123 Acc=0.70 ---232187.07 ms/batch
Step 00003850 L_out=0.064 Acc=0.46 ---255358.55 ms/batch
Step 00003900 L_out=0.129 Acc=0.64 ---280367.59 ms/batch
Step 00003950 L_out=0.031 Acc=0.71 ---305510.00 ms/batch
Step 00004000 L_out=0.239 Acc=0.48 ---330701.24 ms/batch
Round 2 | epoch=5, train costTime=331.7465558052063, | total_activation_sum=2136731
Round 2 | epoch=6, current m_iou=0.321472303719715
Round 2 | Best m_IoU is: 0.386, OA is: 0.721 | val costTime=130.10522651672363
Round 2 | ****EPOCH 6****
Step 00004050 L_out=0.030 Acc=0.56 ---24439.70 ms/batch
Step 00004100 L_out=0.045 Acc=0.74 ---49507.13 ms/batch
Step 00004150 L_out=0.089 Acc=0.75 ---74670.87 ms/batch
Step 00004200 L_out=0.087 Acc=0.53 ---100121.72 ms/batch
Step 00004250 L_out=0.068 Acc=0.62 ---125494.62 ms/batch
Step 00004300 L_out=0.164 Acc=0.76 ---150596.12 ms/batch
Step 00004350 L_out=0.038 Acc=0.71 ---175055.17 ms/batch
Step 00004400 L_out=0.072 Acc=0.40 ---199841.09 ms/batch
Step 00004450 L_out=0.023 Acc=0.57 ---224351.40 ms/batch
Step 00004500 L_out=0.049 Acc=0.60 ---248789.41 ms/batch
Step 00004550 L_out=0.028 Acc=0.62 ---272181.42 ms/batch
Step 00004600 L_out=0.112 Acc=0.47 ---297597.22 ms/batch
Step 00004650 L_out=0.066 Acc=0.75 ---323144.45 ms/batch
Round 2 | epoch=6, train costTime=332.97120428085327, | total_activation_sum=2186440
Round 2 | epoch=7, current m_iou=0.38365781226701123
Round 2 | Best m_IoU is: 0.386, OA is: 0.721 | val costTime=129.6585190296173
Round 2 | ****EPOCH 7****
Step 00004700 L_out=0.023 Acc=0.70 ---15600.01 ms/batch
Step 00004750 L_out=0.070 Acc=0.74 ---40714.09 ms/batch
Step 00004800 L_out=0.494 Acc=0.34 ---66027.50 ms/batch
Step 00004850 L_out=0.029 Acc=0.82 ---91422.76 ms/batch
Step 00004900 L_out=0.095 Acc=0.45 ---116500.46 ms/batch
Step 00004950 L_out=0.068 Acc=0.68 ---141858.11 ms/batch
Step 00005000 L_out=0.012 Acc=0.61 ---166592.21 ms/batch
Step 00005050 L_out=0.022 Acc=0.25 ---191200.04 ms/batch
Step 00005100 L_out=0.018 Acc=0.43 ---215815.19 ms/batch
Step 00005150 L_out=0.033 Acc=0.57 ---240816.52 ms/batch
Step 00005200 L_out=0.167 Acc=0.58 ---265168.14 ms/batch
Step 00005250 L_out=0.078 Acc=0.42 ---288606.25 ms/batch
Step 00005300 L_out=0.080 Acc=0.86 ---314133.23 ms/batch
Round 2 | epoch=7, train costTime=332.2465515136719, | total_activation_sum=2127230
Round 2 | epoch=8, current m_iou=0.38185970743724174
Round 2 | Best m_IoU is: 0.386, OA is: 0.721 | val costTime=130.13406538963318
Round 2 | ****EPOCH 8****
Step 00005350 L_out=0.038 Acc=0.71 --- 6582.80 ms/batch
Step 00005400 L_out=0.022 Acc=0.75 ---31900.90 ms/batch
Step 00005450 L_out=0.340 Acc=0.58 ---57297.28 ms/batch
Step 00005500 L_out=0.079 Acc=0.69 ---82762.91 ms/batch
Step 00005550 L_out=0.046 Acc=0.73 ---108077.64 ms/batch
Step 00005600 L_out=0.053 Acc=0.79 ---133276.89 ms/batch
Step 00005650 L_out=0.061 Acc=0.64 ---158289.88 ms/batch
Step 00005700 L_out=0.111 Acc=0.67 ---182956.44 ms/batch
Step 00005750 L_out=0.094 Acc=0.68 ---207473.18 ms/batch
Step 00005800 L_out=0.140 Acc=0.74 ---232116.94 ms/batch
Step 00005850 L_out=0.077 Acc=0.68 ---256871.98 ms/batch
Step 00005900 L_out=0.030 Acc=0.67 ---280057.70 ms/batch
Step 00005950 L_out=0.135 Acc=0.40 ---304716.70 ms/batch
Step 00006000 L_out=0.080 Acc=0.74 ---330068.64 ms/batch
Round 2 | epoch=8, train costTime=331.62556982040405, | total_activation_sum=2143369
Round 2 | epoch=9, current m_iou=0.38896404047750155
Round 2 | Best m_IoU is: 0.389, OA is: 0.741 | val costTime=129.4314479827881
Round 2 | ****EPOCH 9****
Step 00006050 L_out=0.144 Acc=0.75 ---23795.88 ms/batch
Step 00006100 L_out=0.045 Acc=0.85 ---48861.00 ms/batch
Step 00006150 L_out=0.035 Acc=0.63 ---74096.51 ms/batch
Step 00006200 L_out=0.029 Acc=0.78 ---99579.27 ms/batch
Step 00006250 L_out=0.029 Acc=0.78 ---124845.58 ms/batch
Step 00006300 L_out=0.023 Acc=0.62 ---150321.64 ms/batch
Step 00006350 L_out=0.026 Acc=0.77 ---174948.97 ms/batch
Step 00006400 L_out=0.036 Acc=0.67 ---199327.46 ms/batch
Step 00006450 L_out=0.015 Acc=0.88 ---223960.37 ms/batch
Step 00006500 L_out=0.032 Acc=0.50 ---248896.89 ms/batch
Step 00006550 L_out=0.017 Acc=0.86 ---273308.96 ms/batch
Step 00006600 L_out=0.053 Acc=0.46 ---296369.66 ms/batch
Step 00006650 L_out=0.026 Acc=0.67 ---321863.84 ms/batch
Round 2 | epoch=9, train costTime=331.8961327075958, | total_activation_sum=2135622
Round 2 | epoch=10, current m_iou=0.4576264964002218
Round 2 | Best m_IoU is: 0.458, OA is: 0.792 | val costTime=130.64150643348694
Round 2 | ****EPOCH 10****
Step 00006700 L_out=0.158 Acc=0.71 ---15085.13 ms/batch
Step 00006750 L_out=0.012 Acc=0.72 ---40354.03 ms/batch
Step 00006800 L_out=0.019 Acc=0.80 ---65654.78 ms/batch
Step 00006850 L_out=0.066 Acc=0.57 ---90957.05 ms/batch
Step 00006900 L_out=0.089 Acc=0.71 ---116026.64 ms/batch
Step 00006950 L_out=0.047 Acc=0.75 ---141285.20 ms/batch
Step 00007000 L_out=0.060 Acc=0.85 ---166636.55 ms/batch
Step 00007050 L_out=0.043 Acc=0.73 ---191248.90 ms/batch
Step 00007100 L_out=0.025 Acc=0.76 ---215716.45 ms/batch
Step 00007150 L_out=0.083 Acc=0.73 ---240199.51 ms/batch
Step 00007200 L_out=0.037 Acc=0.74 ---264768.64 ms/batch
Step 00007250 L_out=0.013 Acc=0.79 ---289816.63 ms/batch
Step 00007300 L_out=0.007 Acc=0.68 ---312899.56 ms/batch
Round 2 | epoch=10, train costTime=331.62752890586853, | total_activation_sum=2144593
Round 2 | epoch=11, current m_iou=0.3710777224315114
Round 2 | Best m_IoU is: 0.458, OA is: 0.792 | val costTime=129.295019865036
Round 2 | ****EPOCH 11****
Step 00007350 L_out=0.064 Acc=0.68 --- 6568.56 ms/batch
Step 00007400 L_out=0.095 Acc=0.67 ---31746.14 ms/batch
Step 00007450 L_out=0.044 Acc=0.74 ---56954.42 ms/batch
Step 00007500 L_out=0.042 Acc=0.79 ---82135.35 ms/batch
Step 00007550 L_out=0.138 Acc=0.72 ---107289.09 ms/batch
Step 00007600 L_out=0.013 Acc=0.60 ---132394.72 ms/batch
Step 00007650 L_out=0.059 Acc=0.74 ---157790.08 ms/batch
Step 00007700 L_out=0.036 Acc=0.70 ---182923.47 ms/batch
Step 00007750 L_out=0.114 Acc=0.84 ---207864.68 ms/batch
Step 00007800 L_out=0.084 Acc=0.65 ---232727.06 ms/batch
Step 00007850 L_out=0.033 Acc=0.50 ---257532.07 ms/batch
Step 00007900 L_out=0.035 Acc=0.63 ---282569.87 ms/batch
Step 00007950 L_out=0.025 Acc=0.73 ---306632.18 ms/batch
Step 00008000 L_out=0.021 Acc=0.71 ---328657.83 ms/batch
Round 2 | epoch=11, train costTime=330.400235414505, | total_activation_sum=2175062
Round 2 | epoch=12, current m_iou=0.4311093863131071
Round 2 | Best m_IoU is: 0.458, OA is: 0.792 | val costTime=115.91203951835632
Round 2 | ****EPOCH 12****
Step 00008050 L_out=0.187 Acc=0.77 ---20345.15 ms/batch
Step 00008100 L_out=0.150 Acc=0.69 ---42254.80 ms/batch
Step 00008150 L_out=0.026 Acc=0.80 ---63889.65 ms/batch
Step 00008200 L_out=0.014 Acc=0.71 ---85373.64 ms/batch
Step 00008250 L_out=0.116 Acc=0.75 ---106912.60 ms/batch
Step 00008300 L_out=0.069 Acc=0.82 ---128739.47 ms/batch
Step 00008350 L_out=0.058 Acc=0.77 ---150467.71 ms/batch
Step 00008400 L_out=0.046 Acc=0.65 ---172382.46 ms/batch
Step 00008450 L_out=0.076 Acc=0.83 ---193824.88 ms/batch
Step 00008500 L_out=0.012 Acc=0.83 ---215530.69 ms/batch
Step 00008550 L_out=0.069 Acc=0.81 ---237036.72 ms/batch
Step 00008600 L_out=0.050 Acc=0.75 ---258760.15 ms/batch
Step 00008650 L_out=0.003 Acc=0.59 ---280271.92 ms/batch
Round 2 | epoch=12, train costTime=289.37160301208496, | total_activation_sum=2146328
Round 2 | epoch=13, current m_iou=0.4705350424255864
Round 2 | Best m_IoU is: 0.471, OA is: 0.804 | val costTime=116.23101496696472
Round 2 | ****EPOCH 13****
Step 00008700 L_out=0.084 Acc=0.74 ---12836.37 ms/batch
Step 00008750 L_out=0.025 Acc=0.82 ---34541.90 ms/batch
Step 00008800 L_out=0.068 Acc=0.75 ---56154.76 ms/batch
Step 00008850 L_out=0.041 Acc=0.81 ---77936.03 ms/batch
Step 00008900 L_out=0.031 Acc=0.73 ---100063.24 ms/batch
Step 00008950 L_out=0.024 Acc=0.64 ---121746.15 ms/batch
Step 00009000 L_out=0.016 Acc=0.92 ---143410.00 ms/batch
Step 00009050 L_out=0.057 Acc=0.78 ---165514.67 ms/batch
Step 00009100 L_out=0.060 Acc=0.79 ---187156.80 ms/batch
Step 00009150 L_out=0.131 Acc=0.49 ---208871.86 ms/batch
Step 00009200 L_out=0.021 Acc=0.51 ---230546.83 ms/batch
Step 00009250 L_out=0.051 Acc=0.79 ---253257.82 ms/batch
Step 00009300 L_out=0.073 Acc=0.84 ---278727.94 ms/batch
Round 2 | epoch=13, train costTime=298.09714365005493, | total_activation_sum=2131373
Round 2 | epoch=14, current m_iou=0.4476978408940169
Round 2 | Best m_IoU is: 0.471, OA is: 0.804 | val costTime=129.2232005596161
Round 2 | ****EPOCH 14****
Step 00009350 L_out=0.030 Acc=0.74 --- 6013.27 ms/batch
Step 00009400 L_out=0.054 Acc=0.59 ---31141.30 ms/batch
Step 00009450 L_out=0.013 Acc=0.79 ---56301.61 ms/batch
Step 00009500 L_out=0.006 Acc=0.62 ---81667.23 ms/batch
Step 00009550 L_out=0.054 Acc=0.81 ---106862.47 ms/batch
Step 00009600 L_out=0.025 Acc=0.71 ---132049.11 ms/batch
Step 00009650 L_out=0.044 Acc=0.83 ---157196.34 ms/batch
Step 00009700 L_out=0.161 Acc=0.82 ---182364.24 ms/batch
Step 00009750 L_out=0.087 Acc=0.69 ---206939.55 ms/batch
Step 00009800 L_out=0.091 Acc=0.78 ---231166.31 ms/batch
Step 00009850 L_out=0.014 Acc=0.76 ---255847.13 ms/batch
Step 00009900 L_out=0.028 Acc=0.79 ---280164.84 ms/batch
Step 00009950 L_out=0.050 Acc=0.71 ---303998.29 ms/batch
Step 00010000 L_out=0.054 Acc=0.67 ---329420.13 ms/batch
Round 2 | epoch=14, train costTime=331.94234824180603, | total_activation_sum=2119326
Round 2 | epoch=15, current m_iou=0.4738263395819293
Round 2 | Best m_IoU is: 0.474, OA is: 0.810 | val costTime=129.6093065738678
Round 2 | ****EPOCH 15****
Step 00010050 L_out=0.015 Acc=0.83 ---22696.92 ms/batch
Step 00010100 L_out=0.059 Acc=0.78 ---48275.22 ms/batch
Step 00010150 L_out=0.009 Acc=0.71 ---73840.55 ms/batch
Step 00010200 L_out=0.009 Acc=0.78 ---99021.34 ms/batch
Step 00010250 L_out=0.040 Acc=0.79 ---124203.65 ms/batch
Step 00010300 L_out=0.029 Acc=0.77 ---149447.75 ms/batch
Step 00010350 L_out=0.039 Acc=0.72 ---174550.52 ms/batch
Step 00010400 L_out=0.022 Acc=0.84 ---199026.94 ms/batch
Step 00010450 L_out=0.008 Acc=0.65 ---223878.71 ms/batch
Step 00010500 L_out=0.022 Acc=0.84 ---248294.98 ms/batch
Step 00010550 L_out=0.054 Acc=0.87 ---273391.92 ms/batch
Step 00010600 L_out=0.012 Acc=0.82 ---296405.87 ms/batch
Step 00010650 L_out=0.010 Acc=0.88 ---321473.84 ms/batch
Round 2 | epoch=15, train costTime=332.75408482551575, | total_activation_sum=2161256
Round 2 | epoch=16, current m_iou=0.481594897241019
Round 2 | Best m_IoU is: 0.482, OA is: 0.812 | val costTime=129.64475464820862
Round 2 | ****EPOCH 16****
Step 00010700 L_out=0.021 Acc=0.67 ---13995.84 ms/batch
Step 00010750 L_out=0.061 Acc=0.76 ---39415.08 ms/batch
Step 00010800 L_out=0.060 Acc=0.70 ---64781.96 ms/batch
Step 00010850 L_out=0.120 Acc=0.81 ---90277.97 ms/batch
Step 00010900 L_out=0.015 Acc=0.83 ---115725.73 ms/batch
Step 00010950 L_out=0.003 Acc=0.82 ---141089.93 ms/batch
Step 00011000 L_out=0.041 Acc=0.74 ---166430.21 ms/batch
Step 00011050 L_out=0.060 Acc=0.71 ---191022.03 ms/batch
Step 00011100 L_out=0.040 Acc=0.65 ---215952.00 ms/batch
Step 00011150 L_out=0.016 Acc=0.86 ---240641.25 ms/batch
Step 00011200 L_out=0.037 Acc=0.84 ---264914.21 ms/batch
Step 00011250 L_out=0.005 Acc=0.86 ---289294.49 ms/batch
Step 00011300 L_out=0.023 Acc=0.64 ---312356.25 ms/batch
Round 2 | epoch=16, train costTime=331.9425415992737, | total_activation_sum=2135177
Round 2 | epoch=17, current m_iou=0.4883100535697662
Round 2 | Best m_IoU is: 0.488, OA is: 0.818 | val costTime=130.1702175140381
Round 2 | ****EPOCH 17****
Step 00011350 L_out=0.013 Acc=0.82 --- 5511.80 ms/batch
Step 00011400 L_out=0.009 Acc=0.82 ---30953.40 ms/batch
Step 00011450 L_out=0.065 Acc=0.69 ---56207.94 ms/batch
Step 00011500 L_out=0.011 Acc=0.88 ---81467.46 ms/batch
Step 00011550 L_out=0.090 Acc=0.72 ---106916.40 ms/batch
Step 00011600 L_out=0.024 Acc=0.83 ---132143.20 ms/batch
Step 00011650 L_out=0.074 Acc=0.82 ---157417.64 ms/batch
Step 00011700 L_out=0.027 Acc=0.80 ---182417.68 ms/batch
Step 00011750 L_out=0.031 Acc=0.77 ---207100.99 ms/batch
Step 00011800 L_out=0.130 Acc=0.62 ---231434.64 ms/batch
Step 00011850 L_out=0.014 Acc=0.81 ---256288.35 ms/batch
Step 00011900 L_out=0.142 Acc=0.60 ---281115.24 ms/batch
Step 00011950 L_out=0.024 Acc=0.78 ---305358.41 ms/batch
Step 00012000 L_out=0.037 Acc=0.77 ---328932.89 ms/batch
Round 2 | epoch=17, train costTime=332.0308954715729, | total_activation_sum=2143999
Round 2 | epoch=18, current m_iou=0.491438922929617
Round 2 | Best m_IoU is: 0.491, OA is: 0.820 | val costTime=130.1514437198639
Round 2 | ****EPOCH 18****
Step 00012050 L_out=0.065 Acc=0.77 ---22059.75 ms/batch
Step 00012100 L_out=0.011 Acc=0.78 ---47413.53 ms/batch
Step 00012150 L_out=0.023 Acc=0.77 ---72612.32 ms/batch
Step 00012200 L_out=0.043 Acc=0.76 ---97903.08 ms/batch
Step 00012250 L_out=0.011 Acc=0.88 ---123213.37 ms/batch
Step 00012300 L_out=0.078 Acc=0.59 ---148468.56 ms/batch
Step 00012350 L_out=0.016 Acc=0.84 ---173363.60 ms/batch
Step 00012400 L_out=0.046 Acc=0.82 ---198401.42 ms/batch
Step 00012450 L_out=0.027 Acc=0.81 ---222840.39 ms/batch
Step 00012500 L_out=0.053 Acc=0.83 ---246942.38 ms/batch
Step 00012550 L_out=0.021 Acc=0.89 ---271113.57 ms/batch
Step 00012600 L_out=0.025 Acc=0.79 ---295499.43 ms/batch
Step 00012650 L_out=0.016 Acc=0.75 ---318887.76 ms/batch
Round 2 | epoch=18, train costTime=329.88985776901245, | total_activation_sum=2170193
Round 2 | epoch=19, current m_iou=0.49635886995026346
Round 2 | Best m_IoU is: 0.496, OA is: 0.821 | val costTime=130.2255506515503
Round 2 | ****EPOCH 19****
Step 00012700 L_out=0.018 Acc=0.80 ---13985.34 ms/batch
Step 00012750 L_out=0.014 Acc=0.82 ---39472.54 ms/batch
Step 00012800 L_out=0.048 Acc=0.83 ---64874.89 ms/batch
Step 00012850 L_out=0.037 Acc=0.80 ---89978.28 ms/batch
Step 00012900 L_out=0.049 Acc=0.64 ---115375.18 ms/batch
Step 00012950 L_out=0.034 Acc=0.76 ---140630.63 ms/batch
Step 00013000 L_out=0.033 Acc=0.55 ---165631.70 ms/batch
Step 00013050 L_out=0.008 Acc=0.83 ---190933.39 ms/batch
Step 00013100 L_out=0.032 Acc=0.83 ---215835.64 ms/batch
Step 00013150 L_out=0.005 Acc=0.82 ---240434.32 ms/batch
Step 00013200 L_out=0.067 Acc=0.81 ---265265.94 ms/batch
Step 00013250 L_out=0.016 Acc=0.68 ---289898.50 ms/batch
Step 00013300 L_out=0.019 Acc=0.87 ---314561.11 ms/batch
Round 2 | epoch=19, train costTime=332.86230206489563, | total_activation_sum=2139397
Round 2 | epoch=20, current m_iou=0.5062625232475897
Round 2 | Best m_IoU is: 0.506, OA is: 0.831 | val costTime=130.2941768169403
Round 2 | ****EPOCH 20****
Step 00013350 L_out=0.031 Acc=0.77 --- 4974.28 ms/batch
Step 00013400 L_out=0.054 Acc=0.72 ---30175.39 ms/batch
Step 00013450 L_out=0.027 Acc=0.72 ---55631.66 ms/batch
Step 00013500 L_out=0.038 Acc=0.76 ---80742.12 ms/batch
Step 00013550 L_out=0.020 Acc=0.89 ---105825.06 ms/batch
Step 00013600 L_out=0.010 Acc=0.80 ---131055.17 ms/batch
Step 00013650 L_out=0.022 Acc=0.84 ---156315.72 ms/batch
Step 00013700 L_out=0.018 Acc=0.78 ---181973.03 ms/batch
Step 00013750 L_out=0.022 Acc=0.75 ---207235.73 ms/batch
Step 00013800 L_out=0.039 Acc=0.92 ---231767.75 ms/batch
Step 00013850 L_out=0.052 Acc=0.58 ---255982.53 ms/batch
Step 00013900 L_out=0.002 Acc=0.83 ---280193.71 ms/batch
Step 00013950 L_out=0.041 Acc=0.81 ---304428.40 ms/batch
Step 00014000 L_out=0.062 Acc=0.61 ---329250.82 ms/batch
Round 2 | epoch=20, train costTime=332.32781457901, | total_activation_sum=2157812
Round 2 | epoch=21, current m_iou=0.4823778662002224
Round 2 | Best m_IoU is: 0.506, OA is: 0.831 | val costTime=128.45966506004333
Round 2 | ****EPOCH 21****
Step 00014050 L_out=0.063 Acc=0.78 ---21734.64 ms/batch
Step 00014100 L_out=0.019 Acc=0.80 ---47137.63 ms/batch
Step 00014150 L_out=0.018 Acc=0.73 ---72377.30 ms/batch
Step 00014200 L_out=0.072 Acc=0.56 ---97983.50 ms/batch
Step 00014250 L_out=0.040 Acc=0.86 ---123216.74 ms/batch
Step 00014300 L_out=0.102 Acc=0.76 ---148536.43 ms/batch
Step 00014350 L_out=0.029 Acc=0.76 ---174075.83 ms/batch
Step 00014400 L_out=0.027 Acc=0.91 ---199227.57 ms/batch
Step 00014450 L_out=0.026 Acc=0.81 ---224301.03 ms/batch
Step 00014500 L_out=0.043 Acc=0.85 ---248753.27 ms/batch
Step 00014550 L_out=0.064 Acc=0.77 ---273562.18 ms/batch
Step 00014600 L_out=0.042 Acc=0.77 ---298126.04 ms/batch
Step 00014650 L_out=0.088 Acc=0.75 ---322675.22 ms/batch
Round 2 | epoch=21, train costTime=334.3304100036621, | total_activation_sum=2179405
Round 2 | epoch=22, current m_iou=0.5001856773716633
Round 2 | Best m_IoU is: 0.506, OA is: 0.831 | val costTime=128.6151044368744
Round 2 | ****EPOCH 22****
Step 00014700 L_out=0.035 Acc=0.77 ---12997.80 ms/batch
Step 00014750 L_out=0.027 Acc=0.86 ---38319.25 ms/batch
Step 00014800 L_out=0.045 Acc=0.66 ---63686.92 ms/batch
Step 00014850 L_out=0.011 Acc=0.80 ---89023.66 ms/batch
Step 00014900 L_out=0.026 Acc=0.59 ---114367.18 ms/batch
Step 00014950 L_out=0.013 Acc=0.83 ---139774.27 ms/batch
Step 00015000 L_out=0.004 Acc=0.76 ---164945.31 ms/batch
Step 00015050 L_out=0.060 Acc=0.84 ---190140.03 ms/batch
Step 00015100 L_out=0.004 Acc=0.85 ---215252.31 ms/batch
Step 00015150 L_out=0.033 Acc=0.81 ---240503.72 ms/batch
Step 00015200 L_out=0.030 Acc=0.90 ---265346.37 ms/batch
Step 00015250 L_out=0.009 Acc=0.88 ---290041.57 ms/batch
Step 00015300 L_out=0.006 Acc=0.82 ---314367.79 ms/batch
Round 2 | epoch=22, train costTime=335.02494502067566, | total_activation_sum=2102982
Round 2 | epoch=23, current m_iou=0.499846310162226
Round 2 | Best m_IoU is: 0.506, OA is: 0.831 | val costTime=128.58947467803955
Round 2 | ****EPOCH 23****
Step 00015350 L_out=0.024 Acc=0.81 --- 4540.51 ms/batch
Step 00015400 L_out=0.023 Acc=0.74 ---29714.51 ms/batch
Step 00015450 L_out=0.023 Acc=0.85 ---55210.74 ms/batch
Step 00015500 L_out=0.010 Acc=0.84 ---80667.57 ms/batch
Step 00015550 L_out=0.012 Acc=0.85 ---105918.05 ms/batch
Step 00015600 L_out=0.023 Acc=0.73 ---131247.88 ms/batch
Step 00015650 L_out=0.018 Acc=0.54 ---156470.46 ms/batch
Step 00015700 L_out=0.058 Acc=0.82 ---182115.70 ms/batch
Step 00015750 L_out=0.064 Acc=0.80 ---207377.23 ms/batch
Step 00015800 L_out=0.012 Acc=0.74 ---232688.03 ms/batch
Step 00015850 L_out=0.018 Acc=0.85 ---257823.14 ms/batch
Step 00015900 L_out=0.021 Acc=0.80 ---282465.21 ms/batch
Step 00015950 L_out=0.022 Acc=0.86 ---306847.82 ms/batch
Step 00016000 L_out=0.002 Acc=0.70 ---331560.04 ms/batch
Round 2 | epoch=23, train costTime=335.48980140686035, | total_activation_sum=2168527
Round 2 | epoch=24, current m_iou=0.5134500783100474
Round 2 | Best m_IoU is: 0.513, OA is: 0.835 | val costTime=129.3596601486206
Round 2 | ****EPOCH 24****
Step 00016050 L_out=0.027 Acc=0.63 ---21198.36 ms/batch
Step 00016100 L_out=0.034 Acc=0.81 ---46600.97 ms/batch
Step 00016150 L_out=0.056 Acc=0.83 ---71853.01 ms/batch
Step 00016200 L_out=0.022 Acc=0.89 ---96804.72 ms/batch
Step 00016250 L_out=0.048 Acc=0.77 ---121978.10 ms/batch
Step 00016300 L_out=0.009 Acc=0.86 ---147287.46 ms/batch
Step 00016350 L_out=0.014 Acc=0.90 ---172671.55 ms/batch
Step 00016400 L_out=0.009 Acc=0.75 ---198062.06 ms/batch
Step 00016450 L_out=0.034 Acc=0.80 ---223147.02 ms/batch
Step 00016500 L_out=0.022 Acc=0.90 ---248230.79 ms/batch
Step 00016550 L_out=0.002 Acc=0.76 ---272626.61 ms/batch
Step 00016600 L_out=0.024 Acc=0.81 ---297446.88 ms/batch
Step 00016650 L_out=0.086 Acc=0.79 ---321887.25 ms/batch
Round 2 | epoch=24, train costTime=334.47587633132935, | total_activation_sum=2124473
Round 2 | epoch=25, current m_iou=0.4956202537886816
Round 2 | Best m_IoU is: 0.513, OA is: 0.835 | val costTime=129.21344566345215
Round 2 | ****EPOCH 25****
Step 00016700 L_out=0.019 Acc=0.81 ---12519.70 ms/batch
Step 00016750 L_out=0.097 Acc=0.86 ---37792.55 ms/batch
Step 00016800 L_out=0.015 Acc=0.75 ---62757.75 ms/batch
Step 00016850 L_out=0.020 Acc=0.92 ---87944.54 ms/batch
Step 00016900 L_out=0.015 Acc=0.83 ---113110.48 ms/batch
Step 00016950 L_out=0.007 Acc=0.77 ---138538.97 ms/batch
Step 00017000 L_out=0.013 Acc=0.94 ---163943.75 ms/batch
Step 00017050 L_out=0.010 Acc=0.78 ---189101.93 ms/batch
Step 00017100 L_out=0.027 Acc=0.79 ---214554.06 ms/batch
Step 00017150 L_out=0.020 Acc=0.84 ---239839.97 ms/batch
Step 00017200 L_out=0.018 Acc=0.81 ---264669.77 ms/batch
Step 00017250 L_out=0.020 Acc=0.72 ---289575.63 ms/batch
Step 00017300 L_out=0.022 Acc=0.86 ---314435.39 ms/batch
Round 2 | epoch=25, train costTime=335.6001319885254, | total_activation_sum=2154651
Round 2 | epoch=26, current m_iou=0.5096175595498453
Round 2 | Best m_IoU is: 0.513, OA is: 0.835 | val costTime=128.99304866790771
Round 2 | ****EPOCH 26****
Step 00017350 L_out=0.007 Acc=0.89 --- 4003.25 ms/batch
Step 00017400 L_out=0.012 Acc=0.82 ---29607.72 ms/batch
Step 00017450 L_out=0.010 Acc=0.91 ---55056.69 ms/batch
Step 00017500 L_out=0.011 Acc=0.75 ---80489.20 ms/batch
Step 00017550 L_out=0.026 Acc=0.84 ---105770.10 ms/batch
Step 00017600 L_out=0.011 Acc=0.81 ---131239.50 ms/batch
Step 00017650 L_out=0.022 Acc=0.87 ---156653.79 ms/batch
Step 00017700 L_out=0.030 Acc=0.86 ---182177.29 ms/batch
Step 00017750 L_out=0.043 Acc=0.83 ---207716.78 ms/batch
Step 00017800 L_out=0.002 Acc=0.90 ---232995.08 ms/batch
Step 00017850 L_out=0.009 Acc=0.78 ---258167.55 ms/batch
Step 00017900 L_out=0.044 Acc=0.86 ---282745.94 ms/batch
Step 00017950 L_out=0.007 Acc=0.80 ---307953.17 ms/batch
Step 00018000 L_out=0.054 Acc=0.84 ---332410.88 ms/batch
Round 2 | epoch=26, train costTime=336.78258514404297, | total_activation_sum=2141424
Round 2 | epoch=27, current m_iou=0.5232281741290042
Round 2 | Best m_IoU is: 0.523, OA is: 0.836 | val costTime=128.56624364852905
Round 2 | ****EPOCH 27****
Step 00018050 L_out=0.055 Acc=0.68 ---20703.56 ms/batch
Step 00018100 L_out=0.036 Acc=0.83 ---45996.08 ms/batch
Step 00018150 L_out=0.145 Acc=0.70 ---71170.90 ms/batch
Step 00018200 L_out=0.016 Acc=0.74 ---96410.64 ms/batch
Step 00018250 L_out=0.008 Acc=0.84 ---121333.22 ms/batch
Step 00018300 L_out=0.010 Acc=0.84 ---146546.74 ms/batch
Step 00018350 L_out=0.024 Acc=0.88 ---171811.16 ms/batch
Step 00018400 L_out=0.035 Acc=0.88 ---197394.98 ms/batch
Step 00018450 L_out=0.019 Acc=0.80 ---222449.41 ms/batch
Step 00018500 L_out=0.009 Acc=0.79 ---247420.87 ms/batch
Step 00018550 L_out=0.020 Acc=0.91 ---272252.97 ms/batch
Step 00018600 L_out=0.009 Acc=0.82 ---296807.19 ms/batch
Step 00018650 L_out=0.023 Acc=0.81 ---321888.28 ms/batch
Round 2 | epoch=27, train costTime=334.5469534397125, | total_activation_sum=2165172
Round 2 | epoch=28, current m_iou=0.5215294499925905
Round 2 | Best m_IoU is: 0.523, OA is: 0.836 | val costTime=129.57673740386963
Round 2 | ****EPOCH 28****
Step 00018700 L_out=0.024 Acc=0.88 ---12021.65 ms/batch
Step 00018750 L_out=0.011 Acc=0.92 ---37557.80 ms/batch
Step 00018800 L_out=0.017 Acc=0.79 ---62820.43 ms/batch
Step 00018850 L_out=0.004 Acc=0.85 ---88001.15 ms/batch
Step 00018900 L_out=0.007 Acc=0.84 ---113096.34 ms/batch
Step 00018950 L_out=0.025 Acc=0.78 ---138428.22 ms/batch
Step 00019000 L_out=0.020 Acc=0.83 ---163664.90 ms/batch
Step 00019050 L_out=0.016 Acc=0.85 ---189030.42 ms/batch
Step 00019100 L_out=0.064 Acc=0.82 ---214520.29 ms/batch
Step 00019150 L_out=0.039 Acc=0.80 ---239726.44 ms/batch
Step 00019200 L_out=0.004 Acc=0.89 ---264801.45 ms/batch
Step 00019250 L_out=0.016 Acc=0.75 ---289699.39 ms/batch
Step 00019300 L_out=0.024 Acc=0.84 ---314150.95 ms/batch
Round 2 | epoch=28, train costTime=334.90294098854065, | total_activation_sum=2095368
Round 2 | epoch=29, current m_iou=0.5246417084698631
Round 2 | Best m_IoU is: 0.525, OA is: 0.840 | val costTime=130.3060314655304
Round 2 | ****EPOCH 29****
Step 00019350 L_out=0.033 Acc=0.81 --- 3445.99 ms/batch
Step 00019400 L_out=0.016 Acc=0.74 ---28871.28 ms/batch
Step 00019450 L_out=0.010 Acc=0.84 ---53941.76 ms/batch
Step 00019500 L_out=0.013 Acc=0.84 ---79444.88 ms/batch
Step 00019550 L_out=0.013 Acc=0.58 ---104894.27 ms/batch
Step 00019600 L_out=0.017 Acc=0.82 ---130399.71 ms/batch
Step 00019650 L_out=0.010 Acc=0.80 ---155794.82 ms/batch
Step 00019700 L_out=0.013 Acc=0.87 ---181061.07 ms/batch
Step 00019750 L_out=0.028 Acc=0.82 ---206369.09 ms/batch
Step 00019800 L_out=0.008 Acc=0.85 ---231757.79 ms/batch
Step 00019850 L_out=0.014 Acc=0.80 ---257078.96 ms/batch
Step 00019900 L_out=0.213 Acc=0.69 ---281787.85 ms/batch
Step 00019950 L_out=0.049 Acc=0.81 ---306585.42 ms/batch
Step 00020000 L_out=0.022 Acc=0.84 ---330949.29 ms/batch
Round 2 | epoch=29, train costTime=335.84048438072205, | total_activation_sum=2174896
Round 2 | epoch=30, current m_iou=0.525491161556838
Round 2 | Best m_IoU is: 0.525, OA is: 0.841 | val costTime=130.54535555839539
Round 2 | ****EPOCH 30****
Round 3 | ****EPOCH 0****
Step 00020050 L_out=0.412 Acc=0.38 ---20252.98 ms/batch
Step 00020100 L_out=0.114 Acc=0.62 ---45920.94 ms/batch
Step 00020150 L_out=0.189 Acc=0.26 ---71331.86 ms/batch
Step 00020200 L_out=0.147 Acc=0.67 ---96735.27 ms/batch
Step 00020250 L_out=0.235 Acc=0.38 ---122170.80 ms/batch
Step 00020300 L_out=0.229 Acc=0.55 ---147556.65 ms/batch
Step 00020350 L_out=0.108 Acc=0.71 ---173162.67 ms/batch
Step 00020400 L_out=0.057 Acc=0.73 ---198717.93 ms/batch
Step 00020450 L_out=0.129 Acc=0.71 ---224013.35 ms/batch
Step 00020500 L_out=0.139 Acc=0.65 ---249262.85 ms/batch
Step 00020550 L_out=0.062 Acc=0.85 ---274738.98 ms/batch
Step 00020600 L_out=0.056 Acc=0.64 ---300269.22 ms/batch
Step 00020650 L_out=0.044 Acc=0.75 ---325452.26 ms/batch
Round 3 | epoch=0, train costTime=338.7708783149719, | total_activation_sum=3186342
Round 3 | epoch=1, current m_iou=0.3849747137511481
Round 3 | Best m_IoU is: 0.385, OA is: 0.704 | val costTime=131.245587348938
Round 3 | ****EPOCH 1****
Step 00020700 L_out=0.513 Acc=0.61 ---11563.09 ms/batch
Step 00020750 L_out=0.218 Acc=0.69 ---36999.69 ms/batch
Step 00020800 L_out=0.103 Acc=0.76 ---62343.12 ms/batch
Step 00020850 L_out=0.036 Acc=0.80 ---87983.61 ms/batch
Step 00020900 L_out=0.100 Acc=0.70 ---113021.94 ms/batch
Step 00020950 L_out=0.061 Acc=0.66 ---138392.80 ms/batch
Step 00021000 L_out=0.213 Acc=0.66 ---163381.35 ms/batch
Step 00021050 L_out=0.124 Acc=0.49 ---188877.79 ms/batch
Step 00021100 L_out=0.146 Acc=0.51 ---214077.35 ms/batch
Step 00021150 L_out=0.062 Acc=0.81 ---239376.66 ms/batch
Step 00021200 L_out=0.121 Acc=0.68 ---264784.32 ms/batch
Step 00021250 L_out=0.046 Acc=0.83 ---290097.66 ms/batch
Step 00021300 L_out=0.529 Acc=0.53 ---315192.53 ms/batch
Round 3 | epoch=1, train costTime=336.9635272026062, | total_activation_sum=2970466
Round 3 | epoch=2, current m_iou=0.5024306062151926
Round 3 | Best m_IoU is: 0.502, OA is: 0.814 | val costTime=130.879736661911
Round 3 | ****EPOCH 2****
Step 00021350 L_out=0.104 Acc=0.77 --- 2791.05 ms/batch
Step 00021400 L_out=0.037 Acc=0.56 ---28451.80 ms/batch
Step 00021450 L_out=0.043 Acc=0.81 ---53704.73 ms/batch
Step 00021500 L_out=0.057 Acc=0.85 ---78832.15 ms/batch
Step 00021550 L_out=0.122 Acc=0.73 ---104322.20 ms/batch
Step 00021600 L_out=0.018 Acc=0.82 ---129687.56 ms/batch
Step 00021650 L_out=0.192 Acc=0.71 ---154776.61 ms/batch
Step 00021700 L_out=0.027 Acc=0.55 ---179515.25 ms/batch
Step 00021750 L_out=0.151 Acc=0.64 ---204664.62 ms/batch
Step 00021800 L_out=0.049 Acc=0.34 ---230087.02 ms/batch
Step 00021850 L_out=0.145 Acc=0.51 ---255252.34 ms/batch
Step 00021900 L_out=0.069 Acc=0.75 ---280409.15 ms/batch
Step 00021950 L_out=0.039 Acc=0.72 ---305947.95 ms/batch
Step 00022000 L_out=0.133 Acc=0.80 ---331128.27 ms/batch
Round 3 | epoch=2, train costTime=336.51151061058044, | total_activation_sum=3004569
Round 3 | epoch=3, current m_iou=0.48606132408903735
Round 3 | Best m_IoU is: 0.502, OA is: 0.814 | val costTime=132.0304183959961
Round 3 | ****EPOCH 3****
Step 00022050 L_out=0.134 Acc=0.72 ---19776.50 ms/batch
Step 00022100 L_out=0.038 Acc=0.72 ---44884.14 ms/batch
Step 00022150 L_out=0.108 Acc=0.75 ---69891.15 ms/batch
Step 00022200 L_out=0.075 Acc=0.73 ---95326.47 ms/batch
Step 00022250 L_out=0.055 Acc=0.56 ---120717.95 ms/batch
Step 00022300 L_out=0.076 Acc=0.86 ---145874.15 ms/batch
Step 00022350 L_out=0.026 Acc=0.86 ---171463.31 ms/batch
Step 00022400 L_out=0.076 Acc=0.85 ---196766.51 ms/batch
Step 00022450 L_out=0.072 Acc=0.81 ---221840.14 ms/batch
Step 00022500 L_out=0.033 Acc=0.77 ---247184.89 ms/batch
Step 00022550 L_out=0.082 Acc=0.67 ---272405.59 ms/batch
Step 00022600 L_out=0.132 Acc=0.39 ---297862.88 ms/batch
Step 00022650 L_out=0.134 Acc=0.65 ---323354.27 ms/batch
Round 3 | epoch=3, train costTime=337.54678654670715, | total_activation_sum=2869615
Round 3 | epoch=4, current m_iou=0.4832642687769707
Round 3 | Best m_IoU is: 0.502, OA is: 0.814 | val costTime=128.48889183998108
Round 3 | ****EPOCH 4****
Step 00022700 L_out=0.051 Acc=0.86 ---10998.49 ms/batch
Step 00022750 L_out=0.203 Acc=0.75 ---36172.50 ms/batch
Step 00022800 L_out=0.025 Acc=0.67 ---61422.50 ms/batch
Step 00022850 L_out=0.069 Acc=0.74 ---86767.51 ms/batch
Step 00022900 L_out=0.045 Acc=0.79 ---112323.44 ms/batch
Step 00022950 L_out=0.165 Acc=0.58 ---137397.32 ms/batch
Step 00023000 L_out=0.042 Acc=0.69 ---162680.97 ms/batch
Step 00023050 L_out=0.076 Acc=0.74 ---188081.26 ms/batch
Step 00023100 L_out=0.060 Acc=0.84 ---213371.71 ms/batch
Step 00023150 L_out=0.038 Acc=0.79 ---238706.78 ms/batch
Step 00023200 L_out=0.012 Acc=0.79 ---264037.58 ms/batch
Step 00023250 L_out=0.035 Acc=0.79 ---289704.03 ms/batch
Step 00023300 L_out=0.115 Acc=0.69 ---315033.37 ms/batch
Round 3 | epoch=4, train costTime=337.4066352844238, | total_activation_sum=2916649
Round 3 | epoch=5, current m_iou=0.48970420844540535
Round 3 | Best m_IoU is: 0.502, OA is: 0.814 | val costTime=132.00699257850647
Round 3 | ****EPOCH 5****
Step 00023350 L_out=0.554 Acc=0.55 --- 2482.86 ms/batch
Step 00023400 L_out=0.109 Acc=0.71 ---27888.58 ms/batch
Step 00023450 L_out=0.024 Acc=0.79 ---53169.71 ms/batch
Step 00023500 L_out=0.057 Acc=0.76 ---78653.10 ms/batch
Step 00023550 L_out=0.051 Acc=0.80 ---104267.54 ms/batch
Step 00023600 L_out=0.093 Acc=0.79 ---129370.17 ms/batch
Step 00023650 L_out=0.075 Acc=0.79 ---154712.77 ms/batch
Step 00023700 L_out=0.063 Acc=0.78 ---180161.81 ms/batch
Step 00023750 L_out=0.056 Acc=0.92 ---205395.04 ms/batch
Step 00023800 L_out=0.062 Acc=0.75 ---230816.84 ms/batch
Step 00023850 L_out=0.062 Acc=0.60 ---255988.10 ms/batch
Step 00023900 L_out=0.076 Acc=0.72 ---281158.10 ms/batch
Step 00023950 L_out=0.051 Acc=0.88 ---306290.75 ms/batch
Step 00024000 L_out=0.090 Acc=0.83 ---331569.43 ms/batch
Round 3 | epoch=5, train costTime=337.369993686676, | total_activation_sum=2988357
Round 3 | epoch=6, current m_iou=0.4528091632731235
Round 3 | Best m_IoU is: 0.502, OA is: 0.814 | val costTime=128.72500205039978
Round 3 | ****EPOCH 6****
Step 00024050 L_out=0.053 Acc=0.91 ---19285.56 ms/batch
Step 00024100 L_out=0.038 Acc=0.80 ---44550.47 ms/batch
Step 00024150 L_out=0.026 Acc=0.78 ---70020.36 ms/batch
Step 00024200 L_out=0.116 Acc=0.87 ---95065.99 ms/batch
Step 00024250 L_out=0.040 Acc=0.87 ---120221.30 ms/batch
Step 00024300 L_out=0.029 Acc=0.87 ---145542.78 ms/batch
Step 00024350 L_out=0.094 Acc=0.83 ---170769.53 ms/batch
Step 00024400 L_out=0.059 Acc=0.72 ---195989.00 ms/batch
Step 00024450 L_out=0.069 Acc=0.73 ---221366.03 ms/batch
Step 00024500 L_out=0.034 Acc=0.68 ---246638.16 ms/batch
Step 00024550 L_out=0.032 Acc=0.83 ---272042.84 ms/batch
Step 00024600 L_out=0.051 Acc=0.85 ---297397.23 ms/batch
Step 00024650 L_out=0.008 Acc=0.83 ---322650.73 ms/batch
Round 3 | epoch=6, train costTime=336.63699746131897, | total_activation_sum=2871682
Round 3 | epoch=7, current m_iou=0.48352477664226623
Round 3 | Best m_IoU is: 0.502, OA is: 0.814 | val costTime=133.45368194580078
Round 3 | ****EPOCH 7****
Step 00024700 L_out=0.017 Acc=0.85 ---10574.39 ms/batch
Step 00024750 L_out=0.103 Acc=0.80 ---36152.16 ms/batch
Step 00024800 L_out=0.062 Acc=0.75 ---61173.70 ms/batch
Step 00024850 L_out=0.076 Acc=0.67 ---86574.98 ms/batch
Step 00024900 L_out=0.009 Acc=0.80 ---111636.29 ms/batch
Step 00024950 L_out=0.107 Acc=0.83 ---137030.63 ms/batch
Step 00025000 L_out=0.017 Acc=0.88 ---162201.73 ms/batch
Step 00025050 L_out=0.006 Acc=0.86 ---187765.28 ms/batch
Step 00025100 L_out=0.061 Acc=0.87 ---213237.41 ms/batch
Step 00025150 L_out=0.032 Acc=0.89 ---238415.66 ms/batch
Step 00025200 L_out=0.024 Acc=0.87 ---263888.74 ms/batch
Step 00025250 L_out=0.089 Acc=0.69 ---288974.55 ms/batch
Step 00025300 L_out=0.085 Acc=0.64 ---314315.11 ms/batch
Round 3 | epoch=7, train costTime=337.0314905643463, | total_activation_sum=2970820
Round 3 | epoch=8, current m_iou=0.4869216498742728
Round 3 | Best m_IoU is: 0.502, OA is: 0.814 | val costTime=131.12412786483765
Round 3 | ****EPOCH 8****
Step 00025350 L_out=0.075 Acc=0.78 --- 1951.16 ms/batch
Step 00025400 L_out=0.041 Acc=0.84 ---27253.11 ms/batch
Step 00025450 L_out=0.095 Acc=0.79 ---52661.60 ms/batch
Step 00025500 L_out=0.061 Acc=0.75 ---77967.70 ms/batch
Step 00025550 L_out=0.021 Acc=0.85 ---103174.53 ms/batch
Step 00025600 L_out=0.058 Acc=0.81 ---128646.88 ms/batch
Step 00025650 L_out=0.120 Acc=0.92 ---154185.00 ms/batch
Step 00025700 L_out=0.071 Acc=0.61 ---179441.37 ms/batch
Step 00025750 L_out=0.039 Acc=0.85 ---204842.58 ms/batch
Step 00025800 L_out=0.048 Acc=0.87 ---229849.07 ms/batch
Step 00025850 L_out=0.073 Acc=0.88 ---255356.13 ms/batch
Step 00025900 L_out=0.058 Acc=0.50 ---280676.20 ms/batch
Step 00025950 L_out=0.037 Acc=0.84 ---306089.83 ms/batch
Step 00026000 L_out=0.014 Acc=0.78 ---331434.15 ms/batch
Round 3 | epoch=8, train costTime=337.8989531993866, | total_activation_sum=2883426
Round 3 | epoch=9, current m_iou=0.537604273981565
Round 3 | Best m_IoU is: 0.538, OA is: 0.827 | val costTime=133.34139037132263
Round 3 | ****EPOCH 9****
Step 00026050 L_out=0.026 Acc=0.84 ---18770.44 ms/batch
Step 00026100 L_out=0.053 Acc=0.85 ---44120.28 ms/batch
Step 00026150 L_out=0.009 Acc=0.85 ---69984.49 ms/batch
Step 00026200 L_out=0.072 Acc=0.69 ---95426.27 ms/batch
Step 00026250 L_out=0.005 Acc=0.83 ---120942.38 ms/batch
Step 00026300 L_out=0.012 Acc=0.89 ---146281.82 ms/batch
Step 00026350 L_out=0.007 Acc=0.88 ---171456.68 ms/batch
Step 00026400 L_out=0.020 Acc=0.88 ---197065.46 ms/batch
Step 00026450 L_out=0.009 Acc=0.84 ---222275.92 ms/batch
Step 00026500 L_out=0.070 Acc=0.80 ---247953.05 ms/batch
Step 00026550 L_out=0.131 Acc=0.72 ---273132.08 ms/batch
Step 00026600 L_out=0.039 Acc=0.70 ---298484.62 ms/batch
Step 00026650 L_out=0.053 Acc=0.73 ---323731.60 ms/batch
Round 3 | epoch=9, train costTime=338.4600074291229, | total_activation_sum=2924114
Round 3 | epoch=10, current m_iou=0.5446120864787583
Round 3 | Best m_IoU is: 0.545, OA is: 0.852 | val costTime=128.2402539253235
Round 3 | ****EPOCH 10****
Step 00026700 L_out=0.096 Acc=0.75 ---10163.82 ms/batch
Step 00026750 L_out=0.102 Acc=0.95 ---35384.09 ms/batch
Step 00026800 L_out=0.005 Acc=0.87 ---60825.95 ms/batch
Step 00026850 L_out=0.024 Acc=0.79 ---86095.92 ms/batch
Step 00026900 L_out=0.039 Acc=0.76 ---111512.58 ms/batch
Step 00026950 L_out=0.032 Acc=0.87 ---136933.75 ms/batch
Step 00027000 L_out=0.034 Acc=0.90 ---162130.70 ms/batch
Step 00027050 L_out=0.041 Acc=0.65 ---187609.64 ms/batch
Step 00027100 L_out=0.018 Acc=0.82 ---212909.60 ms/batch
Step 00027150 L_out=0.015 Acc=0.86 ---238412.26 ms/batch
Step 00027200 L_out=0.082 Acc=0.84 ---263561.81 ms/batch
Step 00027250 L_out=0.059 Acc=0.81 ---288809.99 ms/batch
Step 00027300 L_out=0.044 Acc=0.82 ---314203.16 ms/batch
Round 3 | epoch=10, train costTime=337.99810004234314, | total_activation_sum=2967075
Round 3 | epoch=11, current m_iou=0.5452754030884219
Round 3 | Best m_IoU is: 0.545, OA is: 0.860 | val costTime=132.27887415885925
Round 3 | ****EPOCH 11****
Step 00027350 L_out=0.080 Acc=0.82 --- 1332.50 ms/batch
Step 00027400 L_out=0.102 Acc=0.75 ---26260.23 ms/batch
Step 00027450 L_out=0.062 Acc=0.68 ---51533.31 ms/batch
Step 00027500 L_out=0.032 Acc=0.81 ---76932.66 ms/batch
Step 00027550 L_out=0.061 Acc=0.84 ---102309.77 ms/batch
Step 00027600 L_out=0.052 Acc=0.85 ---127512.68 ms/batch
Step 00027650 L_out=0.229 Acc=0.76 ---152885.51 ms/batch
Step 00027700 L_out=0.020 Acc=0.80 ---178049.45 ms/batch
Step 00027750 L_out=0.031 Acc=0.88 ---203319.24 ms/batch
Step 00027800 L_out=0.018 Acc=0.84 ---228951.09 ms/batch
Step 00027850 L_out=0.036 Acc=0.77 ---254203.74 ms/batch
Step 00027900 L_out=0.021 Acc=0.82 ---279395.07 ms/batch
Step 00027950 L_out=0.058 Acc=0.77 ---304734.14 ms/batch
Step 00028000 L_out=0.015 Acc=0.90 ---329941.51 ms/batch
Round 3 | epoch=11, train costTime=336.83926129341125, | total_activation_sum=2917623
Round 3 | epoch=12, current m_iou=0.5392931257698489
Round 3 | Best m_IoU is: 0.545, OA is: 0.860 | val costTime=136.27404165267944
Round 3 | ****EPOCH 12****
Step 00028050 L_out=0.015 Acc=0.49 ---15974.15 ms/batch
Step 00028100 L_out=0.032 Acc=0.77 ---38082.10 ms/batch
Step 00028150 L_out=0.104 Acc=0.75 ---60308.29 ms/batch
Step 00028200 L_out=0.041 Acc=0.83 ---82139.52 ms/batch
Step 00028250 L_out=0.019 Acc=0.88 ---103908.30 ms/batch
Step 00028300 L_out=0.019 Acc=0.87 ---125855.08 ms/batch
Step 00028350 L_out=0.029 Acc=0.91 ---147702.68 ms/batch
Step 00028400 L_out=0.032 Acc=0.80 ---169759.63 ms/batch
Step 00028450 L_out=0.055 Acc=0.87 ---191426.36 ms/batch
Step 00028500 L_out=0.024 Acc=0.79 ---213051.93 ms/batch
Step 00028550 L_out=0.021 Acc=0.84 ---234760.67 ms/batch
Step 00028600 L_out=0.034 Acc=0.90 ---256456.72 ms/batch
Step 00028650 L_out=0.022 Acc=0.81 ---278121.66 ms/batch
Round 3 | epoch=12, train costTime=292.0864751338959, | total_activation_sum=2977123
Round 3 | epoch=13, current m_iou=0.5589086932641771
Round 3 | Best m_IoU is: 0.559, OA is: 0.873 | val costTime=116.388352394104
Round 3 | ****EPOCH 13****
Step 00028700 L_out=0.085 Acc=0.75 --- 8329.49 ms/batch
Step 00028750 L_out=0.120 Acc=0.74 ---29893.34 ms/batch
Step 00028800 L_out=0.068 Acc=0.83 ---51503.72 ms/batch
Step 00028850 L_out=0.016 Acc=0.89 ---73351.17 ms/batch
Step 00028900 L_out=0.009 Acc=0.86 ---95235.43 ms/batch
Step 00028950 L_out=0.100 Acc=0.77 ---116865.47 ms/batch
Step 00029000 L_out=0.021 Acc=0.74 ---139009.94 ms/batch
Step 00029050 L_out=0.008 Acc=0.74 ---160780.34 ms/batch
Step 00029100 L_out=0.026 Acc=0.83 ---182485.55 ms/batch
Step 00029150 L_out=0.176 Acc=0.83 ---204387.78 ms/batch
Step 00029200 L_out=0.047 Acc=0.78 ---226306.69 ms/batch
Step 00029250 L_out=0.032 Acc=0.89 ---247823.74 ms/batch
Step 00029300 L_out=0.054 Acc=0.85 ---269619.63 ms/batch
Round 3 | epoch=13, train costTime=290.81881761550903, | total_activation_sum=2932385
Round 3 | epoch=14, current m_iou=0.5823518496112896
Round 3 | Best m_IoU is: 0.582, OA is: 0.889 | val costTime=121.3545606136322
Round 3 | ****EPOCH 14****
Step 00029350 L_out=0.057 Acc=0.79 ---  988.78 ms/batch
Step 00029400 L_out=0.028 Acc=0.89 ---26654.51 ms/batch
Step 00029450 L_out=0.048 Acc=0.91 ---51887.53 ms/batch
Step 00029500 L_out=0.001 Acc=0.88 ---77463.53 ms/batch
Step 00029550 L_out=0.019 Acc=0.89 ---102620.45 ms/batch
Step 00029600 L_out=0.020 Acc=0.86 ---127991.64 ms/batch
Step 00029650 L_out=0.062 Acc=0.85 ---153571.32 ms/batch
Step 00029700 L_out=0.040 Acc=0.86 ---178870.92 ms/batch
Step 00029750 L_out=0.029 Acc=0.84 ---204004.69 ms/batch
Step 00029800 L_out=0.056 Acc=0.72 ---229570.84 ms/batch
Step 00029850 L_out=0.020 Acc=0.88 ---254897.41 ms/batch
Step 00029900 L_out=0.029 Acc=0.83 ---280012.50 ms/batch
Step 00029950 L_out=0.023 Acc=0.85 ---304993.85 ms/batch
Step 00030000 L_out=0.022 Acc=0.91 ---329823.83 ms/batch
Round 3 | epoch=14, train costTime=337.44068670272827, | total_activation_sum=2984096
Round 3 | epoch=15, current m_iou=0.5740026797014117
Round 3 | Best m_IoU is: 0.582, OA is: 0.889 | val costTime=129.97360801696777
Round 3 | ****EPOCH 15****
Step 00030050 L_out=0.062 Acc=0.81 ---17742.59 ms/batch
Step 00030100 L_out=0.133 Acc=0.77 ---43109.20 ms/batch
Step 00030150 L_out=0.012 Acc=0.87 ---68230.11 ms/batch
Step 00030200 L_out=0.018 Acc=0.88 ---93610.48 ms/batch
Step 00030250 L_out=0.062 Acc=0.88 ---118847.05 ms/batch
Step 00030300 L_out=0.041 Acc=0.65 ---144155.93 ms/batch
Step 00030350 L_out=0.013 Acc=0.74 ---169559.08 ms/batch
Step 00030400 L_out=0.020 Acc=0.85 ---194958.82 ms/batch
Step 00030450 L_out=0.011 Acc=0.93 ---220300.55 ms/batch
Step 00030500 L_out=0.003 Acc=0.82 ---245626.76 ms/batch
Step 00030550 L_out=0.044 Acc=0.88 ---271038.44 ms/batch
Step 00030600 L_out=0.057 Acc=0.83 ---296155.53 ms/batch
Step 00030650 L_out=0.023 Acc=0.91 ---321085.05 ms/batch
Round 3 | epoch=15, train costTime=337.0673985481262, | total_activation_sum=2885625
Round 3 | epoch=16, current m_iou=0.596066387523441
Round 3 | Best m_IoU is: 0.596, OA is: 0.895 | val costTime=130.8108856678009
Round 3 | ****EPOCH 16****
Step 00030700 L_out=0.251 Acc=0.47 --- 9084.04 ms/batch
Step 00030750 L_out=0.044 Acc=0.84 ---34407.87 ms/batch
Step 00030800 L_out=0.013 Acc=0.87 ---59801.35 ms/batch
Step 00030850 L_out=0.018 Acc=0.90 ---85453.55 ms/batch
Step 00030900 L_out=0.012 Acc=0.80 ---110666.55 ms/batch
Step 00030950 L_out=0.130 Acc=0.89 ---136148.86 ms/batch
Step 00031000 L_out=0.007 Acc=0.84 ---161682.59 ms/batch
Step 00031050 L_out=0.019 Acc=0.75 ---186818.08 ms/batch
Step 00031100 L_out=0.021 Acc=0.81 ---212369.15 ms/batch
Step 00031150 L_out=0.021 Acc=0.78 ---237644.70 ms/batch
Step 00031200 L_out=0.014 Acc=0.89 ---263037.30 ms/batch
Step 00031250 L_out=0.091 Acc=0.84 ---288675.89 ms/batch
Step 00031300 L_out=0.010 Acc=0.91 ---313888.41 ms/batch
Round 3 | epoch=16, train costTime=338.06874918937683, | total_activation_sum=2964644
Round 3 | epoch=17, current m_iou=0.5884579435643428
Round 3 | Best m_IoU is: 0.596, OA is: 0.895 | val costTime=130.54636216163635
Round 3 | ****EPOCH 17****
Step 00031350 L_out=0.009 Acc=0.91 ---  486.04 ms/batch
Step 00031400 L_out=0.021 Acc=0.90 ---25718.85 ms/batch
Step 00031450 L_out=0.044 Acc=0.83 ---50987.80 ms/batch
Step 00031500 L_out=0.044 Acc=0.92 ---76281.19 ms/batch
Step 00031550 L_out=0.042 Acc=0.86 ---101295.94 ms/batch
Step 00031600 L_out=0.036 Acc=0.90 ---126920.32 ms/batch
Step 00031650 L_out=0.012 Acc=0.85 ---152087.81 ms/batch
Step 00031700 L_out=0.031 Acc=0.93 ---177106.17 ms/batch
Step 00031750 L_out=0.027 Acc=0.84 ---202420.87 ms/batch
Step 00031800 L_out=0.048 Acc=0.88 ---227807.29 ms/batch
Step 00031850 L_out=0.036 Acc=0.79 ---253235.23 ms/batch
Step 00031900 L_out=0.053 Acc=0.87 ---278864.70 ms/batch
Step 00031950 L_out=0.028 Acc=0.84 ---303901.17 ms/batch
Step 00032000 L_out=0.018 Acc=0.89 ---328299.28 ms/batch
Round 3 | epoch=17, train costTime=336.1654508113861, | total_activation_sum=2933780
Round 3 | epoch=18, current m_iou=0.5888302897900075
Round 3 | Best m_IoU is: 0.596, OA is: 0.895 | val costTime=131.76467561721802
Round 3 | ****EPOCH 18****
Step 00032050 L_out=0.010 Acc=0.89 ---17377.26 ms/batch
Step 00032100 L_out=0.041 Acc=0.70 ---42330.84 ms/batch
Step 00032150 L_out=0.060 Acc=0.88 ---67791.16 ms/batch
Step 00032200 L_out=0.043 Acc=0.89 ---93040.02 ms/batch
Step 00032250 L_out=0.051 Acc=0.79 ---118553.79 ms/batch
Step 00032300 L_out=0.010 Acc=0.86 ---143828.63 ms/batch
Step 00032350 L_out=0.026 Acc=0.88 ---169174.12 ms/batch
Step 00032400 L_out=0.003 Acc=0.84 ---194662.13 ms/batch
Step 00032450 L_out=0.016 Acc=0.85 ---219992.91 ms/batch
Step 00032500 L_out=0.054 Acc=0.74 ---245605.35 ms/batch
Step 00032550 L_out=0.039 Acc=0.87 ---271306.75 ms/batch
Step 00032600 L_out=0.026 Acc=0.83 ---297009.06 ms/batch
Step 00032650 L_out=0.022 Acc=0.88 ---321783.50 ms/batch
Round 3 | epoch=18, train costTime=338.19014167785645, | total_activation_sum=2901524
Round 3 | epoch=19, current m_iou=0.5973606756292923
Round 3 | Best m_IoU is: 0.597, OA is: 0.892 | val costTime=131.68366050720215
Round 3 | ****EPOCH 19****
Step 00032700 L_out=0.102 Acc=0.88 --- 8429.35 ms/batch
Step 00032750 L_out=0.026 Acc=0.88 ---33851.19 ms/batch
Step 00032800 L_out=0.025 Acc=0.91 ---59148.94 ms/batch
Step 00032850 L_out=0.017 Acc=0.89 ---84289.04 ms/batch
Step 00032900 L_out=0.012 Acc=0.77 ---109468.96 ms/batch
Step 00032950 L_out=0.024 Acc=0.89 ---134711.41 ms/batch
Step 00033000 L_out=0.016 Acc=0.92 ---159641.99 ms/batch
Step 00033050 L_out=0.008 Acc=0.90 ---184803.81 ms/batch
Step 00033100 L_out=0.007 Acc=0.88 ---210111.70 ms/batch
Step 00033150 L_out=0.008 Acc=0.87 ---235607.08 ms/batch
Step 00033200 L_out=0.009 Acc=0.87 ---260787.06 ms/batch
Step 00033250 L_out=0.014 Acc=0.77 ---286391.47 ms/batch
Step 00033300 L_out=0.018 Acc=0.88 ---311481.03 ms/batch
Step 00033350 L_out=0.024 Acc=0.91 ---336266.41 ms/batch
Round 3 | epoch=19, train costTime=336.2664978504181, | total_activation_sum=2966158
Round 3 | epoch=20, current m_iou=0.5965361405587601
Round 3 | Best m_IoU is: 0.597, OA is: 0.892 | val costTime=131.62446188926697
Round 3 | ****EPOCH 20****
Step 00033400 L_out=0.030 Acc=0.88 ---25281.81 ms/batch
Step 00033450 L_out=0.009 Acc=0.87 ---50282.76 ms/batch
Step 00033500 L_out=0.012 Acc=0.89 ---75654.38 ms/batch
Step 00033550 L_out=0.036 Acc=0.85 ---100867.31 ms/batch
Step 00033600 L_out=0.009 Acc=0.88 ---126154.68 ms/batch
Step 00033650 L_out=0.017 Acc=0.80 ---151349.65 ms/batch
Step 00033700 L_out=0.036 Acc=0.81 ---176814.65 ms/batch
Step 00033750 L_out=0.037 Acc=0.86 ---202031.59 ms/batch
Step 00033800 L_out=0.012 Acc=0.89 ---227461.51 ms/batch
Step 00033850 L_out=0.018 Acc=0.92 ---252851.37 ms/batch
Step 00033900 L_out=0.053 Acc=0.87 ---278334.16 ms/batch
Step 00033950 L_out=0.014 Acc=0.88 ---303863.12 ms/batch
Step 00034000 L_out=0.015 Acc=0.91 ---328784.22 ms/batch
Round 3 | epoch=20, train costTime=337.25290155410767, | total_activation_sum=2948703
Round 3 | epoch=21, current m_iou=0.5895447769410986
Round 3 | Best m_IoU is: 0.597, OA is: 0.892 | val costTime=131.01444387435913
Round 3 | ****EPOCH 21****
Step 00034050 L_out=0.018 Acc=0.88 ---16370.04 ms/batch
Step 00034100 L_out=0.004 Acc=0.90 ---41597.93 ms/batch
Step 00034150 L_out=0.011 Acc=0.89 ---66976.55 ms/batch
Step 00034200 L_out=0.021 Acc=0.95 ---92230.94 ms/batch
Step 00034250 L_out=0.031 Acc=0.82 ---117354.50 ms/batch
Step 00034300 L_out=0.012 Acc=0.85 ---142623.90 ms/batch
Step 00034350 L_out=0.023 Acc=0.93 ---168235.25 ms/batch
Step 00034400 L_out=0.066 Acc=0.83 ---193669.72 ms/batch
Step 00034450 L_out=0.009 Acc=0.69 ---218778.68 ms/batch
Step 00034500 L_out=0.033 Acc=0.93 ---244095.31 ms/batch
Step 00034550 L_out=0.002 Acc=0.91 ---269345.85 ms/batch
Step 00034600 L_out=0.009 Acc=0.89 ---294508.26 ms/batch
Step 00034650 L_out=0.027 Acc=0.90 ---319843.95 ms/batch
Round 3 | epoch=21, train costTime=336.4793543815613, | total_activation_sum=2968774
Round 3 | epoch=22, current m_iou=0.59185313614104
Round 3 | Best m_IoU is: 0.597, OA is: 0.892 | val costTime=131.4855842590332
Round 3 | ****EPOCH 22****
Step 00034700 L_out=0.011 Acc=0.92 --- 8050.81 ms/batch
Step 00034750 L_out=0.005 Acc=0.91 ---33054.82 ms/batch
Step 00034800 L_out=0.076 Acc=0.75 ---58397.76 ms/batch
Step 00034850 L_out=0.021 Acc=0.94 ---83815.47 ms/batch
Step 00034900 L_out=0.009 Acc=0.84 ---109220.02 ms/batch
Step 00034950 L_out=0.025 Acc=0.86 ---134562.90 ms/batch
Step 00035000 L_out=0.009 Acc=0.93 ---159689.66 ms/batch
Step 00035050 L_out=0.026 Acc=0.90 ---185129.93 ms/batch
Step 00035100 L_out=0.013 Acc=0.93 ---210668.44 ms/batch
Step 00035150 L_out=0.027 Acc=0.87 ---236111.77 ms/batch
Step 00035200 L_out=0.046 Acc=0.91 ---261385.28 ms/batch
Step 00035250 L_out=0.074 Acc=0.83 ---286894.04 ms/batch
Step 00035300 L_out=0.015 Acc=0.97 ---312567.20 ms/batch
Step 00035350 L_out=0.030 Acc=0.86 ---337559.94 ms/batch
Round 3 | epoch=22, train costTime=338.0224609375, | total_activation_sum=2924546
Round 3 | epoch=23, current m_iou=0.5920605539955319
Round 3 | Best m_IoU is: 0.597, OA is: 0.892 | val costTime=130.91519021987915
Round 3 | ****EPOCH 23****
Step 00035400 L_out=0.014 Acc=0.84 ---24428.10 ms/batch
Step 00035450 L_out=0.022 Acc=0.90 ---49897.31 ms/batch
Step 00035500 L_out=0.008 Acc=0.94 ---75420.38 ms/batch
Step 00035550 L_out=0.029 Acc=0.90 ---100877.59 ms/batch
Step 00035600 L_out=0.016 Acc=0.89 ---126005.16 ms/batch
Step 00035650 L_out=0.005 Acc=0.91 ---151051.98 ms/batch
Step 00035700 L_out=0.044 Acc=0.90 ---176687.18 ms/batch
Step 00035750 L_out=0.021 Acc=0.86 ---201769.03 ms/batch
Step 00035800 L_out=0.022 Acc=0.90 ---227014.97 ms/batch
Step 00035850 L_out=0.014 Acc=0.94 ---252221.77 ms/batch
Step 00035900 L_out=0.003 Acc=0.93 ---277744.25 ms/batch
Step 00035950 L_out=0.022 Acc=0.90 ---303043.54 ms/batch
Step 00036000 L_out=0.027 Acc=0.63 ---327897.91 ms/batch
Round 3 | epoch=23, train costTime=336.70662021636963, | total_activation_sum=2959840
Round 3 | epoch=24, current m_iou=0.5910409111766839
Round 3 | Best m_IoU is: 0.597, OA is: 0.892 | val costTime=137.36320424079895
Round 3 | ****EPOCH 24****
Step 00036050 L_out=0.009 Acc=0.95 ---16332.84 ms/batch
Step 00036100 L_out=0.028 Acc=0.84 ---41423.03 ms/batch
Step 00036150 L_out=0.009 Acc=0.85 ---66788.68 ms/batch
Step 00036200 L_out=0.006 Acc=0.93 ---92109.93 ms/batch
Step 00036250 L_out=0.006 Acc=0.90 ---117360.87 ms/batch
Step 00036300 L_out=0.070 Acc=0.83 ---142546.67 ms/batch
Step 00036350 L_out=0.008 Acc=0.87 ---167699.42 ms/batch
Step 00036400 L_out=0.017 Acc=0.88 ---192981.98 ms/batch
Step 00036450 L_out=0.004 Acc=0.86 ---218358.36 ms/batch
Step 00036500 L_out=0.034 Acc=0.90 ---243708.38 ms/batch
Step 00036550 L_out=0.008 Acc=0.90 ---269137.41 ms/batch
Step 00036600 L_out=0.018 Acc=0.80 ---294351.98 ms/batch
Step 00036650 L_out=0.017 Acc=0.85 ---319565.37 ms/batch
Round 3 | epoch=24, train costTime=336.7984640598297, | total_activation_sum=2976584
Round 3 | epoch=25, current m_iou=0.5969500084782069
Round 3 | Best m_IoU is: 0.597, OA is: 0.892 | val costTime=132.67694783210754
Round 3 | ****EPOCH 25****
Step 00036700 L_out=0.012 Acc=0.69 --- 7615.00 ms/batch
Step 00036750 L_out=0.008 Acc=0.88 ---32869.67 ms/batch
Step 00036800 L_out=0.017 Acc=0.90 ---58227.93 ms/batch
Step 00036850 L_out=0.043 Acc=0.85 ---83765.84 ms/batch
Step 00036900 L_out=0.007 Acc=0.89 ---108914.87 ms/batch
Step 00036950 L_out=0.007 Acc=0.89 ---134099.21 ms/batch
Step 00037000 L_out=0.011 Acc=0.92 ---159501.73 ms/batch
Step 00037050 L_out=0.023 Acc=0.92 ---184996.05 ms/batch
Step 00037100 L_out=0.033 Acc=0.76 ---210525.28 ms/batch
Step 00037150 L_out=0.005 Acc=0.90 ---235650.55 ms/batch
Step 00037200 L_out=0.021 Acc=0.95 ---261097.02 ms/batch
Step 00037250 L_out=0.020 Acc=0.90 ---286328.78 ms/batch
Step 00037300 L_out=0.058 Acc=0.86 ---311742.78 ms/batch
Step 00037350 L_out=0.012 Acc=0.89 ---336774.98 ms/batch
Round 3 | epoch=25, train costTime=337.7432162761688, | total_activation_sum=2901788
Round 3 | epoch=26, current m_iou=0.599173470221696
Round 3 | Best m_IoU is: 0.599, OA is: 0.898 | val costTime=136.63905000686646
Round 3 | ****EPOCH 26****
Step 00037400 L_out=0.034 Acc=0.89 ---23896.60 ms/batch
Step 00037450 L_out=0.035 Acc=0.89 ---49266.63 ms/batch
Step 00037500 L_out=0.027 Acc=0.86 ---74460.42 ms/batch
Step 00037550 L_out=0.007 Acc=0.90 ---99766.90 ms/batch
Step 00037600 L_out=0.032 Acc=0.93 ---125004.19 ms/batch
Step 00037650 L_out=0.007 Acc=0.91 ---150080.49 ms/batch
Step 00037700 L_out=0.055 Acc=0.90 ---175381.97 ms/batch
Step 00037750 L_out=0.004 Acc=0.91 ---200518.82 ms/batch
Step 00037800 L_out=0.011 Acc=0.87 ---225737.44 ms/batch
Step 00037850 L_out=0.012 Acc=0.88 ---250845.80 ms/batch
Step 00037900 L_out=0.030 Acc=0.83 ---276245.31 ms/batch
Step 00037950 L_out=0.091 Acc=0.85 ---301521.24 ms/batch
Step 00038000 L_out=0.024 Acc=0.90 ---326567.96 ms/batch
Round 3 | epoch=26, train costTime=336.0568280220032, | total_activation_sum=2897249
Round 3 | epoch=27, current m_iou=0.6009823872174966
Round 3 | Best m_IoU is: 0.601, OA is: 0.899 | val costTime=131.13084888458252
Round 3 | ****EPOCH 27****
Step 00038050 L_out=0.019 Acc=0.85 ---15701.84 ms/batch
Step 00038100 L_out=0.049 Acc=0.79 ---41142.68 ms/batch
Step 00038150 L_out=0.056 Acc=0.86 ---66597.90 ms/batch
Step 00038200 L_out=0.011 Acc=0.91 ---91543.39 ms/batch
Step 00038250 L_out=0.008 Acc=0.92 ---116933.72 ms/batch
Step 00038300 L_out=0.013 Acc=0.85 ---142502.59 ms/batch
Step 00038350 L_out=0.018 Acc=0.90 ---167755.12 ms/batch
Step 00038400 L_out=0.015 Acc=0.93 ---193210.60 ms/batch
Step 00038450 L_out=0.031 Acc=0.81 ---218371.47 ms/batch
Step 00038500 L_out=0.010 Acc=0.86 ---243830.66 ms/batch
Step 00038550 L_out=0.037 Acc=0.87 ---269078.48 ms/batch
Step 00038600 L_out=0.010 Acc=0.85 ---294180.33 ms/batch
Step 00038650 L_out=0.004 Acc=0.80 ---319960.90 ms/batch
Round 3 | epoch=27, train costTime=337.9425632953644, | total_activation_sum=2949673
Round 3 | epoch=28, current m_iou=0.6027205933121145
Round 3 | Best m_IoU is: 0.603, OA is: 0.900 | val costTime=131.07904314994812
Round 3 | ****EPOCH 28****
Step 00038700 L_out=0.016 Acc=0.88 --- 7099.49 ms/batch
Step 00038750 L_out=0.015 Acc=0.90 ---32341.75 ms/batch
Step 00038800 L_out=0.020 Acc=0.90 ---57496.62 ms/batch
Step 00038850 L_out=0.003 Acc=0.92 ---82803.28 ms/batch
Step 00038900 L_out=0.053 Acc=0.88 ---108182.22 ms/batch
Step 00038950 L_out=0.009 Acc=0.91 ---133564.03 ms/batch
Step 00039000 L_out=0.018 Acc=0.92 ---158908.19 ms/batch
Step 00039050 L_out=0.018 Acc=0.92 ---183854.29 ms/batch
Step 00039100 L_out=0.015 Acc=0.91 ---209530.59 ms/batch
Step 00039150 L_out=0.006 Acc=0.92 ---234598.24 ms/batch
Step 00039200 L_out=0.006 Acc=0.88 ---259975.52 ms/batch
Step 00039250 L_out=0.020 Acc=0.85 ---285319.72 ms/batch
Step 00039300 L_out=0.025 Acc=0.90 ---310507.52 ms/batch
Step 00039350 L_out=0.014 Acc=0.85 ---335625.45 ms/batch
Round 3 | epoch=28, train costTime=337.1396117210388, | total_activation_sum=2950430
Round 3 | epoch=29, current m_iou=0.6023723255383393
Round 3 | Best m_IoU is: 0.603, OA is: 0.900 | val costTime=130.48995447158813
Round 3 | ****EPOCH 29****
Step 00039400 L_out=0.027 Acc=0.89 ---23532.45 ms/batch
Step 00039450 L_out=0.010 Acc=0.91 ---48938.06 ms/batch
Step 00039500 L_out=0.002 Acc=0.91 ---74582.07 ms/batch
Step 00039550 L_out=0.020 Acc=0.78 ---99792.37 ms/batch
Step 00039600 L_out=0.068 Acc=0.89 ---125039.11 ms/batch
Step 00039650 L_out=0.039 Acc=0.77 ---150278.17 ms/batch
Step 00039700 L_out=0.011 Acc=0.88 ---175648.09 ms/batch
Step 00039750 L_out=0.014 Acc=0.85 ---201231.23 ms/batch
Step 00039800 L_out=0.006 Acc=0.87 ---226717.08 ms/batch
Step 00039850 L_out=0.009 Acc=0.90 ---251890.01 ms/batch
Step 00039900 L_out=0.128 Acc=0.80 ---277191.01 ms/batch
Step 00039950 L_out=0.033 Acc=0.81 ---302623.25 ms/batch
Step 00040000 L_out=0.023 Acc=0.78 ---327865.15 ms/batch
Round 3 | epoch=29, train costTime=337.9670102596283, | total_activation_sum=2944001
Round 3 | epoch=30, current m_iou=0.6008806854693576
Round 3 | Best m_IoU is: 0.603, OA is: 0.900 | val costTime=131.56254243850708
Round 3 | ****EPOCH 30****
Round 4 | ****EPOCH 0****
Step 00040050 L_out=0.186 Acc=0.33 ---14810.49 ms/batch
Step 00040100 L_out=0.445 Acc=0.38 ---37851.36 ms/batch
Step 00040150 L_out=1.030 Acc=0.12 ---62981.35 ms/batch
Step 00040200 L_out=0.252 Acc=0.36 ---88495.72 ms/batch
Step 00040250 L_out=0.057 Acc=0.45 ---113992.33 ms/batch
Step 00040300 L_out=0.231 Acc=0.60 ---139564.09 ms/batch
Step 00040350 L_out=0.146 Acc=0.43 ---165260.81 ms/batch
Step 00040400 L_out=0.060 Acc=0.53 ---190899.72 ms/batch
Step 00040450 L_out=0.128 Acc=0.62 ---216327.72 ms/batch
Step 00040500 L_out=0.245 Acc=0.66 ---241776.41 ms/batch
Step 00040550 L_out=0.036 Acc=0.76 ---266858.79 ms/batch
Step 00040600 L_out=0.059 Acc=0.63 ---292320.85 ms/batch
Step 00040650 L_out=0.053 Acc=0.62 ---317666.12 ms/batch
Round 4 | epoch=0, train costTime=336.42959427833557, | total_activation_sum=3924852
Round 4 | epoch=1, current m_iou=0.34600229140321165
Round 4 | Best m_IoU is: 0.346, OA is: 0.567 | val costTime=132.8340289592743
Round 4 | ****EPOCH 1****
Step 00040700 L_out=0.104 Acc=0.60 --- 6642.14 ms/batch
Step 00040750 L_out=0.055 Acc=0.76 ---31344.38 ms/batch
Step 00040800 L_out=0.090 Acc=0.73 ---54938.83 ms/batch
Step 00040850 L_out=0.152 Acc=0.79 ---80149.22 ms/batch
Step 00040900 L_out=0.058 Acc=0.73 ---105536.03 ms/batch
Step 00040950 L_out=0.025 Acc=0.77 ---130892.62 ms/batch
Step 00041000 L_out=0.076 Acc=0.84 ---156564.42 ms/batch
Step 00041050 L_out=0.042 Acc=0.73 ---181914.00 ms/batch
Step 00041100 L_out=0.038 Acc=0.73 ---207239.55 ms/batch
Step 00041150 L_out=0.047 Acc=0.83 ---233042.44 ms/batch
Step 00041200 L_out=0.116 Acc=0.62 ---258438.70 ms/batch
Step 00041250 L_out=0.215 Acc=0.86 ---283453.87 ms/batch
Step 00041300 L_out=0.266 Acc=0.67 ---308814.57 ms/batch
Step 00041350 L_out=0.086 Acc=0.79 ---333990.60 ms/batch
Round 4 | epoch=1, train costTime=336.0624120235443, | total_activation_sum=3683083
Round 4 | epoch=2, current m_iou=0.42739833867550026
Round 4 | Best m_IoU is: 0.427, OA is: 0.710 | val costTime=133.61361002922058
Round 4 | ****EPOCH 2****
Step 00041400 L_out=0.059 Acc=0.80 ---22331.78 ms/batch
Step 00041450 L_out=0.204 Acc=0.72 ---45382.00 ms/batch
Step 00041500 L_out=0.115 Acc=0.82 ---70856.78 ms/batch
Step 00041550 L_out=0.020 Acc=0.73 ---96159.32 ms/batch
Step 00041600 L_out=0.121 Acc=0.77 ---121512.34 ms/batch
Step 00041650 L_out=0.037 Acc=0.84 ---146790.87 ms/batch
Step 00041700 L_out=0.363 Acc=0.80 ---172263.70 ms/batch
Step 00041750 L_out=0.044 Acc=0.60 ---197773.90 ms/batch
Step 00041800 L_out=0.094 Acc=0.79 ---223165.11 ms/batch
Step 00041850 L_out=0.181 Acc=0.75 ---248523.90 ms/batch
Step 00041900 L_out=0.093 Acc=0.82 ---273891.51 ms/batch
Step 00041950 L_out=0.064 Acc=0.79 ---299293.07 ms/batch
Step 00042000 L_out=0.058 Acc=0.86 ---324672.00 ms/batch
Round 4 | epoch=2, train costTime=335.5469398498535, | total_activation_sum=3650365
Round 4 | epoch=3, current m_iou=0.5435354571930839
Round 4 | Best m_IoU is: 0.544, OA is: 0.853 | val costTime=132.0414080619812
Round 4 | ****EPOCH 3****
Step 00042050 L_out=0.052 Acc=0.77 ---14351.29 ms/batch
Step 00042100 L_out=0.036 Acc=0.85 ---39326.17 ms/batch
Step 00042150 L_out=0.036 Acc=0.85 ---62983.32 ms/batch
Step 00042200 L_out=0.021 Acc=0.74 ---88427.03 ms/batch
Step 00042250 L_out=0.050 Acc=0.71 ---114086.73 ms/batch
Step 00042300 L_out=0.094 Acc=0.75 ---139183.89 ms/batch
Step 00042350 L_out=0.033 Acc=0.82 ---164526.75 ms/batch
Step 00042400 L_out=0.055 Acc=0.92 ---189895.40 ms/batch
Step 00042450 L_out=0.021 Acc=0.88 ---215144.49 ms/batch
Step 00042500 L_out=0.053 Acc=0.83 ---240399.19 ms/batch
Step 00042550 L_out=0.048 Acc=0.79 ---265563.11 ms/batch
Step 00042600 L_out=0.037 Acc=0.87 ---290946.90 ms/batch
Step 00042650 L_out=0.076 Acc=0.87 ---316355.17 ms/batch
Round 4 | epoch=3, train costTime=335.64420199394226, | total_activation_sum=3611563
Round 4 | epoch=4, current m_iou=0.5904892693987498
Round 4 | Best m_IoU is: 0.590, OA is: 0.876 | val costTime=131.91454911231995
Round 4 | ****EPOCH 4****
Step 00042700 L_out=0.061 Acc=0.71 --- 6066.25 ms/batch
Step 00042750 L_out=0.042 Acc=0.82 ---30856.25 ms/batch
Step 00042800 L_out=0.054 Acc=0.86 ---54041.65 ms/batch
Step 00042850 L_out=0.095 Acc=0.87 ---79642.16 ms/batch
Step 00042900 L_out=0.102 Acc=0.79 ---105211.90 ms/batch
Step 00042950 L_out=0.121 Acc=0.80 ---130637.50 ms/batch
Step 00043000 L_out=0.023 Acc=0.88 ---156096.12 ms/batch
Step 00043050 L_out=0.044 Acc=0.86 ---181387.57 ms/batch
Step 00043100 L_out=0.028 Acc=0.91 ---206972.54 ms/batch
Step 00043150 L_out=0.035 Acc=0.86 ---232376.59 ms/batch
Step 00043200 L_out=0.055 Acc=0.84 ---257690.15 ms/batch
Step 00043250 L_out=0.081 Acc=0.83 ---283193.80 ms/batch
Step 00043300 L_out=0.022 Acc=0.90 ---308176.00 ms/batch
Step 00043350 L_out=0.043 Acc=0.84 ---333655.85 ms/batch
Round 4 | epoch=4, train costTime=336.1727623939514, | total_activation_sum=3619065
Round 4 | epoch=5, current m_iou=0.6035440757835384
Round 4 | Best m_IoU is: 0.604, OA is: 0.887 | val costTime=131.13747334480286
Round 4 | ****EPOCH 5****
Step 00043400 L_out=0.064 Acc=0.60 ---22239.08 ms/batch
Step 00043450 L_out=0.176 Acc=0.69 ---46919.30 ms/batch
Step 00043500 L_out=0.062 Acc=0.79 ---70616.25 ms/batch
Step 00043550 L_out=0.015 Acc=0.85 ---96206.11 ms/batch
Step 00043600 L_out=0.076 Acc=0.68 ---121836.63 ms/batch
Step 00043650 L_out=0.066 Acc=0.75 ---146988.47 ms/batch
Step 00043700 L_out=0.106 Acc=0.75 ---172513.84 ms/batch
Step 00043750 L_out=0.034 Acc=0.75 ---197940.05 ms/batch
Step 00043800 L_out=0.154 Acc=0.74 ---223255.75 ms/batch
Step 00043850 L_out=0.249 Acc=0.73 ---248392.25 ms/batch
Step 00043900 L_out=0.020 Acc=0.91 ---273652.17 ms/batch
Step 00043950 L_out=0.028 Acc=0.76 ---298834.32 ms/batch
Step 00044000 L_out=0.037 Acc=0.90 ---324103.14 ms/batch
Round 4 | epoch=5, train costTime=335.22161531448364, | total_activation_sum=3636211
Round 4 | epoch=6, current m_iou=0.5893351104433291
Round 4 | Best m_IoU is: 0.604, OA is: 0.887 | val costTime=129.80985021591187
Round 4 | ****EPOCH 6****
Step 00044050 L_out=0.073 Acc=0.80 ---13883.17 ms/batch
Step 00044100 L_out=0.061 Acc=0.87 ---38523.20 ms/batch
Step 00044150 L_out=0.183 Acc=0.71 ---61584.84 ms/batch
Step 00044200 L_out=0.020 Acc=0.81 ---86604.51 ms/batch
Step 00044250 L_out=0.085 Acc=0.88 ---111815.46 ms/batch
Step 00044300 L_out=0.110 Acc=0.85 ---137093.16 ms/batch
Step 00044350 L_out=0.043 Acc=0.83 ---162836.46 ms/batch
Step 00044400 L_out=0.018 Acc=0.91 ---187973.69 ms/batch
Step 00044450 L_out=0.125 Acc=0.84 ---213082.41 ms/batch
Step 00044500 L_out=0.052 Acc=0.72 ---238602.52 ms/batch
Step 00044550 L_out=0.012 Acc=0.75 ---263732.53 ms/batch
Step 00044600 L_out=0.027 Acc=0.76 ---289223.75 ms/batch
Step 00044650 L_out=0.134 Acc=0.87 ---314671.93 ms/batch
Round 4 | epoch=6, train costTime=334.35223031044006, | total_activation_sum=3661028
Round 4 | epoch=7, current m_iou=0.5616126963232643
Round 4 | Best m_IoU is: 0.604, OA is: 0.887 | val costTime=131.60846948623657
Round 4 | ****EPOCH 7****
Step 00044700 L_out=0.101 Acc=0.75 --- 5578.93 ms/batch
Step 00044750 L_out=0.083 Acc=0.86 ---30260.35 ms/batch
Step 00044800 L_out=0.030 Acc=0.80 ---55195.64 ms/batch
Step 00044850 L_out=0.018 Acc=0.92 ---78642.47 ms/batch
Step 00044900 L_out=0.036 Acc=0.92 ---103961.25 ms/batch
Step 00044950 L_out=0.042 Acc=0.81 ---129400.70 ms/batch
Step 00045000 L_out=0.008 Acc=0.91 ---154981.58 ms/batch
Step 00045050 L_out=0.109 Acc=0.88 ---180412.93 ms/batch
Step 00045100 L_out=0.047 Acc=0.79 ---205715.85 ms/batch
Step 00045150 L_out=0.083 Acc=0.85 ---231373.24 ms/batch
Step 00045200 L_out=0.012 Acc=0.83 ---256754.19 ms/batch
Step 00045250 L_out=0.080 Acc=0.84 ---282165.03 ms/batch
Step 00045300 L_out=0.015 Acc=0.81 ---307666.13 ms/batch
Step 00045350 L_out=0.009 Acc=0.82 ---333083.00 ms/batch
Round 4 | epoch=7, train costTime=335.97997999191284, | total_activation_sum=3616609
Round 4 | epoch=8, current m_iou=0.5745924131768743
Round 4 | Best m_IoU is: 0.604, OA is: 0.887 | val costTime=130.29950428009033
Round 4 | ****EPOCH 8****
Step 00045400 L_out=0.244 Acc=0.78 ---21503.23 ms/batch
Step 00045450 L_out=0.492 Acc=0.74 ---46060.57 ms/batch
Step 00045500 L_out=0.042 Acc=0.93 ---69702.33 ms/batch
Step 00045550 L_out=0.073 Acc=0.76 ---95026.96 ms/batch
Step 00045600 L_out=0.027 Acc=0.82 ---120358.07 ms/batch
Step 00045650 L_out=0.031 Acc=0.85 ---145769.88 ms/batch
Step 00045700 L_out=0.043 Acc=0.86 ---171002.88 ms/batch
Step 00045750 L_out=0.015 Acc=0.92 ---196261.47 ms/batch
Step 00045800 L_out=0.028 Acc=0.91 ---221317.00 ms/batch
Step 00045850 L_out=0.044 Acc=0.83 ---246506.38 ms/batch
Step 00045900 L_out=0.042 Acc=0.77 ---272222.04 ms/batch
Step 00045950 L_out=0.011 Acc=0.85 ---297605.01 ms/batch
Step 00046000 L_out=0.022 Acc=0.93 ---322994.01 ms/batch
Round 4 | epoch=8, train costTime=334.82728719711304, | total_activation_sum=3694556
Round 4 | epoch=9, current m_iou=0.5936060209557229
Round 4 | Best m_IoU is: 0.604, OA is: 0.887 | val costTime=130.78806900978088
Round 4 | ****EPOCH 9****
Step 00046050 L_out=0.046 Acc=0.88 ---13764.25 ms/batch
Step 00046100 L_out=0.054 Acc=0.89 ---38170.71 ms/batch
Step 00046150 L_out=0.055 Acc=0.89 ---62708.87 ms/batch
Step 00046200 L_out=0.034 Acc=0.85 ---86059.41 ms/batch
Step 00046250 L_out=0.028 Acc=0.85 ---111582.01 ms/batch
Step 00046300 L_out=0.036 Acc=0.91 ---137059.14 ms/batch
Step 00046350 L_out=0.041 Acc=0.87 ---162485.94 ms/batch
Step 00046400 L_out=0.032 Acc=0.88 ---187817.57 ms/batch
Step 00046450 L_out=0.014 Acc=0.93 ---213298.24 ms/batch
Step 00046500 L_out=0.119 Acc=0.83 ---238684.71 ms/batch
Step 00046550 L_out=0.054 Acc=0.88 ---264194.14 ms/batch
Step 00046600 L_out=0.024 Acc=0.82 ---289451.12 ms/batch
Step 00046650 L_out=0.046 Acc=0.77 ---315012.20 ms/batch
Round 4 | epoch=9, train costTime=335.4833104610443, | total_activation_sum=3651304
Round 4 | epoch=10, current m_iou=0.5842747637501277
Round 4 | Best m_IoU is: 0.604, OA is: 0.887 | val costTime=130.02449560165405
Round 4 | ****EPOCH 10****
Step 00046700 L_out=0.014 Acc=0.87 --- 4857.29 ms/batch
Step 00046750 L_out=0.028 Acc=0.86 ---29381.52 ms/batch
Step 00046800 L_out=0.061 Acc=0.88 ---54043.77 ms/batch
Step 00046850 L_out=0.017 Acc=0.89 ---77927.15 ms/batch
Step 00046900 L_out=0.010 Acc=0.90 ---102454.98 ms/batch
Step 00046950 L_out=0.036 Acc=0.79 ---127850.12 ms/batch
Step 00047000 L_out=0.150 Acc=0.81 ---153322.98 ms/batch
Step 00047050 L_out=0.067 Acc=0.83 ---178449.42 ms/batch
Step 00047100 L_out=0.028 Acc=0.86 ---203883.02 ms/batch
Step 00047150 L_out=0.120 Acc=0.57 ---229282.48 ms/batch
Step 00047200 L_out=0.015 Acc=0.91 ---254362.63 ms/batch
Step 00047250 L_out=0.022 Acc=0.91 ---279604.27 ms/batch
Step 00047300 L_out=0.062 Acc=0.83 ---305065.84 ms/batch
Step 00047350 L_out=0.058 Acc=0.87 ---330470.17 ms/batch
Round 4 | epoch=10, train costTime=334.07533168792725, | total_activation_sum=3643376
Round 4 | epoch=11, current m_iou=0.5922563777496901
Round 4 | Best m_IoU is: 0.604, OA is: 0.887 | val costTime=131.35005021095276
Round 4 | ****EPOCH 11****
Step 00047400 L_out=0.019 Acc=0.76 ---20889.42 ms/batch
Step 00047450 L_out=0.028 Acc=0.92 ---45511.47 ms/batch
Step 00047500 L_out=0.009 Acc=0.87 ---69820.88 ms/batch
Step 00047550 L_out=0.484 Acc=0.66 ---93062.91 ms/batch
Step 00047600 L_out=0.047 Acc=0.85 ---118522.72 ms/batch
Step 00047650 L_out=0.016 Acc=0.90 ---143788.58 ms/batch
Step 00047700 L_out=0.012 Acc=0.92 ---169036.01 ms/batch
Step 00047750 L_out=0.039 Acc=0.94 ---194296.75 ms/batch
Step 00047800 L_out=0.012 Acc=0.93 ---219469.74 ms/batch
Step 00047850 L_out=0.100 Acc=0.84 ---244927.31 ms/batch
Step 00047900 L_out=0.027 Acc=0.91 ---270326.83 ms/batch
Step 00047950 L_out=0.077 Acc=0.90 ---295429.91 ms/batch
Step 00048000 L_out=0.016 Acc=0.89 ---320660.14 ms/batch
Round 4 | epoch=11, train costTime=332.6654303073883, | total_activation_sum=3650797
Round 4 | epoch=12, current m_iou=0.5811103577051306
Round 4 | Best m_IoU is: 0.604, OA is: 0.887 | val costTime=129.59922790527344
Round 4 | ****EPOCH 12****
Step 00048050 L_out=0.012 Acc=0.86 ---12849.91 ms/batch
Step 00048100 L_out=0.048 Acc=0.87 ---37652.91 ms/batch
Step 00048150 L_out=0.073 Acc=0.79 ---62137.84 ms/batch
Step 00048200 L_out=0.018 Acc=0.88 ---86842.54 ms/batch
Step 00048250 L_out=0.041 Acc=0.78 ---108904.38 ms/batch
Step 00048300 L_out=0.009 Acc=0.90 ---131006.63 ms/batch
Step 00048350 L_out=0.058 Acc=0.80 ---152983.17 ms/batch
Step 00048400 L_out=0.039 Acc=0.86 ---175037.98 ms/batch
Step 00048450 L_out=0.047 Acc=0.90 ---196695.52 ms/batch
Step 00048500 L_out=0.032 Acc=0.89 ---218461.81 ms/batch
Step 00048550 L_out=0.026 Acc=0.88 ---240206.09 ms/batch
Step 00048600 L_out=0.006 Acc=0.89 ---262494.16 ms/batch
Step 00048650 L_out=0.114 Acc=0.84 ---284385.03 ms/batch
Round 4 | epoch=12, train costTime=302.3119583129883, | total_activation_sum=3566876
Round 4 | epoch=13, current m_iou=0.6003382619667487
Round 4 | Best m_IoU is: 0.604, OA is: 0.887 | val costTime=116.67538690567017
Round 4 | ****EPOCH 13****
Step 00048700 L_out=0.023 Acc=0.85 --- 4042.46 ms/batch
Step 00048750 L_out=0.041 Acc=0.84 ---25866.08 ms/batch
Step 00048800 L_out=0.042 Acc=0.87 ---47552.79 ms/batch
Step 00048850 L_out=0.011 Acc=0.88 ---69307.30 ms/batch
Step 00048900 L_out=0.083 Acc=0.87 ---90925.32 ms/batch
Step 00048950 L_out=0.035 Acc=0.93 ---112580.70 ms/batch
Step 00049000 L_out=0.022 Acc=0.87 ---134377.47 ms/batch
Step 00049050 L_out=0.033 Acc=0.90 ---156033.52 ms/batch
Step 00049100 L_out=0.033 Acc=0.92 ---177740.36 ms/batch
Step 00049150 L_out=0.031 Acc=0.88 ---199326.23 ms/batch
Step 00049200 L_out=0.029 Acc=0.91 ---221382.89 ms/batch
Step 00049250 L_out=0.041 Acc=0.89 ---243326.09 ms/batch
Step 00049300 L_out=0.010 Acc=0.88 ---265064.37 ms/batch
Step 00049350 L_out=0.085 Acc=0.88 ---286653.60 ms/batch
Round 4 | epoch=13, train costTime=290.1047775745392, | total_activation_sum=3658561
Round 4 | epoch=14, current m_iou=0.6121773498625229
Round 4 | Best m_IoU is: 0.612, OA is: 0.897 | val costTime=117.90931463241577
Round 4 | ****EPOCH 14****
Step 00049400 L_out=0.079 Acc=0.83 ---18386.93 ms/batch
Step 00049450 L_out=0.034 Acc=0.76 ---40225.25 ms/batch
Step 00049500 L_out=0.010 Acc=0.86 ---64069.65 ms/batch
Step 00049550 L_out=0.070 Acc=0.86 ---89064.32 ms/batch
Step 00049600 L_out=0.024 Acc=0.84 ---114610.51 ms/batch
Step 00049650 L_out=0.019 Acc=0.88 ---140601.44 ms/batch
Step 00049700 L_out=0.034 Acc=0.85 ---165642.27 ms/batch
Step 00049750 L_out=0.005 Acc=0.90 ---190931.99 ms/batch
Step 00049800 L_out=0.057 Acc=0.90 ---216036.25 ms/batch
Step 00049850 L_out=0.018 Acc=0.85 ---241535.35 ms/batch
Step 00049900 L_out=0.074 Acc=0.88 ---267072.39 ms/batch
Step 00049950 L_out=0.002 Acc=0.93 ---292359.55 ms/batch
Step 00050000 L_out=0.021 Acc=0.89 ---317655.22 ms/batch
Round 4 | epoch=14, train costTime=330.23720717430115, | total_activation_sum=3604385
Round 4 | epoch=15, current m_iou=0.6040270158415739
Round 4 | Best m_IoU is: 0.612, OA is: 0.897 | val costTime=130.5289158821106
Round 4 | ****EPOCH 15****
Step 00050050 L_out=0.021 Acc=0.90 ---12121.69 ms/batch
Step 00050100 L_out=0.035 Acc=0.88 ---36858.85 ms/batch
Step 00050150 L_out=0.007 Acc=0.93 ---59721.51 ms/batch
Step 00050200 L_out=0.008 Acc=0.87 ---85200.49 ms/batch
Step 00050250 L_out=0.012 Acc=0.87 ---110556.69 ms/batch
Step 00050300 L_out=0.017 Acc=0.84 ---136017.06 ms/batch
Step 00050350 L_out=0.053 Acc=0.83 ---161669.11 ms/batch
Step 00050400 L_out=0.063 Acc=0.83 ---187550.76 ms/batch
Step 00050450 L_out=0.067 Acc=0.84 ---212779.35 ms/batch
Step 00050500 L_out=0.014 Acc=0.87 ---238128.45 ms/batch
Step 00050550 L_out=0.040 Acc=0.88 ---263266.05 ms/batch
Step 00050600 L_out=0.011 Acc=0.93 ---288627.70 ms/batch
Step 00050650 L_out=0.014 Acc=0.88 ---313993.77 ms/batch
Round 4 | epoch=15, train costTime=335.41772508621216, | total_activation_sum=3649699
Round 4 | epoch=16, current m_iou=0.6101675157445892
Round 4 | Best m_IoU is: 0.612, OA is: 0.897 | val costTime=130.91035151481628
Round 4 | ****EPOCH 16****
Step 00050700 L_out=0.060 Acc=0.70 --- 4156.77 ms/batch
Step 00050750 L_out=0.025 Acc=0.90 ---28866.31 ms/batch
Step 00050800 L_out=0.131 Acc=0.83 ---53280.96 ms/batch
Step 00050850 L_out=0.003 Acc=0.83 ---76635.84 ms/batch
Step 00050900 L_out=0.081 Acc=0.89 ---100590.66 ms/batch
Step 00050950 L_out=0.039 Acc=0.80 ---124368.22 ms/batch
Step 00051000 L_out=0.017 Acc=0.86 ---148046.35 ms/batch
Step 00051050 L_out=0.033 Acc=0.86 ---171674.15 ms/batch
Step 00051100 L_out=0.053 Acc=0.91 ---195504.65 ms/batch
Step 00051150 L_out=0.025 Acc=0.74 ---219277.96 ms/batch
Step 00051200 L_out=0.022 Acc=0.89 ---243045.21 ms/batch
Step 00051250 L_out=0.053 Acc=0.90 ---266895.38 ms/batch
Step 00051300 L_out=0.028 Acc=0.87 ---290521.69 ms/batch
Step 00051350 L_out=0.012 Acc=0.89 ---314480.27 ms/batch
Round 4 | epoch=16, train costTime=318.67030668258667, | total_activation_sum=3670413
Round 4 | epoch=17, current m_iou=0.6016580829486627
Round 4 | Best m_IoU is: 0.612, OA is: 0.897 | val costTime=129.39933133125305
Round 4 | ****EPOCH 17****
Step 00051400 L_out=0.025 Acc=0.90 ---19660.42 ms/batch
Step 00051450 L_out=0.010 Acc=0.94 ---43484.87 ms/batch
Step 00051500 L_out=0.005 Acc=0.87 ---67307.37 ms/batch
Step 00051550 L_out=0.070 Acc=0.84 ---91166.40 ms/batch
Step 00051600 L_out=0.007 Acc=0.90 ---114887.28 ms/batch
Step 00051650 L_out=0.031 Acc=0.91 ---139185.50 ms/batch
Step 00051700 L_out=0.011 Acc=0.84 ---163575.86 ms/batch
Step 00051750 L_out=0.001 Acc=0.89 ---188797.34 ms/batch
Step 00051800 L_out=0.032 Acc=0.80 ---213608.41 ms/batch
Step 00051850 L_out=0.036 Acc=0.88 ---238537.50 ms/batch
Step 00051900 L_out=0.103 Acc=0.85 ---263491.24 ms/batch
Step 00051950 L_out=0.007 Acc=0.87 ---288152.40 ms/batch
Step 00052000 L_out=0.034 Acc=0.86 ---311054.84 ms/batch
Round 4 | epoch=17, train costTime=323.2931020259857, | total_activation_sum=3663612
Round 4 | epoch=18, current m_iou=0.6030361050902499
Round 4 | Best m_IoU is: 0.612, OA is: 0.897 | val costTime=128.02645349502563
Round 4 | ****EPOCH 18****
Step 00052050 L_out=0.041 Acc=0.81 ---11262.59 ms/batch
Step 00052100 L_out=0.018 Acc=0.87 ---35047.30 ms/batch
Step 00052150 L_out=0.057 Acc=0.74 ---59118.68 ms/batch
Step 00052200 L_out=0.017 Acc=0.86 ---83007.92 ms/batch
Step 00052250 L_out=0.001 Acc=0.83 ---106631.85 ms/batch
Step 00052300 L_out=0.019 Acc=0.82 ---130242.04 ms/batch
Step 00052350 L_out=0.021 Acc=0.93 ---153831.55 ms/batch
Step 00052400 L_out=0.027 Acc=0.91 ---177632.62 ms/batch
Step 00052450 L_out=0.006 Acc=0.86 ---201123.64 ms/batch
Step 00052500 L_out=0.018 Acc=0.89 ---224898.38 ms/batch
Step 00052550 L_out=0.014 Acc=0.90 ---248766.82 ms/batch
Step 00052600 L_out=0.005 Acc=0.94 ---272466.61 ms/batch
Step 00052650 L_out=0.024 Acc=0.92 ---296277.14 ms/batch
Round 4 | epoch=18, train costTime=316.70819425582886, | total_activation_sum=3627657
Round 4 | epoch=19, current m_iou=0.6102466476826188
Round 4 | Best m_IoU is: 0.612, OA is: 0.897 | val costTime=132.8012294769287
Round 4 | ****EPOCH 19****
Step 00052700 L_out=0.210 Acc=0.84 --- 3363.18 ms/batch
Step 00052750 L_out=0.053 Acc=0.87 ---28470.34 ms/batch
Step 00052800 L_out=0.029 Acc=0.84 ---53871.43 ms/batch
Step 00052850 L_out=0.028 Acc=0.81 ---78085.38 ms/batch
Step 00052900 L_out=0.025 Acc=0.93 ---101084.57 ms/batch
Step 00052950 L_out=0.043 Acc=0.92 ---124976.03 ms/batch
Step 00053000 L_out=0.006 Acc=0.86 ---148924.43 ms/batch
Step 00053050 L_out=0.015 Acc=0.87 ---172754.31 ms/batch
Step 00053100 L_out=0.014 Acc=0.87 ---196642.55 ms/batch
Step 00053150 L_out=0.007 Acc=0.96 ---220141.40 ms/batch
Step 00053200 L_out=0.012 Acc=0.88 ---243835.87 ms/batch
Step 00053250 L_out=0.012 Acc=0.88 ---267678.41 ms/batch
Step 00053300 L_out=0.113 Acc=0.83 ---291408.53 ms/batch
Step 00053350 L_out=0.032 Acc=0.86 ---315000.39 ms/batch
Round 4 | epoch=19, train costTime=319.78904128074646, | total_activation_sum=3627299
Round 4 | epoch=20, current m_iou=0.603581676379432
Round 4 | Best m_IoU is: 0.612, OA is: 0.897 | val costTime=129.44034790992737
Round 4 | ****EPOCH 20****
Step 00053400 L_out=0.004 Acc=0.93 ---19146.96 ms/batch
Step 00053450 L_out=0.013 Acc=0.90 ---43113.37 ms/batch
Step 00053500 L_out=0.040 Acc=0.90 ---66956.40 ms/batch
Step 00053550 L_out=0.027 Acc=0.90 ---90537.03 ms/batch
Step 00053600 L_out=0.029 Acc=0.90 ---114497.07 ms/batch
Step 00053650 L_out=0.007 Acc=0.95 ---138456.79 ms/batch
Step 00053700 L_out=0.019 Acc=0.90 ---162789.21 ms/batch
Step 00053750 L_out=0.010 Acc=0.85 ---187801.72 ms/batch
Step 00053800 L_out=0.028 Acc=0.93 ---212658.64 ms/batch
Step 00053850 L_out=0.020 Acc=0.87 ---237248.55 ms/batch
Step 00053900 L_out=0.003 Acc=0.92 ---262253.12 ms/batch
Step 00053950 L_out=0.032 Acc=0.85 ---287411.08 ms/batch
Step 00054000 L_out=0.014 Acc=0.89 ---311596.73 ms/batch
Round 4 | epoch=20, train costTime=323.95769023895264, | total_activation_sum=3611721
Round 4 | epoch=21, current m_iou=0.5924549045673615
Round 4 | Best m_IoU is: 0.612, OA is: 0.897 | val costTime=129.15715980529785
Round 4 | ****EPOCH 21****
Step 00054050 L_out=0.075 Acc=0.89 ---10872.44 ms/batch
Step 00054100 L_out=0.017 Acc=0.89 ---35155.65 ms/batch
Step 00054150 L_out=0.016 Acc=0.94 ---59018.90 ms/batch
Step 00054200 L_out=0.010 Acc=0.93 ---82764.19 ms/batch
Step 00054250 L_out=0.036 Acc=0.89 ---106547.30 ms/batch
Step 00054300 L_out=0.038 Acc=0.87 ---130387.33 ms/batch
Step 00054350 L_out=0.019 Acc=0.90 ---154551.08 ms/batch
Step 00054400 L_out=0.007 Acc=0.91 ---178403.93 ms/batch
Step 00054450 L_out=0.007 Acc=0.89 ---202227.09 ms/batch
Step 00054500 L_out=0.019 Acc=0.87 ---226148.45 ms/batch
Step 00054550 L_out=0.024 Acc=0.87 ---250055.21 ms/batch
Step 00054600 L_out=0.054 Acc=0.83 ---273716.14 ms/batch
Step 00054650 L_out=0.058 Acc=0.94 ---297605.48 ms/batch
Round 4 | epoch=21, train costTime=318.5181703567505, | total_activation_sum=3633205
Round 4 | epoch=22, current m_iou=0.5889327198640416
Round 4 | Best m_IoU is: 0.612, OA is: 0.897 | val costTime=132.3887813091278
Round 4 | ****EPOCH 22****
Step 00054700 L_out=0.010 Acc=0.85 --- 3059.17 ms/batch
Step 00054750 L_out=0.018 Acc=0.86 ---28022.05 ms/batch
Step 00054800 L_out=0.027 Acc=0.89 ---53019.36 ms/batch
Step 00054850 L_out=0.015 Acc=0.90 ---78021.61 ms/batch
Step 00054900 L_out=0.021 Acc=0.86 ---101655.57 ms/batch
Step 00054950 L_out=0.013 Acc=0.89 ---125296.94 ms/batch
Step 00055000 L_out=0.020 Acc=0.88 ---149300.86 ms/batch
Step 00055050 L_out=0.011 Acc=0.93 ---172887.41 ms/batch
Step 00055100 L_out=0.049 Acc=0.88 ---196897.90 ms/batch
Step 00055150 L_out=0.007 Acc=0.93 ---220908.44 ms/batch
Step 00055200 L_out=0.083 Acc=0.83 ---244653.09 ms/batch
Step 00055250 L_out=0.004 Acc=0.87 ---268279.88 ms/batch
Step 00055300 L_out=0.006 Acc=0.81 ---292240.11 ms/batch
Step 00055350 L_out=0.009 Acc=0.89 ---316195.66 ms/batch
Round 4 | epoch=22, train costTime=321.5243880748749, | total_activation_sum=3620316
Round 4 | epoch=23, current m_iou=0.5899874632547564
Round 4 | Best m_IoU is: 0.612, OA is: 0.897 | val costTime=137.4971046447754
Round 4 | ****EPOCH 23****
Step 00055400 L_out=0.034 Acc=0.92 ---18890.35 ms/batch
Step 00055450 L_out=0.008 Acc=0.91 ---42813.12 ms/batch
Step 00055500 L_out=0.003 Acc=0.93 ---66483.62 ms/batch
Step 00055550 L_out=0.008 Acc=0.92 ---90153.09 ms/batch
Step 00055600 L_out=0.029 Acc=0.86 ---115502.01 ms/batch
Step 00055650 L_out=0.046 Acc=0.76 ---142329.69 ms/batch
Step 00055700 L_out=0.008 Acc=0.87 ---168919.11 ms/batch
Step 00055750 L_out=0.027 Acc=0.93 ---194532.79 ms/batch
Step 00055800 L_out=0.021 Acc=0.87 ---219225.71 ms/batch
Step 00055850 L_out=0.023 Acc=0.84 ---243782.48 ms/batch
Step 00055900 L_out=0.006 Acc=0.96 ---268243.37 ms/batch
Step 00055950 L_out=0.021 Acc=0.96 ---293366.73 ms/batch
Step 00056000 L_out=0.029 Acc=0.82 ---320013.91 ms/batch
Round 4 | epoch=23, train costTime=335.78055572509766, | total_activation_sum=3654350
Round 4 | epoch=24, current m_iou=0.596586618377497
Round 4 | Best m_IoU is: 0.612, OA is: 0.897 | val costTime=132.3843960762024
Round 4 | ****EPOCH 24****
Step 00056050 L_out=0.008 Acc=0.91 ---10953.88 ms/batch
Step 00056100 L_out=0.088 Acc=0.87 ---36249.45 ms/batch
Step 00056150 L_out=0.038 Acc=0.80 ---61720.87 ms/batch
Step 00056200 L_out=0.004 Acc=0.84 ---87050.23 ms/batch
Step 00056250 L_out=0.051 Acc=0.86 ---112324.66 ms/batch
Step 00056300 L_out=0.022 Acc=0.91 ---137691.73 ms/batch
Step 00056350 L_out=0.032 Acc=0.93 ---163293.08 ms/batch
Step 00056400 L_out=0.009 Acc=0.91 ---188596.07 ms/batch
Step 00056450 L_out=0.000 Acc=0.91 ---213413.79 ms/batch
Step 00056500 L_out=0.008 Acc=0.93 ---238683.46 ms/batch
Step 00056550 L_out=0.020 Acc=0.89 ---263094.07 ms/batch
Step 00056600 L_out=0.074 Acc=0.85 ---286540.07 ms/batch
Step 00056650 L_out=0.016 Acc=0.88 ---312216.16 ms/batch
Round 4 | epoch=24, train costTime=334.82576298713684, | total_activation_sum=3635526
Round 4 | epoch=25, current m_iou=0.6006989996753453
Round 4 | Best m_IoU is: 0.612, OA is: 0.897 | val costTime=131.8971951007843
Round 4 | ****EPOCH 25****
Step 00056700 L_out=0.005 Acc=0.90 --- 2423.62 ms/batch
Step 00056750 L_out=0.055 Acc=0.86 ---27849.83 ms/batch
Step 00056800 L_out=0.009 Acc=0.85 ---53238.99 ms/batch
Step 00056850 L_out=0.017 Acc=0.88 ---78584.19 ms/batch
Step 00056900 L_out=0.018 Acc=0.94 ---104122.16 ms/batch
Step 00056950 L_out=0.033 Acc=0.81 ---129448.33 ms/batch
Step 00057000 L_out=0.008 Acc=0.86 ---154723.89 ms/batch
Step 00057050 L_out=0.111 Acc=0.65 ---179005.71 ms/batch
Step 00057100 L_out=0.126 Acc=0.89 ---203877.76 ms/batch
Step 00057150 L_out=0.008 Acc=0.95 ---228622.86 ms/batch
Step 00057200 L_out=0.016 Acc=0.88 ---253542.08 ms/batch
Step 00057250 L_out=0.006 Acc=0.96 ---277639.23 ms/batch
Step 00057300 L_out=0.012 Acc=0.84 ---301356.10 ms/batch
Step 00057350 L_out=0.012 Acc=0.90 ---326554.13 ms/batch
Round 4 | epoch=25, train costTime=332.7988464832306, | total_activation_sum=3641370
Round 4 | epoch=26, current m_iou=0.6022660225184222
Round 4 | Best m_IoU is: 0.612, OA is: 0.897 | val costTime=130.66249418258667
Round 4 | ****EPOCH 26****
Step 00057400 L_out=0.016 Acc=0.87 ---18907.93 ms/batch
Step 00057450 L_out=0.006 Acc=0.91 ---44369.19 ms/batch
Step 00057500 L_out=0.026 Acc=0.92 ---69769.12 ms/batch
Step 00057550 L_out=0.019 Acc=0.90 ---94914.19 ms/batch
Step 00057600 L_out=0.012 Acc=0.87 ---120452.54 ms/batch
Step 00057650 L_out=0.039 Acc=0.91 ---145746.81 ms/batch
Step 00057700 L_out=0.015 Acc=0.93 ---170728.64 ms/batch
Step 00057750 L_out=0.111 Acc=0.83 ---195736.40 ms/batch
Step 00057800 L_out=0.039 Acc=0.86 ---220528.85 ms/batch
Step 00057850 L_out=0.021 Acc=0.92 ---244939.50 ms/batch
Step 00057900 L_out=0.025 Acc=0.88 ---269924.08 ms/batch
Step 00057950 L_out=0.044 Acc=0.88 ---293624.04 ms/batch
Step 00058000 L_out=0.026 Acc=0.94 ---318676.41 ms/batch
Round 4 | epoch=26, train costTime=333.32675981521606, | total_activation_sum=3638043
Round 4 | epoch=27, current m_iou=0.6060586060918818
Round 4 | Best m_IoU is: 0.612, OA is: 0.897 | val costTime=130.1820764541626
Round 4 | ****EPOCH 27****
Step 00058050 L_out=0.011 Acc=0.88 ---10438.00 ms/batch
Step 00058100 L_out=0.016 Acc=0.93 ---35601.40 ms/batch
Step 00058150 L_out=0.009 Acc=0.89 ---61197.81 ms/batch
Step 00058200 L_out=0.010 Acc=0.90 ---86258.35 ms/batch
Step 00058250 L_out=0.080 Acc=0.93 ---111661.04 ms/batch
Step 00058300 L_out=0.057 Acc=0.92 ---136985.81 ms/batch
Step 00058350 L_out=0.034 Acc=0.87 ---162386.59 ms/batch
Step 00058400 L_out=0.026 Acc=0.92 ---187615.93 ms/batch
Step 00058450 L_out=0.032 Acc=0.82 ---211907.95 ms/batch
Step 00058500 L_out=0.041 Acc=0.89 ---236524.17 ms/batch
Step 00058550 L_out=0.006 Acc=0.91 ---261124.33 ms/batch
Step 00058600 L_out=0.013 Acc=0.82 ---285842.88 ms/batch
Step 00058650 L_out=0.013 Acc=0.95 ---309093.41 ms/batch
Round 4 | epoch=27, train costTime=332.46841311454773, | total_activation_sum=3630429
Round 4 | epoch=28, current m_iou=0.6080717002938647
Round 4 | Best m_IoU is: 0.612, OA is: 0.897 | val costTime=129.8844563961029
Round 4 | ****EPOCH 28****
Step 00058700 L_out=0.010 Acc=0.84 --- 1932.48 ms/batch
Step 00058750 L_out=0.009 Acc=0.93 ---27387.20 ms/batch
Step 00058800 L_out=0.028 Acc=0.84 ---52504.23 ms/batch
Step 00058850 L_out=0.039 Acc=0.91 ---77536.10 ms/batch
Step 00058900 L_out=0.008 Acc=0.93 ---102816.00 ms/batch
Step 00058950 L_out=0.017 Acc=0.93 ---128105.34 ms/batch
Step 00059000 L_out=0.028 Acc=0.84 ---153411.29 ms/batch
Step 00059050 L_out=0.006 Acc=0.89 ---178808.22 ms/batch
Step 00059100 L_out=0.022 Acc=0.96 ---203392.07 ms/batch
Step 00059150 L_out=0.013 Acc=0.88 ---228179.91 ms/batch
Step 00059200 L_out=0.042 Acc=0.92 ---253374.27 ms/batch
Step 00059250 L_out=0.013 Acc=0.93 ---278335.13 ms/batch
Step 00059300 L_out=0.032 Acc=0.92 ---302895.19 ms/batch
Step 00059350 L_out=0.058 Acc=0.81 ---326510.07 ms/batch
Round 4 | epoch=28, train costTime=332.9777500629425, | total_activation_sum=3663318
Round 4 | epoch=29, current m_iou=0.6029226231824463
Round 4 | Best m_IoU is: 0.612, OA is: 0.897 | val costTime=130.96054649353027
Round 4 | ****EPOCH 29****
Step 00059400 L_out=0.031 Acc=0.92 ---18486.89 ms/batch
Step 00059450 L_out=0.020 Acc=0.82 ---43952.47 ms/batch
Step 00059500 L_out=0.032 Acc=0.93 ---69631.73 ms/batch
Step 00059550 L_out=0.007 Acc=0.88 ---94983.45 ms/batch
Step 00059600 L_out=0.035 Acc=0.88 ---120237.95 ms/batch
Step 00059650 L_out=0.021 Acc=0.92 ---145543.92 ms/batch
Step 00059700 L_out=0.007 Acc=0.93 ---170918.12 ms/batch
Step 00059750 L_out=0.011 Acc=0.92 ---195888.99 ms/batch
Step 00059800 L_out=0.010 Acc=0.90 ---220421.95 ms/batch
Step 00059850 L_out=0.037 Acc=0.88 ---245252.89 ms/batch
Step 00059900 L_out=0.002 Acc=0.87 ---269839.39 ms/batch
Round 2 | ****EPOCH 0****
Step 00000050 L_out=0.064 Acc=0.41 ---30964.18 ms/batch
Step 00000100 L_out=0.029 Acc=0.31 ---61251.27 ms/batch
Step 00000150 L_out=0.083 Acc=0.20 ---91013.18 ms/batch
Step 00000200 L_out=0.197 Acc=0.44 ---121270.84 ms/batch
Step 00000250 L_out=0.134 Acc=0.34 ---150780.64 ms/batch
Step 00000300 L_out=0.240 Acc=0.33 ---181334.29 ms/batch
Step 00000350 L_out=0.317 Acc=0.41 ---212261.20 ms/batch
Step 00000400 L_out=0.175 Acc=0.45 ---242289.69 ms/batch
Step 00000450 L_out=0.121 Acc=0.14 ---272144.39 ms/batch
Step 00000500 L_out=0.013 Acc=0.66 ---302467.20 ms/batch
Step 00000550 L_out=0.169 Acc=0.44 ---331766.29 ms/batch
Step 00000600 L_out=0.054 Acc=0.41 ---361605.88 ms/batch
Step 00000650 L_out=0.241 Acc=0.50 ---391598.67 ms/batch
Round 2 | epoch=0, train costTime=401.9214961528778, | total_activation_sum=3051365
Round 2 | epoch=1, current m_iou=0.2500176479072682
Round 2 | Best m_IoU is: 0.250, OA is: 0.610 | val costTime=182.436927318573
Round 2 | ****EPOCH 1****
Step 00000700 L_out=0.106 Acc=0.23 ---29157.43 ms/batch
Step 00000750 L_out=0.027 Acc=0.36 ---73122.87 ms/batch
Step 00000800 L_out=0.278 Acc=0.53 ---116564.29 ms/batch
Step 00000850 L_out=0.086 Acc=0.62 ---159544.43 ms/batch
Step 00000900 L_out=0.093 Acc=0.20 ---202898.62 ms/batch
Step 00000950 L_out=0.939 Acc=0.39 ---245756.52 ms/batch
Step 00001000 L_out=0.334 Acc=0.32 ---288198.54 ms/batch
Step 00001050 L_out=0.077 Acc=0.75 ---330904.45 ms/batch
Step 00001100 L_out=0.112 Acc=0.46 ---366697.62 ms/batch
Step 00001150 L_out=0.054 Acc=0.41 ---401453.09 ms/batch
Step 00001200 L_out=0.154 Acc=0.42 ---437251.25 ms/batch
Step 00001250 L_out=0.115 Acc=0.53 ---472224.73 ms/batch
Step 00001300 L_out=0.052 Acc=0.61 ---507679.13 ms/batch
Round 2 | epoch=1, train costTime=537.6808316707611, | total_activation_sum=2583905
Round 2 | epoch=2, current m_iou=0.2308001294702301
Round 2 | Best m_IoU is: 0.250, OA is: 0.610 | val costTime=196.07197451591492
Round 2 | ****EPOCH 2****
Step 00001350 L_out=0.102 Acc=0.54 ---11415.69 ms/batch
Step 00001400 L_out=0.156 Acc=0.44 ---46331.10 ms/batch
Step 00001450 L_out=0.142 Acc=0.44 ---81759.34 ms/batch
Step 00001500 L_out=0.104 Acc=0.65 ---116616.99 ms/batch
Step 00001550 L_out=0.017 Acc=0.64 ---150054.66 ms/batch
Step 00001600 L_out=0.038 Acc=0.68 ---186242.06 ms/batch
Step 00001650 L_out=0.208 Acc=0.49 ---225129.32 ms/batch
Step 00001700 L_out=0.213 Acc=0.57 ---263828.34 ms/batch
Step 00001750 L_out=0.048 Acc=0.67 ---302361.08 ms/batch
Step 00001800 L_out=0.053 Acc=0.63 ---340786.72 ms/batch
Step 00001850 L_out=0.058 Acc=0.72 ---379273.38 ms/batch
Step 00001900 L_out=0.743 Acc=0.63 ---421579.13 ms/batch
Step 00001950 L_out=0.079 Acc=0.60 ---464868.78 ms/batch
Step 00002000 L_out=0.044 Acc=0.55 ---507871.09 ms/batch
Round 2 | epoch=2, train costTime=508.6798310279846, | total_activation_sum=2563172
Round 2 | epoch=3, current m_iou=0.2693763479298004
Round 2 | Best m_IoU is: 0.269, OA is: 0.602 | val costTime=225.9849557876587
Round 2 | ****EPOCH 3****
Step 00002050 L_out=0.032 Acc=0.66 ---41556.44 ms/batch
Step 00002100 L_out=0.086 Acc=0.45 ---84656.62 ms/batch
Step 00002150 L_out=0.079 Acc=0.56 ---129676.64 ms/batch
Step 00002200 L_out=0.183 Acc=0.47 ---177183.60 ms/batch
Step 00002250 L_out=0.092 Acc=0.41 ---227497.24 ms/batch
Step 00002300 L_out=0.080 Acc=0.63 ---277584.97 ms/batch
Step 00002350 L_out=0.100 Acc=0.40 ---328297.23 ms/batch
Step 00002400 L_out=0.214 Acc=0.30 ---378566.04 ms/batch
Step 00002450 L_out=0.082 Acc=0.50 ---429191.33 ms/batch
Step 00002500 L_out=0.031 Acc=0.61 ---479083.25 ms/batch
Step 00002550 L_out=0.086 Acc=0.69 ---529145.21 ms/batch
Step 00002600 L_out=0.049 Acc=0.77 ---580931.23 ms/batch
Step 00002650 L_out=0.155 Acc=0.37 ---630404.97 ms/batch
Round 2 | epoch=3, train costTime=647.4066274166107, | total_activation_sum=2575981
Round 2 | epoch=4, current m_iou=0.318449160458086
Round 2 | Best m_IoU is: 0.318, OA is: 0.633 | val costTime=215.92688965797424
Round 2 | ****EPOCH 4****
Step 00002700 L_out=0.146 Acc=0.49 ---28092.93 ms/batch
Step 00002750 L_out=0.013 Acc=0.67 ---74516.39 ms/batch
Step 00002800 L_out=0.068 Acc=0.68 ---120665.06 ms/batch
Step 00002850 L_out=0.222 Acc=0.73 ---166453.98 ms/batch
Step 00002900 L_out=0.134 Acc=0.75 ---211419.69 ms/batch
Step 00002950 L_out=0.060 Acc=0.40 ---257680.83 ms/batch
Step 00003000 L_out=0.059 Acc=0.75 ---303379.20 ms/batch
Step 00003050 L_out=0.063 Acc=0.57 ---349296.03 ms/batch
Step 00003100 L_out=0.045 Acc=0.71 ---393712.66 ms/batch
Step 00003150 L_out=0.179 Acc=0.55 ---438154.11 ms/batch
Step 00003200 L_out=0.014 Acc=0.71 ---485114.37 ms/batch
Step 00003250 L_out=0.026 Acc=0.64 ---532331.19 ms/batch
Step 00003300 L_out=0.037 Acc=0.48 ---578312.76 ms/batch
Round 2 | epoch=4, train costTime=608.8418564796448, | total_activation_sum=2535837
Round 2 | epoch=5, current m_iou=0.3641188991994563
Round 2 | Best m_IoU is: 0.364, OA is: 0.686 | val costTime=219.4405517578125
Round 2 | ****EPOCH 5****
Step 00003350 L_out=0.031 Acc=0.60 ---12748.21 ms/batch
Step 00003400 L_out=0.082 Acc=0.63 ---57348.08 ms/batch
Step 00003450 L_out=0.065 Acc=0.64 ---102281.86 ms/batch
Step 00003500 L_out=0.135 Acc=0.69 ---148222.37 ms/batch
Step 00003550 L_out=0.112 Acc=0.62 ---193090.54 ms/batch
Step 00003600 L_out=0.038 Acc=0.60 ---238488.38 ms/batch
Step 00003650 L_out=0.026 Acc=0.66 ---283512.18 ms/batch
Step 00003700 L_out=0.091 Acc=0.58 ---328460.71 ms/batch
Step 00003750 L_out=0.080 Acc=0.51 ---373998.20 ms/batch
Step 00003800 L_out=0.050 Acc=0.43 ---418726.33 ms/batch
Step 00003850 L_out=0.059 Acc=0.77 ---464059.04 ms/batch
Step 00003900 L_out=0.055 Acc=0.29 ---507945.48 ms/batch
Step 00003950 L_out=0.050 Acc=0.57 ---552835.16 ms/batch
Step 00004000 L_out=0.026 Acc=0.55 ---600533.66 ms/batch
Round 2 | epoch=5, train costTime=602.1597802639008, | total_activation_sum=2622726
Round 2 | epoch=6, current m_iou=0.44866523648634477
Round 2 | Best m_IoU is: 0.449, OA is: 0.742 | val costTime=234.82382822036743
Round 2 | ****EPOCH 6****
Step 00004050 L_out=0.088 Acc=0.63 ---42595.48 ms/batch
Step 00004100 L_out=0.138 Acc=0.69 ---87997.72 ms/batch
Step 00004150 L_out=0.107 Acc=0.52 ---134696.17 ms/batch
Step 00004200 L_out=0.016 Acc=0.73 ---181936.10 ms/batch
Step 00004250 L_out=0.076 Acc=0.71 ---229611.90 ms/batch
Step 00004300 L_out=0.100 Acc=0.61 ---274651.73 ms/batch
Step 00004350 L_out=0.056 Acc=0.58 ---319675.75 ms/batch
Step 00004400 L_out=0.034 Acc=0.68 ---364859.13 ms/batch
Step 00004450 L_out=0.054 Acc=0.66 ---410120.19 ms/batch
Step 00004500 L_out=0.263 Acc=0.69 ---455509.37 ms/batch
Step 00004550 L_out=0.183 Acc=0.48 ---497963.62 ms/batch
Step 00004600 L_out=0.044 Acc=0.77 ---540033.63 ms/batch
Step 00004650 L_out=0.114 Acc=0.49 ---581541.64 ms/batch
Round 2 | epoch=6, train costTime=597.7735805511475, | total_activation_sum=2576589
Round 2 | epoch=7, current m_iou=0.4541501970195747
Round 2 | Best m_IoU is: 0.454, OA is: 0.784 | val costTime=219.5458950996399
Round 2 | ****EPOCH 7****
Step 00004700 L_out=0.245 Acc=0.52 ---25587.39 ms/batch
Step 00004750 L_out=0.095 Acc=0.71 ---67646.70 ms/batch
Step 00004800 L_out=0.309 Acc=0.66 ---110973.67 ms/batch
Step 00004850 L_out=0.214 Acc=0.81 ---155034.02 ms/batch
Step 00004900 L_out=0.041 Acc=0.82 ---198390.64 ms/batch
Step 00004950 L_out=0.059 Acc=0.65 ---242873.85 ms/batch
Step 00005000 L_out=0.024 Acc=0.65 ---285888.33 ms/batch
Step 00005050 L_out=0.071 Acc=0.70 ---330149.39 ms/batch
Step 00005100 L_out=0.060 Acc=0.66 ---373617.84 ms/batch
Step 00005150 L_out=0.303 Acc=0.62 ---415588.81 ms/batch
Step 00005200 L_out=0.048 Acc=0.65 ---460031.71 ms/batch
Step 00005250 L_out=0.088 Acc=0.72 ---505483.40 ms/batch
Step 00005300 L_out=0.017 Acc=0.55 ---555427.48 ms/batch
Round 2 | epoch=7, train costTime=590.6945207118988, | total_activation_sum=2620557
Round 2 | epoch=8, current m_iou=0.45667152265721134
Round 2 | Best m_IoU is: 0.457, OA is: 0.781 | val costTime=227.24714469909668
Round 2 | ****EPOCH 8****
Step 00005350 L_out=0.108 Acc=0.72 ---11945.45 ms/batch
Step 00005400 L_out=0.155 Acc=0.55 ---52763.72 ms/batch
Step 00005450 L_out=0.035 Acc=0.63 ---95681.03 ms/batch
Step 00005500 L_out=0.259 Acc=0.44 ---139557.27 ms/batch
Step 00005550 L_out=0.085 Acc=0.53 ---184564.96 ms/batch
Step 00005600 L_out=0.111 Acc=0.44 ---229772.61 ms/batch
Step 00005650 L_out=0.081 Acc=0.67 ---273373.51 ms/batch
Step 00005700 L_out=0.019 Acc=0.72 ---318899.31 ms/batch
Step 00005750 L_out=0.075 Acc=0.51 ---365140.26 ms/batch
Step 00005800 L_out=0.012 Acc=0.72 ---413843.79 ms/batch
Step 00005850 L_out=0.058 Acc=0.71 ---461868.87 ms/batch
Step 00005900 L_out=0.054 Acc=0.80 ---507082.06 ms/batch
Step 00005950 L_out=0.041 Acc=0.67 ---550230.30 ms/batch
Step 00006000 L_out=0.011 Acc=0.65 ---591168.03 ms/batch
Round 2 | epoch=8, train costTime=593.4671559333801, | total_activation_sum=2628570
Round 2 | epoch=9, current m_iou=0.4801045760008168
Round 2 | Best m_IoU is: 0.480, OA is: 0.785 | val costTime=219.71690464019775
Round 2 | ****EPOCH 9****
Step 00006050 L_out=0.074 Acc=0.75 ---38288.72 ms/batch
Step 00006100 L_out=0.034 Acc=0.72 ---79588.77 ms/batch
Step 00006150 L_out=0.130 Acc=0.64 ---122323.12 ms/batch
Step 00006200 L_out=0.115 Acc=0.47 ---166741.25 ms/batch
Step 00006250 L_out=0.092 Acc=0.70 ---212624.57 ms/batch
Step 00006300 L_out=0.057 Acc=0.62 ---259072.49 ms/batch
Step 00006350 L_out=0.021 Acc=0.62 ---305262.22 ms/batch
Step 00006400 L_out=0.119 Acc=0.68 ---353527.36 ms/batch
Step 00006450 L_out=0.072 Acc=0.44 ---402797.34 ms/batch
Step 00006500 L_out=0.070 Acc=0.73 ---451863.11 ms/batch
Step 00006550 L_out=0.037 Acc=0.70 ---501003.72 ms/batch
Step 00006600 L_out=0.039 Acc=0.65 ---550302.25 ms/batch
Step 00006650 L_out=0.014 Acc=0.66 ---595214.68 ms/batch
Round 2 | epoch=9, train costTime=611.8373444080353, | total_activation_sum=2563811
Round 2 | epoch=10, current m_iou=0.484511984835372
Round 2 | Best m_IoU is: 0.485, OA is: 0.796 | val costTime=213.97288918495178
Round 2 | ****EPOCH 10****
Step 00006700 L_out=0.105 Acc=0.85 ---26015.32 ms/batch
Step 00006750 L_out=0.036 Acc=0.73 ---69878.59 ms/batch
Step 00006800 L_out=0.081 Acc=0.77 ---115252.61 ms/batch
Step 00006850 L_out=0.083 Acc=0.61 ---160695.42 ms/batch
Step 00006900 L_out=0.050 Acc=0.54 ---205919.14 ms/batch
Step 00006950 L_out=0.074 Acc=0.78 ---253006.52 ms/batch
Step 00007000 L_out=0.019 Acc=0.71 ---301245.86 ms/batch
Step 00007050 L_out=0.026 Acc=0.66 ---350053.41 ms/batch
Step 00007100 L_out=0.114 Acc=0.69 ---400479.20 ms/batch
Step 00007150 L_out=0.063 Acc=0.52 ---449448.30 ms/batch
Step 00007200 L_out=0.063 Acc=0.66 ---495622.50 ms/batch
Step 00007250 L_out=0.043 Acc=0.76 ---538308.58 ms/batch
Step 00007300 L_out=0.130 Acc=0.69 ---580155.32 ms/batch
Round 2 | epoch=10, train costTime=610.1653699874878, | total_activation_sum=2587513
Round 2 | epoch=11, current m_iou=0.486046856547093
Round 2 | Best m_IoU is: 0.486, OA is: 0.782 | val costTime=225.47717094421387
Round 2 | ****EPOCH 11****
Step 00007350 L_out=0.019 Acc=0.84 ---11507.15 ms/batch
Step 00007400 L_out=0.016 Acc=0.78 ---57696.25 ms/batch
Step 00007450 L_out=0.036 Acc=0.67 ---102344.11 ms/batch
Step 00007500 L_out=0.047 Acc=0.74 ---149950.84 ms/batch
Step 00007550 L_out=0.042 Acc=0.47 ---197236.19 ms/batch
Step 00007600 L_out=0.029 Acc=0.69 ---245017.73 ms/batch
Step 00007650 L_out=0.061 Acc=0.73 ---293286.30 ms/batch
Step 00007700 L_out=0.136 Acc=0.66 ---339912.10 ms/batch
Step 00007750 L_out=0.046 Acc=0.74 ---383690.29 ms/batch
Step 00007800 L_out=0.025 Acc=0.64 ---428298.79 ms/batch
Step 00007850 L_out=0.021 Acc=0.72 ---469334.72 ms/batch
Step 00007900 L_out=0.031 Acc=0.78 ---511507.66 ms/batch
Step 00007950 L_out=0.023 Acc=0.74 ---555871.45 ms/batch
Step 00008000 L_out=0.053 Acc=0.47 ---599768.89 ms/batch
Round 2 | epoch=11, train costTime=603.5531616210938, | total_activation_sum=2638892
Round 2 | epoch=12, current m_iou=0.4690155493277838
Round 2 | Best m_IoU is: 0.486, OA is: 0.782 | val costTime=218.14289546012878
Round 2 | ****EPOCH 12****
Step 00008050 L_out=0.053 Acc=0.70 ---40680.57 ms/batch
Step 00008100 L_out=0.040 Acc=0.81 ---88039.91 ms/batch
Step 00008150 L_out=0.012 Acc=0.74 ---135267.68 ms/batch
Step 00008200 L_out=0.076 Acc=0.50 ---184694.63 ms/batch
Step 00008250 L_out=0.143 Acc=0.73 ---235515.23 ms/batch
Step 00008300 L_out=0.017 Acc=0.76 ---285773.80 ms/batch
Step 00008350 L_out=0.106 Acc=0.55 ---332804.21 ms/batch
Step 00008400 L_out=0.016 Acc=0.77 ---381282.68 ms/batch
Step 00008450 L_out=0.008 Acc=0.69 ---427891.78 ms/batch
Step 00008500 L_out=0.089 Acc=0.59 ---473188.56 ms/batch
Step 00008550 L_out=0.025 Acc=0.70 ---523161.85 ms/batch
Step 00008600 L_out=0.017 Acc=0.71 ---566271.22 ms/batch
Step 00008650 L_out=0.037 Acc=0.80 ---608109.65 ms/batch
Round 2 | epoch=12, train costTime=625.1717545986176, | total_activation_sum=2624509
Round 2 | epoch=13, current m_iou=0.4889238954635458
Round 2 | Best m_IoU is: 0.489, OA is: 0.790 | val costTime=237.08205223083496
Round 2 | ****EPOCH 13****
Step 00008700 L_out=0.024 Acc=0.67 ---25114.69 ms/batch
Step 00008750 L_out=0.008 Acc=0.86 ---69472.14 ms/batch
Step 00008800 L_out=0.051 Acc=0.70 ---113289.23 ms/batch
Step 00008850 L_out=0.049 Acc=0.73 ---158108.31 ms/batch
Step 00008900 L_out=0.056 Acc=0.76 ---203996.06 ms/batch
Step 00008950 L_out=0.065 Acc=0.74 ---250565.35 ms/batch
Step 00009000 L_out=0.006 Acc=0.75 ---296459.17 ms/batch
Step 00009050 L_out=0.068 Acc=0.67 ---337380.72 ms/batch
Step 00009100 L_out=0.030 Acc=0.60 ---378945.22 ms/batch
Step 00009150 L_out=0.090 Acc=0.82 ---423605.15 ms/batch
Step 00009200 L_out=0.021 Acc=0.66 ---463161.88 ms/batch
Step 00009250 L_out=0.029 Acc=0.67 ---502853.98 ms/batch
Step 00009300 L_out=0.038 Acc=0.70 ---541694.65 ms/batch
Round 2 | epoch=13, train costTime=571.7728500366211, | total_activation_sum=2602702
Round 2 | epoch=14, current m_iou=0.5000765591996713
Round 2 | Best m_IoU is: 0.500, OA is: 0.801 | val costTime=234.08374524116516
Round 2 | ****EPOCH 14****
Step 00009350 L_out=0.056 Acc=0.84 ---11878.89 ms/batch
Step 00009400 L_out=0.189 Acc=0.75 ---57520.43 ms/batch
Step 00009450 L_out=0.105 Acc=0.69 ---105215.45 ms/batch
Step 00009500 L_out=0.040 Acc=0.82 ---153111.25 ms/batch
Step 00009550 L_out=0.044 Acc=0.83 ---201050.52 ms/batch
Step 00009600 L_out=0.066 Acc=0.64 ---249861.27 ms/batch
Step 00009650 L_out=0.035 Acc=0.77 ---298432.57 ms/batch
Step 00009700 L_out=0.029 Acc=0.69 ---346865.99 ms/batch
Step 00009750 L_out=0.032 Acc=0.52 ---391197.02 ms/batch
Step 00009800 L_out=0.068 Acc=0.76 ---439962.49 ms/batch
Step 00009850 L_out=0.004 Acc=0.78 ---486101.53 ms/batch
Step 00009900 L_out=0.022 Acc=0.75 ---530406.94 ms/batch
Step 00009950 L_out=0.077 Acc=0.79 ---574720.40 ms/batch
Step 00010000 L_out=0.014 Acc=0.64 ---619250.33 ms/batch
Round 2 | epoch=14, train costTime=623.5498676300049, | total_activation_sum=2585494
Round 2 | epoch=15, current m_iou=0.5016452892192349
Round 2 | Best m_IoU is: 0.502, OA is: 0.796 | val costTime=242.3938558101654
Round 2 | ****EPOCH 15****
Step 00010050 L_out=0.066 Acc=0.69 ---38758.74 ms/batch
Step 00010100 L_out=0.031 Acc=0.76 ---84441.69 ms/batch
Step 00010150 L_out=0.053 Acc=0.77 ---129156.84 ms/batch
Step 00010200 L_out=0.010 Acc=0.88 ---169569.15 ms/batch
Step 00010250 L_out=0.020 Acc=0.54 ---212423.18 ms/batch
Step 00010300 L_out=0.019 Acc=0.77 ---254960.88 ms/batch
Step 00010350 L_out=0.016 Acc=0.67 ---296146.75 ms/batch
Step 00010400 L_out=0.037 Acc=0.78 ---335906.32 ms/batch
Step 00010450 L_out=0.467 Acc=0.48 ---375997.42 ms/batch
Step 00010500 L_out=0.066 Acc=0.71 ---414982.28 ms/batch
Step 00010550 L_out=0.018 Acc=0.79 ---454149.73 ms/batch
Step 00010600 L_out=0.054 Acc=0.64 ---496307.17 ms/batch
Step 00010650 L_out=0.008 Acc=0.81 ---542305.75 ms/batch
Round 2 | epoch=15, train costTime=562.2355916500092, | total_activation_sum=2642566
Round 2 | epoch=16, current m_iou=0.49224977479171506
Round 2 | Best m_IoU is: 0.502, OA is: 0.796 | val costTime=243.70666408538818
Round 2 | ****EPOCH 16****
Step 00010700 L_out=0.067 Acc=0.91 ---24366.81 ms/batch
Step 00010750 L_out=0.018 Acc=0.57 ---70376.29 ms/batch
Step 00010800 L_out=0.062 Acc=0.72 ---118917.91 ms/batch
Step 00010850 L_out=0.008 Acc=0.81 ---167924.68 ms/batch
Step 00010900 L_out=0.071 Acc=0.81 ---217152.64 ms/batch
Step 00010950 L_out=0.045 Acc=0.71 ---263906.64 ms/batch
Step 00011000 L_out=0.032 Acc=0.88 ---311372.20 ms/batch
Step 00011050 L_out=0.042 Acc=0.76 ---358349.74 ms/batch
Step 00011100 L_out=0.028 Acc=0.90 ---403236.43 ms/batch
Step 00011150 L_out=0.034 Acc=0.82 ---445909.09 ms/batch
Step 00011200 L_out=0.004 Acc=0.78 ---490307.01 ms/batch
Step 00011250 L_out=0.056 Acc=0.82 ---533994.40 ms/batch
Step 00011300 L_out=0.017 Acc=0.73 ---577766.71 ms/batch
Round 2 | epoch=16, train costTime=613.7827050685883, | total_activation_sum=2500933
Round 2 | epoch=17, current m_iou=0.4808521643136619
Round 2 | Best m_IoU is: 0.502, OA is: 0.796 | val costTime=224.0055832862854
Round 2 | ****EPOCH 17****
Step 00011350 L_out=0.068 Acc=0.84 --- 9433.93 ms/batch
Step 00011400 L_out=0.039 Acc=0.68 ---55234.16 ms/batch
Step 00011450 L_out=0.030 Acc=0.74 ---99596.81 ms/batch
Step 00011500 L_out=0.051 Acc=0.87 ---144170.38 ms/batch
Step 00011550 L_out=0.055 Acc=0.64 ---186818.16 ms/batch
Step 00011600 L_out=0.013 Acc=0.72 ---227601.27 ms/batch
Step 00011650 L_out=0.024 Acc=0.78 ---266074.61 ms/batch
Step 00011700 L_out=0.014 Acc=0.80 ---306568.20 ms/batch
Step 00011750 L_out=0.021 Acc=0.73 ---346415.23 ms/batch
Step 00011800 L_out=0.032 Acc=0.70 ---385790.77 ms/batch
Step 00011850 L_out=0.035 Acc=0.83 ---422937.09 ms/batch
Step 00011900 L_out=0.020 Acc=0.71 ---468837.02 ms/batch
Step 00011950 L_out=0.045 Acc=0.77 ---516493.38 ms/batch
Step 00012000 L_out=0.070 Acc=0.67 ---565793.29 ms/batch
Round 2 | epoch=17, train costTime=571.5435574054718, | total_activation_sum=2666328
Round 2 | epoch=18, current m_iou=0.44548268179382394
Round 2 | Best m_IoU is: 0.502, OA is: 0.796 | val costTime=248.78809690475464
Round 2 | ****EPOCH 18****
Step 00012050 L_out=0.067 Acc=0.80 ---43524.61 ms/batch
Step 00012100 L_out=0.026 Acc=0.82 ---93115.56 ms/batch
Step 00012150 L_out=0.039 Acc=0.75 ---144090.00 ms/batch
Step 00012200 L_out=0.058 Acc=0.72 ---192041.49 ms/batch
Step 00012250 L_out=0.010 Acc=0.65 ---226124.74 ms/batch
Step 00012300 L_out=0.004 Acc=0.83 ---249615.20 ms/batch
Step 00012350 L_out=0.055 Acc=0.79 ---273114.83 ms/batch
Step 00012400 L_out=0.017 Acc=0.82 ---296904.99 ms/batch
Step 00012450 L_out=0.048 Acc=0.75 ---320700.56 ms/batch
Step 00012500 L_out=0.010 Acc=0.83 ---359572.51 ms/batch
Step 00012550 L_out=0.043 Acc=0.78 ---407751.99 ms/batch
Step 00012600 L_out=0.021 Acc=0.64 ---455896.41 ms/batch
Step 00012650 L_out=0.016 Acc=0.83 ---504010.39 ms/batch
Round 2 | epoch=18, train costTime=526.4278528690338, | total_activation_sum=2595975
Round 2 | epoch=19, current m_iou=0.4684915947432509
Round 2 | Best m_IoU is: 0.502, OA is: 0.796 | val costTime=240.0674328804016
Round 2 | ****EPOCH 19****
Step 00012700 L_out=0.049 Acc=0.83 ---25858.08 ms/batch
Step 00012750 L_out=0.026 Acc=0.77 ---73532.48 ms/batch
Step 00012800 L_out=0.045 Acc=0.78 ---120951.49 ms/batch
Step 00012850 L_out=0.083 Acc=0.76 ---170052.97 ms/batch
Step 00012900 L_out=0.028 Acc=0.84 ---218422.33 ms/batch
Step 00012950 L_out=0.081 Acc=0.78 ---267052.57 ms/batch
Step 00013000 L_out=0.043 Acc=0.72 ---315870.33 ms/batch
Step 00013050 L_out=0.036 Acc=0.73 ---363427.86 ms/batch
Step 00013100 L_out=0.009 Acc=0.71 ---411613.74 ms/batch
Step 00013150 L_out=0.078 Acc=0.55 ---459311.79 ms/batch
Step 00013200 L_out=0.098 Acc=0.84 ---507666.92 ms/batch
Step 00013250 L_out=0.004 Acc=0.76 ---555370.05 ms/batch
Step 00013300 L_out=0.021 Acc=0.71 ---604191.49 ms/batch
Round 2 | epoch=19, train costTime=642.7829310894012, | total_activation_sum=2610795
Round 2 | epoch=20, current m_iou=0.4826260690440408
Round 2 | Best m_IoU is: 0.502, OA is: 0.796 | val costTime=236.07913422584534
Round 2 | ****EPOCH 20****
Step 00013350 L_out=0.033 Acc=0.75 ---10181.51 ms/batch
Step 00013400 L_out=0.009 Acc=0.83 ---59102.88 ms/batch
Step 00013450 L_out=0.012 Acc=0.76 ---109185.68 ms/batch
Step 00013500 L_out=0.027 Acc=0.70 ---158196.44 ms/batch
Step 00013550 L_out=0.020 Acc=0.76 ---207930.17 ms/batch
Step 00013600 L_out=0.053 Acc=0.73 ---257377.04 ms/batch
Step 00013650 L_out=0.098 Acc=0.77 ---303268.43 ms/batch
Step 00013700 L_out=0.009 Acc=0.77 ---350677.99 ms/batch
Step 00013750 L_out=0.050 Acc=0.77 ---398766.33 ms/batch
Step 00013800 L_out=0.029 Acc=0.57 ---445670.95 ms/batch
Step 00013850 L_out=0.018 Acc=0.72 ---492722.56 ms/batch
Step 00013900 L_out=0.032 Acc=0.76 ---540472.61 ms/batch
Step 00013950 L_out=0.026 Acc=0.65 ---587665.43 ms/batch
Step 00014000 L_out=0.081 Acc=0.81 ---635325.40 ms/batch
Round 2 | epoch=20, train costTime=641.734783411026, | total_activation_sum=2563603
Round 2 | epoch=21, current m_iou=0.4816943548097784
Round 2 | Best m_IoU is: 0.502, OA is: 0.796 | val costTime=233.65949988365173
Round 2 | ****EPOCH 21****
Step 00014050 L_out=0.049 Acc=0.80 ---36003.16 ms/batch
Step 00014100 L_out=0.055 Acc=0.81 ---79499.08 ms/batch
Step 00014150 L_out=0.043 Acc=0.84 ---124648.58 ms/batch
Step 00014200 L_out=0.078 Acc=0.69 ---169449.33 ms/batch
Step 00014250 L_out=0.009 Acc=0.83 ---214120.82 ms/batch
Step 00014300 L_out=0.036 Acc=0.75 ---258884.51 ms/batch
Step 00014350 L_out=0.031 Acc=0.79 ---302222.99 ms/batch
Step 00014400 L_out=0.022 Acc=0.84 ---347509.14 ms/batch
Step 00014450 L_out=0.075 Acc=0.84 ---394477.97 ms/batch
Step 00014500 L_out=0.033 Acc=0.82 ---442999.18 ms/batch
Step 00014550 L_out=0.009 Acc=0.71 ---491553.14 ms/batch
Step 00014600 L_out=0.045 Acc=0.82 ---539258.97 ms/batch
Step 00014650 L_out=0.016 Acc=0.78 ---587765.61 ms/batch
Round 2 | epoch=21, train costTime=611.2786610126495, | total_activation_sum=2609873
Round 2 | epoch=22, current m_iou=0.505439999021412
Round 2 | Best m_IoU is: 0.505, OA is: 0.815 | val costTime=231.9035394191742
Round 2 | ****EPOCH 22****
Step 00014700 L_out=0.037 Acc=0.68 ---26015.81 ms/batch
Step 00014750 L_out=0.015 Acc=0.81 ---75471.53 ms/batch
Step 00014800 L_out=0.015 Acc=0.86 ---124463.17 ms/batch
Step 00014850 L_out=0.017 Acc=0.66 ---172902.69 ms/batch
Step 00014900 L_out=0.018 Acc=0.79 ---221128.21 ms/batch
Step 00014950 L_out=0.007 Acc=0.90 ---269729.51 ms/batch
Step 00015000 L_out=0.023 Acc=0.75 ---319496.25 ms/batch
Step 00015050 L_out=0.013 Acc=0.79 ---367435.63 ms/batch
Step 00015100 L_out=0.033 Acc=0.77 ---415749.51 ms/batch
Step 00015150 L_out=0.008 Acc=0.75 ---463657.65 ms/batch
Step 00015200 L_out=0.014 Acc=0.69 ---512572.09 ms/batch
Step 00015250 L_out=0.019 Acc=0.65 ---560194.40 ms/batch
Step 00015300 L_out=0.058 Acc=0.81 ---609054.38 ms/batch
Round 2 | epoch=22, train costTime=648.286940574646, | total_activation_sum=2640488
Round 2 | epoch=23, current m_iou=0.5194774207499362
Round 2 | Best m_IoU is: 0.519, OA is: 0.823 | val costTime=241.1735908985138
Round 2 | ****EPOCH 23****
Step 00015350 L_out=0.034 Acc=0.74 --- 7389.86 ms/batch
Step 00015400 L_out=0.010 Acc=0.74 ---53336.72 ms/batch
Step 00015450 L_out=0.022 Acc=0.72 ---98923.89 ms/batch
Step 00015500 L_out=0.026 Acc=0.79 ---146573.19 ms/batch
Step 00015550 L_out=0.036 Acc=0.67 ---194059.54 ms/batch
Step 00015600 L_out=0.011 Acc=0.80 ---241995.80 ms/batch
Step 00015650 L_out=0.061 Acc=0.60 ---291082.44 ms/batch
Step 00015700 L_out=0.082 Acc=0.63 ---338977.84 ms/batch
Step 00015750 L_out=0.016 Acc=0.78 ---386292.67 ms/batch
Step 00015800 L_out=0.023 Acc=0.85 ---433507.63 ms/batch
Step 00015850 L_out=0.036 Acc=0.80 ---481693.80 ms/batch
Step 00015900 L_out=0.002 Acc=0.81 ---530297.03 ms/batch
Step 00015950 L_out=0.026 Acc=0.70 ---578145.14 ms/batch
Step 00016000 L_out=0.009 Acc=0.82 ---618766.81 ms/batch
Round 2 | epoch=23, train costTime=625.0796256065369, | total_activation_sum=2647563
Round 2 | epoch=24, current m_iou=0.5268379550473218
Round 2 | Best m_IoU is: 0.527, OA is: 0.829 | val costTime=241.34708404541016
Round 2 | ****EPOCH 24****
Step 00016050 L_out=0.043 Acc=0.74 ---39448.23 ms/batch
Step 00016100 L_out=0.015 Acc=0.62 ---83290.13 ms/batch
Step 00016150 L_out=0.016 Acc=0.82 ---129186.51 ms/batch
Step 00016200 L_out=0.039 Acc=0.81 ---176876.79 ms/batch
Step 00016250 L_out=0.097 Acc=0.79 ---225827.40 ms/batch
Step 00016300 L_out=0.019 Acc=0.83 ---273934.46 ms/batch
Step 00016350 L_out=0.040 Acc=0.85 ---321725.07 ms/batch
Step 00016400 L_out=0.049 Acc=0.76 ---369673.24 ms/batch
Step 00016450 L_out=0.062 Acc=0.87 ---418098.61 ms/batch
Step 00016500 L_out=0.074 Acc=0.81 ---465981.21 ms/batch
Step 00016550 L_out=0.241 Acc=0.57 ---514235.27 ms/batch
Step 00016600 L_out=0.004 Acc=0.87 ---562062.06 ms/batch
Step 00016650 L_out=0.030 Acc=0.84 ---609211.22 ms/batch
Round 2 | epoch=24, train costTime=633.1398015022278, | total_activation_sum=2535999
Round 2 | epoch=25, current m_iou=0.5337788931702088
Round 2 | Best m_IoU is: 0.534, OA is: 0.837 | val costTime=242.41782069206238
Round 2 | ****EPOCH 25****
Step 00016700 L_out=0.011 Acc=0.80 ---21104.23 ms/batch
Step 00016750 L_out=0.024 Acc=0.77 ---68079.30 ms/batch
Step 00016800 L_out=0.015 Acc=0.75 ---116127.13 ms/batch
Step 00016850 L_out=0.095 Acc=0.69 ---164939.32 ms/batch
Step 00016900 L_out=0.026 Acc=0.47 ---213066.19 ms/batch
Step 00016950 L_out=0.045 Acc=0.77 ---259236.12 ms/batch
Step 00017000 L_out=0.098 Acc=0.71 ---305995.21 ms/batch
Step 00017050 L_out=0.014 Acc=0.72 ---351766.14 ms/batch
Step 00017100 L_out=0.018 Acc=0.78 ---393452.23 ms/batch
Step 00017150 L_out=0.047 Acc=0.82 ---434044.53 ms/batch
Step 00017200 L_out=0.004 Acc=0.68 ---473207.35 ms/batch
Step 00017250 L_out=0.015 Acc=0.81 ---510665.20 ms/batch
Step 00017300 L_out=0.055 Acc=0.74 ---548756.02 ms/batch
Round 2 | epoch=25, train costTime=580.5722665786743, | total_activation_sum=2563631
Round 2 | epoch=26, current m_iou=0.5385090599504014
Round 2 | Best m_IoU is: 0.539, OA is: 0.840 | val costTime=225.25282621383667
Round 2 | ****EPOCH 26****
Step 00017350 L_out=0.027 Acc=0.87 --- 7929.59 ms/batch
Step 00017400 L_out=0.045 Acc=0.83 ---57404.39 ms/batch
Step 00017450 L_out=0.009 Acc=0.81 ---105004.78 ms/batch
Step 00017500 L_out=0.016 Acc=0.84 ---152790.15 ms/batch
Step 00017550 L_out=0.037 Acc=0.90 ---200688.72 ms/batch
Step 00017600 L_out=0.045 Acc=0.77 ---247594.29 ms/batch
Step 00017650 L_out=0.064 Acc=0.68 ---296005.03 ms/batch
Step 00017700 L_out=0.015 Acc=0.83 ---343695.62 ms/batch
Step 00017750 L_out=0.029 Acc=0.85 ---391805.58 ms/batch
Step 00017800 L_out=0.006 Acc=0.73 ---438929.40 ms/batch
Step 00017850 L_out=0.037 Acc=0.77 ---487121.93 ms/batch
Step 00017900 L_out=0.083 Acc=0.77 ---532538.54 ms/batch
Step 00017950 L_out=0.012 Acc=0.79 ---576166.10 ms/batch
Step 00018000 L_out=0.015 Acc=0.89 ---617803.34 ms/batch
Round 2 | epoch=26, train costTime=625.5076677799225, | total_activation_sum=2649361
Round 2 | epoch=27, current m_iou=0.5301043741127762
Round 2 | Best m_IoU is: 0.539, OA is: 0.840 | val costTime=225.75606226921082
Round 2 | ****EPOCH 27****
Step 00018050 L_out=0.025 Acc=0.81 ---33317.24 ms/batch
Step 00018100 L_out=0.002 Acc=0.80 ---75353.56 ms/batch
Step 00018150 L_out=0.006 Acc=0.77 ---120169.40 ms/batch
Step 00018200 L_out=0.006 Acc=0.79 ---168170.53 ms/batch
Step 00018250 L_out=0.031 Acc=0.77 ---209701.81 ms/batch
Step 00018300 L_out=0.032 Acc=0.81 ---251200.44 ms/batch
Step 00018350 L_out=0.034 Acc=0.79 ---291035.73 ms/batch
Step 00018400 L_out=0.059 Acc=0.79 ---332285.98 ms/batch
Step 00018450 L_out=0.058 Acc=0.81 ---372610.04 ms/batch
Step 00018500 L_out=0.043 Acc=0.71 ---411315.59 ms/batch
Step 00018550 L_out=0.045 Acc=0.71 ---454023.13 ms/batch
Step 00018600 L_out=0.008 Acc=0.75 ---495567.35 ms/batch
Step 00018650 L_out=0.009 Acc=0.79 ---534688.43 ms/batch
Round 2 | epoch=27, train costTime=556.0632746219635, | total_activation_sum=2597345
Round 2 | epoch=28, current m_iou=0.5388489054525097
Round 2 | Best m_IoU is: 0.539, OA is: 0.840 | val costTime=228.40904688835144
Round 2 | ****EPOCH 28****
Step 00018700 L_out=0.004 Acc=0.79 ---18860.35 ms/batch
Step 00018750 L_out=0.011 Acc=0.82 ---57962.16 ms/batch
Step 00018800 L_out=0.007 Acc=0.81 ---100517.94 ms/batch
Step 00018850 L_out=0.017 Acc=0.81 ---147507.14 ms/batch
Step 00018900 L_out=0.013 Acc=0.85 ---188272.39 ms/batch
Step 00018950 L_out=0.048 Acc=0.73 ---229887.80 ms/batch
Step 00019000 L_out=0.049 Acc=0.81 ---271521.33 ms/batch
Step 00019050 L_out=0.023 Acc=0.81 ---311236.55 ms/batch
Step 00019100 L_out=0.024 Acc=0.79 ---352393.83 ms/batch
Step 00019150 L_out=0.041 Acc=0.71 ---394502.14 ms/batch
Step 00019200 L_out=0.064 Acc=0.74 ---436310.05 ms/batch
Step 00019250 L_out=0.018 Acc=0.86 ---479533.76 ms/batch
Step 00019300 L_out=0.012 Acc=0.76 ---521524.36 ms/batch
Round 2 | epoch=28, train costTime=557.1012530326843, | total_activation_sum=2687241
Round 2 | epoch=29, current m_iou=0.519239457354836
Round 2 | Best m_IoU is: 0.539, OA is: 0.840 | val costTime=220.61914944648743
Round 2 | ****EPOCH 29****
Step 00019350 L_out=0.017 Acc=0.89 --- 4734.39 ms/batch
Step 00019400 L_out=0.036 Acc=0.62 ---43469.39 ms/batch
Step 00019450 L_out=0.009 Acc=0.85 ---82952.15 ms/batch
Step 00019500 L_out=0.008 Acc=0.89 ---121708.16 ms/batch
Step 00019550 L_out=0.014 Acc=0.79 ---160851.38 ms/batch
Step 00019600 L_out=0.021 Acc=0.74 ---202568.62 ms/batch
Step 00019650 L_out=0.006 Acc=0.82 ---240923.07 ms/batch
Step 00019700 L_out=0.026 Acc=0.79 ---279017.81 ms/batch
Step 00019750 L_out=0.008 Acc=0.90 ---318076.00 ms/batch
Step 00019800 L_out=0.015 Acc=0.83 ---361724.56 ms/batch
Step 00019850 L_out=0.015 Acc=0.86 ---402963.37 ms/batch
Step 00019900 L_out=0.035 Acc=0.82 ---444615.25 ms/batch
Step 00019950 L_out=0.017 Acc=0.86 ---487806.07 ms/batch
Step 00020000 L_out=0.007 Acc=0.84 ---532116.40 ms/batch
Round 2 | epoch=29, train costTime=541.2414355278015, | total_activation_sum=2533599
Round 2 | epoch=30, current m_iou=0.5341345865841782
Round 2 | Best m_IoU is: 0.539, OA is: 0.840 | val costTime=240.92212677001953
Round 2 | ****EPOCH 30****
Round 3 | ****EPOCH 0****
Step 00020050 L_out=0.798 Acc=0.22 ---38832.28 ms/batch
Step 00020100 L_out=0.239 Acc=0.21 ---80774.31 ms/batch
Step 00020150 L_out=0.087 Acc=0.42 ---122551.02 ms/batch
Step 00020200 L_out=0.125 Acc=0.19 ---166286.05 ms/batch
Step 00020250 L_out=0.156 Acc=0.41 ---212619.90 ms/batch
Step 00020300 L_out=0.019 Acc=0.27 ---258902.63 ms/batch
Step 00020350 L_out=0.291 Acc=0.25 ---301321.83 ms/batch
Step 00020400 L_out=0.065 Acc=0.28 ---342292.97 ms/batch
Step 00020450 L_out=0.172 Acc=0.57 ---384803.02 ms/batch
Step 00020500 L_out=0.249 Acc=0.55 ---426940.93 ms/batch
Step 00020550 L_out=0.133 Acc=0.23 ---468584.81 ms/batch
Step 00020600 L_out=0.241 Acc=0.62 ---509962.35 ms/batch
Step 00020650 L_out=0.124 Acc=0.58 ---552037.07 ms/batch
Round 3 | epoch=0, train costTime=576.2089402675629, | total_activation_sum=4651872
Round 3 | epoch=1, current m_iou=0.2225440625212881
Round 3 | Best m_IoU is: 0.223, OA is: 0.429 | val costTime=228.42375802993774
Round 3 | ****EPOCH 1****
Step 00020700 L_out=0.136 Acc=0.42 ---19175.52 ms/batch
Step 00020750 L_out=0.046 Acc=0.65 ---58106.11 ms/batch
Step 00020800 L_out=0.161 Acc=0.61 ---96625.37 ms/batch
Step 00020850 L_out=0.236 Acc=0.30 ---137297.08 ms/batch
Step 00020900 L_out=0.477 Acc=0.53 ---179787.56 ms/batch
Step 00020950 L_out=0.118 Acc=0.49 ---219557.78 ms/batch
Step 00021000 L_out=0.121 Acc=0.68 ---260336.63 ms/batch
Step 00021050 L_out=0.145 Acc=0.68 ---300760.56 ms/batch
Step 00021100 L_out=0.158 Acc=0.59 ---341907.78 ms/batch
Step 00021150 L_out=0.337 Acc=0.79 ---382751.24 ms/batch
Step 00021200 L_out=0.080 Acc=0.62 ---422200.38 ms/batch
Step 00021250 L_out=0.041 Acc=0.67 ---463269.51 ms/batch
Step 00021300 L_out=0.095 Acc=0.81 ---507006.54 ms/batch
Round 3 | epoch=1, train costTime=546.5079579353333, | total_activation_sum=4180045
Round 3 | epoch=2, current m_iou=0.3657530454732386
Round 3 | Best m_IoU is: 0.366, OA is: 0.729 | val costTime=227.37583351135254
Round 3 | ****EPOCH 2****
Step 00021350 L_out=0.340 Acc=0.52 --- 6069.85 ms/batch
Step 00021400 L_out=0.065 Acc=0.62 ---55391.19 ms/batch
Step 00021450 L_out=1.115 Acc=0.52 ---104398.70 ms/batch
Step 00021500 L_out=0.158 Acc=0.81 ---154566.42 ms/batch
Step 00021550 L_out=0.049 Acc=0.70 ---203425.58 ms/batch
Step 00021600 L_out=0.023 Acc=0.83 ---250568.14 ms/batch
Step 00021650 L_out=0.018 Acc=0.52 ---296010.29 ms/batch
Step 00021700 L_out=0.140 Acc=0.63 ---338144.22 ms/batch
Step 00021750 L_out=0.211 Acc=0.46 ---380362.43 ms/batch
Step 00021800 L_out=0.056 Acc=0.78 ---422144.89 ms/batch
Step 00021850 L_out=0.115 Acc=0.79 ---466126.70 ms/batch
Step 00021900 L_out=0.199 Acc=0.71 ---507756.90 ms/batch
Step 00021950 L_out=0.040 Acc=0.59 ---550425.41 ms/batch
Step 00022000 L_out=0.100 Acc=0.48 ---592661.50 ms/batch
Round 3 | epoch=2, train costTime=602.4104378223419, | total_activation_sum=4136900
Round 3 | epoch=3, current m_iou=0.41214041956194525
Round 3 | Best m_IoU is: 0.412, OA is: 0.740 | val costTime=223.10450649261475
Round 3 | ****EPOCH 3****
Step 00022050 L_out=0.076 Acc=0.65 ---35541.51 ms/batch
Step 00022100 L_out=0.060 Acc=0.54 ---84006.92 ms/batch
Step 00022150 L_out=0.115 Acc=0.65 ---131694.69 ms/batch
Step 00022200 L_out=0.056 Acc=0.25 ---176078.95 ms/batch
Step 00022250 L_out=0.145 Acc=0.62 ---219002.99 ms/batch
Step 00022300 L_out=0.106 Acc=0.59 ---260830.73 ms/batch
Step 00022350 L_out=0.193 Acc=0.45 ---304564.47 ms/batch
Step 00022400 L_out=0.181 Acc=0.78 ---348569.94 ms/batch
Step 00022450 L_out=0.138 Acc=0.55 ---390706.94 ms/batch
Step 00022500 L_out=0.186 Acc=0.47 ---429872.26 ms/batch
Step 00022550 L_out=0.222 Acc=0.81 ---468539.19 ms/batch
Step 00022600 L_out=0.152 Acc=0.73 ---510149.98 ms/batch
Step 00022650 L_out=0.096 Acc=0.59 ---551429.92 ms/batch
Round 3 | epoch=3, train costTime=573.1710152626038, | total_activation_sum=4167983
Round 3 | epoch=4, current m_iou=0.45956016100604563
Round 3 | Best m_IoU is: 0.460, OA is: 0.780 | val costTime=216.89458060264587
Round 3 | ****EPOCH 4****
Step 00022700 L_out=0.169 Acc=0.73 ---16545.50 ms/batch
Step 00022750 L_out=0.042 Acc=0.70 ---55144.19 ms/batch
Step 00022800 L_out=0.163 Acc=0.58 ---94829.53 ms/batch
Step 00022850 L_out=0.144 Acc=0.73 ---138874.61 ms/batch
Step 00022900 L_out=0.047 Acc=0.70 ---183471.56 ms/batch
Step 00022950 L_out=0.193 Acc=0.47 ---230030.36 ms/batch
Step 00023000 L_out=0.046 Acc=0.77 ---279986.45 ms/batch
Step 00023050 L_out=0.159 Acc=0.64 ---330859.30 ms/batch
Step 00023100 L_out=0.092 Acc=0.80 ---373146.36 ms/batch
Step 00023150 L_out=0.077 Acc=0.73 ---412647.16 ms/batch
Step 00023200 L_out=0.071 Acc=0.75 ---451396.99 ms/batch
Step 00023250 L_out=0.198 Acc=0.53 ---490243.38 ms/batch
Step 00023300 L_out=0.169 Acc=0.66 ---529765.49 ms/batch
Round 3 | epoch=4, train costTime=563.7195279598236, | total_activation_sum=4252120
Round 3 | epoch=5, current m_iou=0.48790678884067773
Round 3 | Best m_IoU is: 0.488, OA is: 0.815 | val costTime=208.98016548156738
Round 3 | ****EPOCH 5****
Step 00023350 L_out=0.024 Acc=0.72 --- 3382.73 ms/batch
Step 00023400 L_out=0.169 Acc=0.54 ---40855.47 ms/batch
Step 00023450 L_out=0.059 Acc=0.84 ---76560.52 ms/batch
Step 00023500 L_out=0.035 Acc=0.76 ---110039.32 ms/batch
Step 00023550 L_out=0.010 Acc=0.75 ---144861.85 ms/batch
Step 00023600 L_out=0.126 Acc=0.67 ---179220.96 ms/batch
Step 00023650 L_out=0.046 Acc=0.86 ---213688.06 ms/batch
Step 00023700 L_out=0.089 Acc=0.56 ---249567.64 ms/batch
Step 00023750 L_out=0.043 Acc=0.61 ---285365.02 ms/batch
Step 00023800 L_out=0.022 Acc=0.62 ---319677.12 ms/batch
Step 00023850 L_out=0.255 Acc=0.74 ---355665.16 ms/batch
Step 00023900 L_out=0.041 Acc=0.58 ---390372.96 ms/batch
Step 00023950 L_out=0.027 Acc=0.81 ---427116.69 ms/batch
Step 00024000 L_out=0.206 Acc=0.64 ---464120.13 ms/batch
Round 3 | epoch=5, train costTime=473.58823323249817, | total_activation_sum=4292616
Round 3 | epoch=6, current m_iou=0.4647364826541207
Round 3 | Best m_IoU is: 0.488, OA is: 0.815 | val costTime=194.5606439113617
Round 3 | ****EPOCH 6****
Step 00024050 L_out=0.133 Acc=0.69 ---26171.20 ms/batch
Step 00024100 L_out=0.109 Acc=0.74 ---61080.37 ms/batch
Step 00024150 L_out=0.230 Acc=0.73 ---95193.58 ms/batch
Step 00024200 L_out=0.065 Acc=0.71 ---130746.09 ms/batch
Step 00024250 L_out=0.052 Acc=0.66 ---165902.95 ms/batch
Step 00024300 L_out=0.108 Acc=0.73 ---201985.46 ms/batch
Step 00024350 L_out=0.023 Acc=0.79 ---237745.50 ms/batch
Step 00024400 L_out=0.303 Acc=0.67 ---273314.56 ms/batch
Step 00024450 L_out=0.025 Acc=0.82 ---310239.88 ms/batch
Step 00024500 L_out=0.150 Acc=0.75 ---346642.33 ms/batch
Step 00024550 L_out=0.060 Acc=0.81 ---382560.15 ms/batch
Step 00024600 L_out=0.088 Acc=0.85 ---418851.06 ms/batch
Step 00024650 L_out=0.055 Acc=0.75 ---456016.74 ms/batch
Round 3 | epoch=6, train costTime=477.7347824573517, | total_activation_sum=4193572
Round 3 | epoch=7, current m_iou=0.46549768006400744
Round 3 | Best m_IoU is: 0.488, OA is: 0.815 | val costTime=193.26426315307617
Round 3 | ****EPOCH 7****
Step 00024700 L_out=0.048 Acc=0.59 ---14584.25 ms/batch
Step 00024750 L_out=0.040 Acc=0.79 ---55778.53 ms/batch
Step 00024800 L_out=0.015 Acc=0.76 ---102990.57 ms/batch
Step 00024850 L_out=0.089 Acc=0.79 ---150037.64 ms/batch
Step 00024900 L_out=0.040 Acc=0.80 ---196334.22 ms/batch
Step 00024950 L_out=0.064 Acc=0.86 ---243150.50 ms/batch
Step 00025000 L_out=0.050 Acc=0.79 ---285005.24 ms/batch
Step 00025050 L_out=0.171 Acc=0.56 ---322313.85 ms/batch
Step 00025100 L_out=0.033 Acc=0.89 ---361635.85 ms/batch
Step 00025150 L_out=0.067 Acc=0.72 ---401423.78 ms/batch
Step 00025200 L_out=0.019 Acc=0.73 ---442258.32 ms/batch
Step 00025250 L_out=0.044 Acc=0.60 ---483518.63 ms/batch
Step 00025300 L_out=0.040 Acc=0.74 ---522879.01 ms/batch
Round 3 | epoch=7, train costTime=559.585037946701, | total_activation_sum=4179431
Round 3 | epoch=8, current m_iou=0.4951299865435304
Round 3 | Best m_IoU is: 0.495, OA is: 0.812 | val costTime=203.93605995178223
Round 3 | ****EPOCH 8****
Step 00025350 L_out=0.046 Acc=0.82 --- 2783.03 ms/batch
Step 00025400 L_out=0.019 Acc=0.77 ---40436.27 ms/batch
Step 00025450 L_out=0.106 Acc=0.75 ---78647.41 ms/batch
Step 00025500 L_out=0.047 Acc=0.78 ---116768.26 ms/batch
Step 00025550 L_out=0.258 Acc=0.58 ---155588.83 ms/batch
Step 00025600 L_out=0.068 Acc=0.65 ---194148.50 ms/batch
Step 00025650 L_out=0.154 Acc=0.75 ---232942.01 ms/batch
Step 00025700 L_out=0.076 Acc=0.79 ---271308.43 ms/batch
Step 00025750 L_out=0.141 Acc=0.63 ---308220.63 ms/batch
Step 00025800 L_out=0.027 Acc=0.72 ---346051.27 ms/batch
Step 00025850 L_out=0.026 Acc=0.79 ---384954.49 ms/batch
Step 00025900 L_out=0.094 Acc=0.78 ---424349.20 ms/batch
Step 00025950 L_out=0.109 Acc=0.80 ---465818.22 ms/batch
Step 00026000 L_out=0.074 Acc=0.74 ---506175.13 ms/batch
Round 3 | epoch=8, train costTime=516.5090374946594, | total_activation_sum=4097873
Round 3 | epoch=9, current m_iou=0.4942797803602721
Round 3 | Best m_IoU is: 0.495, OA is: 0.812 | val costTime=204.28623390197754
Round 3 | ****EPOCH 9****
Step 00026050 L_out=0.056 Acc=0.59 ---27835.20 ms/batch
Step 00026100 L_out=0.035 Acc=0.76 ---64107.60 ms/batch
Step 00026150 L_out=0.043 Acc=0.75 ---100039.03 ms/batch
Step 00026200 L_out=0.066 Acc=0.80 ---136868.32 ms/batch
Step 00026250 L_out=0.018 Acc=0.81 ---175281.07 ms/batch
Step 00026300 L_out=0.036 Acc=0.68 ---213742.43 ms/batch
Step 00026350 L_out=0.057 Acc=0.77 ---252421.90 ms/batch
Step 00026400 L_out=0.055 Acc=0.71 ---298741.15 ms/batch
Step 00026450 L_out=0.014 Acc=0.85 ---345187.81 ms/batch
Step 00026500 L_out=0.016 Acc=0.86 ---391455.80 ms/batch
Step 00026550 L_out=0.048 Acc=0.77 ---438104.83 ms/batch
Step 00026600 L_out=0.025 Acc=0.85 ---482979.37 ms/batch
Step 00026650 L_out=0.042 Acc=0.77 ---521057.72 ms/batch
Round 3 | epoch=9, train costTime=543.8797824382782, | total_activation_sum=4225492
Round 3 | epoch=10, current m_iou=0.4982448957274019
Round 3 | Best m_IoU is: 0.498, OA is: 0.813 | val costTime=202.13157963752747
Round 3 | ****EPOCH 10****
Step 00026700 L_out=0.052 Acc=0.75 ---14930.44 ms/batch
Step 00026750 L_out=0.079 Acc=0.76 ---52441.09 ms/batch
Step 00026800 L_out=0.035 Acc=0.85 ---89418.25 ms/batch
Step 00026850 L_out=0.073 Acc=0.79 ---125072.16 ms/batch
Step 00026900 L_out=0.040 Acc=0.81 ---161648.74 ms/batch
Step 00026950 L_out=0.061 Acc=0.84 ---199218.37 ms/batch
Step 00027000 L_out=0.026 Acc=0.85 ---237987.64 ms/batch
Step 00027050 L_out=0.276 Acc=0.63 ---276204.07 ms/batch
Step 00027100 L_out=0.022 Acc=0.81 ---315180.80 ms/batch
Step 00027150 L_out=0.177 Acc=0.75 ---355323.28 ms/batch
Step 00027200 L_out=0.065 Acc=0.85 ---395012.81 ms/batch
Step 00027250 L_out=0.027 Acc=0.87 ---433787.03 ms/batch
Step 00027300 L_out=0.053 Acc=0.70 ---473309.76 ms/batch
Round 3 | epoch=10, train costTime=510.67016315460205, | total_activation_sum=4393442
Round 3 | epoch=11, current m_iou=0.5360699615537105
Round 3 | Best m_IoU is: 0.536, OA is: 0.844 | val costTime=213.59608912467957
Round 3 | ****EPOCH 11****
Step 00027350 L_out=0.035 Acc=0.89 --- 2238.45 ms/batch
Step 00027400 L_out=0.016 Acc=0.92 ---40134.04 ms/batch
Step 00027450 L_out=0.031 Acc=0.81 ---76722.53 ms/batch
Step 00027500 L_out=0.011 Acc=0.78 ---113914.74 ms/batch
Step 00027550 L_out=0.085 Acc=0.74 ---153788.89 ms/batch
Step 00027600 L_out=0.145 Acc=0.79 ---192079.27 ms/batch
Step 00027650 L_out=0.050 Acc=0.74 ---230199.98 ms/batch
Step 00027700 L_out=0.021 Acc=0.82 ---268327.74 ms/batch
Step 00027750 L_out=0.051 Acc=0.85 ---307549.98 ms/batch
Step 00027800 L_out=0.015 Acc=0.71 ---348200.86 ms/batch
Step 00027850 L_out=0.148 Acc=0.68 ---390125.54 ms/batch
Step 00027900 L_out=0.049 Acc=0.78 ---433922.46 ms/batch
Step 00027950 L_out=0.166 Acc=0.74 ---480669.62 ms/batch
Step 00028000 L_out=0.023 Acc=0.80 ---522550.84 ms/batch
Round 3 | epoch=11, train costTime=534.1907887458801, | total_activation_sum=4163408
Round 3 | epoch=12, current m_iou=0.5325253614261092
Round 3 | Best m_IoU is: 0.536, OA is: 0.844 | val costTime=214.16148042678833
Round 3 | ****EPOCH 12****
Step 00028050 L_out=0.047 Acc=0.87 ---25693.37 ms/batch
Step 00028100 L_out=0.020 Acc=0.73 ---61189.97 ms/batch
Step 00028150 L_out=0.041 Acc=0.68 ---98300.53 ms/batch
Step 00028200 L_out=0.036 Acc=0.84 ---135714.11 ms/batch
Step 00028250 L_out=0.028 Acc=0.81 ---174429.56 ms/batch
Step 00028300 L_out=0.031 Acc=0.84 ---213678.52 ms/batch
Step 00028350 L_out=0.020 Acc=0.85 ---253087.73 ms/batch
Step 00028400 L_out=0.025 Acc=0.84 ---293255.26 ms/batch
Step 00028450 L_out=0.030 Acc=0.88 ---333905.58 ms/batch
Step 00028500 L_out=0.042 Acc=0.74 ---374680.89 ms/batch
Step 00028550 L_out=0.012 Acc=0.93 ---414528.91 ms/batch
Step 00028600 L_out=0.153 Acc=0.70 ---457170.80 ms/batch
Step 00028650 L_out=0.087 Acc=0.76 ---502113.47 ms/batch
Round 3 | epoch=12, train costTime=529.6275944709778, | total_activation_sum=4145569
Round 3 | epoch=13, current m_iou=0.5566322207295162
Round 3 | Best m_IoU is: 0.557, OA is: 0.865 | val costTime=221.2598192691803
Round 3 | ****EPOCH 13****
Step 00028700 L_out=0.005 Acc=0.86 ---14665.33 ms/batch
Step 00028750 L_out=0.245 Acc=0.76 ---53978.64 ms/batch
Step 00028800 L_out=0.039 Acc=0.86 ---93275.22 ms/batch
Step 00028850 L_out=0.031 Acc=0.66 ---135515.07 ms/batch
Step 00028900 L_out=0.133 Acc=0.85 ---178358.61 ms/batch
Step 00028950 L_out=0.018 Acc=0.75 ---220186.66 ms/batch
Step 00029000 L_out=0.058 Acc=0.70 ---261951.68 ms/batch
Step 00029050 L_out=0.025 Acc=0.82 ---303735.30 ms/batch
Step 00029100 L_out=0.052 Acc=0.88 ---346905.29 ms/batch
Step 00029150 L_out=0.017 Acc=0.92 ---388909.23 ms/batch
Step 00029200 L_out=0.060 Acc=0.75 ---432295.29 ms/batch
Step 00029250 L_out=0.025 Acc=0.89 ---479122.61 ms/batch
Step 00029300 L_out=0.010 Acc=0.93 ---526390.02 ms/batch
Round 3 | epoch=13, train costTime=572.2033710479736, | total_activation_sum=4260282
Round 3 | epoch=14, current m_iou=0.5548686649754173
Round 3 | Best m_IoU is: 0.557, OA is: 0.865 | val costTime=220.72389197349548
Round 3 | ****EPOCH 14****
Step 00029350 L_out=0.095 Acc=0.75 --- 1426.33 ms/batch
Step 00029400 L_out=0.085 Acc=0.74 ---39171.97 ms/batch
Step 00029450 L_out=0.028 Acc=0.86 ---76360.56 ms/batch
Step 00029500 L_out=0.078 Acc=0.79 ---113734.32 ms/batch
Step 00029550 L_out=0.063 Acc=0.76 ---151655.23 ms/batch
Step 00029600 L_out=0.195 Acc=0.59 ---189188.34 ms/batch
Step 00029650 L_out=0.032 Acc=0.86 ---227038.08 ms/batch
Step 00029700 L_out=0.033 Acc=0.79 ---266175.74 ms/batch
Step 00029750 L_out=0.235 Acc=0.72 ---304793.85 ms/batch
Step 00029800 L_out=0.051 Acc=0.76 ---344727.37 ms/batch
Step 00029850 L_out=0.013 Acc=0.76 ---384800.99 ms/batch
Step 00029900 L_out=0.045 Acc=0.80 ---423790.30 ms/batch
Step 00029950 L_out=0.013 Acc=0.89 ---464668.08 ms/batch
Step 00030000 L_out=0.011 Acc=0.94 ---506348.46 ms/batch
Round 3 | epoch=14, train costTime=518.8235223293304, | total_activation_sum=4103657
Round 3 | epoch=15, current m_iou=0.5594491317365724
Round 3 | Best m_IoU is: 0.559, OA is: 0.862 | val costTime=215.62501645088196
Round 3 | ****EPOCH 15****
Step 00030050 L_out=0.051 Acc=0.84 ---25240.08 ms/batch
Step 00030100 L_out=0.035 Acc=0.89 ---61908.64 ms/batch
Step 00030150 L_out=0.069 Acc=0.82 ---98663.21 ms/batch
Step 00030200 L_out=0.061 Acc=0.88 ---137218.85 ms/batch
Step 00030250 L_out=0.048 Acc=0.81 ---177493.44 ms/batch
Step 00030300 L_out=0.024 Acc=0.86 ---216985.12 ms/batch
Step 00030350 L_out=0.009 Acc=0.84 ---255627.33 ms/batch
Step 00030400 L_out=0.125 Acc=0.81 ---295045.87 ms/batch
Step 00030450 L_out=0.037 Acc=0.81 ---335144.67 ms/batch
Step 00030500 L_out=0.019 Acc=0.90 ---374864.26 ms/batch
Step 00030550 L_out=0.181 Acc=0.81 ---415884.63 ms/batch
Step 00030600 L_out=0.082 Acc=0.66 ---456248.86 ms/batch
Step 00030650 L_out=0.015 Acc=0.89 ---496382.52 ms/batch
Round 3 | epoch=15, train costTime=526.6553649902344, | total_activation_sum=4316629
Round 3 | epoch=16, current m_iou=0.5402941197285777
Round 3 | Best m_IoU is: 0.559, OA is: 0.862 | val costTime=234.0821659564972
Round 3 | ****EPOCH 16****
Step 00030700 L_out=0.023 Acc=0.88 ---13108.29 ms/batch
Step 00030750 L_out=0.010 Acc=0.81 ---49534.45 ms/batch
Step 00030800 L_out=0.023 Acc=0.79 ---85356.67 ms/batch
Step 00030850 L_out=0.006 Acc=0.81 ---122119.25 ms/batch
Step 00030900 L_out=0.008 Acc=0.88 ---160357.40 ms/batch
Step 00030950 L_out=0.034 Acc=0.84 ---197997.93 ms/batch
Step 00031000 L_out=0.861 Acc=0.64 ---235349.29 ms/batch
Step 00031050 L_out=0.017 Acc=0.82 ---273847.93 ms/batch
Step 00031100 L_out=0.002 Acc=0.87 ---312300.58 ms/batch
Step 00031150 L_out=0.024 Acc=0.85 ---351829.07 ms/batch
Step 00031200 L_out=0.077 Acc=0.85 ---391866.42 ms/batch
Step 00031250 L_out=0.115 Acc=0.77 ---430822.27 ms/batch
Step 00031300 L_out=0.076 Acc=0.88 ---469766.38 ms/batch
Round 3 | epoch=16, train costTime=507.1395683288574, | total_activation_sum=4182397
Round 3 | epoch=17, current m_iou=0.5530164083481091
Round 3 | Best m_IoU is: 0.559, OA is: 0.862 | val costTime=211.4917483329773
Round 3 | ****EPOCH 17****
Step 00031350 L_out=0.067 Acc=0.81 ---  759.14 ms/batch
Step 00031400 L_out=0.006 Acc=0.89 ---39980.67 ms/batch
Step 00031450 L_out=0.039 Acc=0.81 ---79688.33 ms/batch
Step 00031500 L_out=0.044 Acc=0.85 ---120201.22 ms/batch
Step 00031550 L_out=0.021 Acc=0.68 ---162217.95 ms/batch
Step 00031600 L_out=0.032 Acc=0.85 ---203137.46 ms/batch
Step 00031650 L_out=0.056 Acc=0.82 ---245428.15 ms/batch
Step 00031700 L_out=0.007 Acc=0.86 ---286189.36 ms/batch
Step 00031750 L_out=0.071 Acc=0.78 ---329334.84 ms/batch
Step 00031800 L_out=0.037 Acc=0.92 ---371822.51 ms/batch
Step 00031850 L_out=0.038 Acc=0.88 ---416184.47 ms/batch
Step 00031900 L_out=0.017 Acc=0.86 ---459928.72 ms/batch
Step 00031950 L_out=0.081 Acc=0.83 ---505227.31 ms/batch
Step 00032000 L_out=0.032 Acc=0.89 ---545608.27 ms/batch
Round 3 | epoch=17, train costTime=558.3012557029724, | total_activation_sum=4165634
Round 3 | epoch=18, current m_iou=0.5580957124731957
Round 3 | Best m_IoU is: 0.559, OA is: 0.862 | val costTime=231.91211867332458
Round 3 | ****EPOCH 18****
Step 00032050 L_out=0.005 Acc=0.87 ---30727.56 ms/batch
Step 00032100 L_out=0.031 Acc=0.84 ---68313.58 ms/batch
Step 00032150 L_out=0.067 Acc=0.93 ---100918.07 ms/batch
Step 00032200 L_out=0.013 Acc=0.79 ---133979.15 ms/batch
Step 00032250 L_out=0.024 Acc=0.86 ---169834.16 ms/batch
Step 00032300 L_out=0.015 Acc=0.86 ---205285.50 ms/batch
Step 00032350 L_out=0.067 Acc=0.82 ---240223.74 ms/batch
Step 00032400 L_out=0.035 Acc=0.83 ---273014.02 ms/batch
Step 00032450 L_out=0.085 Acc=0.92 ---306319.19 ms/batch
Step 00032500 L_out=0.013 Acc=0.89 ---339758.50 ms/batch
Step 00032550 L_out=0.009 Acc=0.85 ---373445.31 ms/batch
Step 00032600 L_out=0.017 Acc=0.88 ---407540.15 ms/batch
Step 00032650 L_out=0.011 Acc=0.73 ---440864.70 ms/batch
Round 3 | epoch=18, train costTime=463.4927568435669, | total_activation_sum=4250892
Round 3 | epoch=19, current m_iou=0.5617898259539156
Round 3 | Best m_IoU is: 0.562, OA is: 0.877 | val costTime=182.85253047943115
Round 3 | ****EPOCH 19****
Step 00032700 L_out=0.031 Acc=0.80 ---11498.87 ms/batch
Step 00032750 L_out=0.039 Acc=0.83 ---44843.45 ms/batch
Step 00032800 L_out=0.019 Acc=0.82 ---79388.21 ms/batch
Step 00032850 L_out=0.026 Acc=0.89 ---114425.41 ms/batch
Step 00032900 L_out=0.015 Acc=0.89 ---148846.56 ms/batch
Step 00032950 L_out=0.005 Acc=0.87 ---184360.69 ms/batch
Step 00033000 L_out=0.047 Acc=0.81 ---218966.77 ms/batch
Step 00033050 L_out=0.036 Acc=0.85 ---252904.05 ms/batch
Step 00033100 L_out=0.011 Acc=0.79 ---285599.52 ms/batch
Step 00033150 L_out=0.047 Acc=0.81 ---321702.71 ms/batch
Step 00033200 L_out=0.016 Acc=0.74 ---354153.94 ms/batch
Step 00033250 L_out=0.009 Acc=0.81 ---385531.64 ms/batch
Step 00033300 L_out=0.061 Acc=0.76 ---417579.43 ms/batch
Step 00033350 L_out=0.041 Acc=0.76 ---450900.56 ms/batch
Round 3 | epoch=19, train costTime=450.9007189273834, | total_activation_sum=4252523
Round 3 | epoch=20, current m_iou=0.5676913840882432
Round 3 | Best m_IoU is: 0.568, OA is: 0.881 | val costTime=149.50578331947327
Round 3 | ****EPOCH 20****
Step 00033400 L_out=0.026 Acc=0.88 ---24247.54 ms/batch
Step 00033450 L_out=0.016 Acc=0.78 ---48478.52 ms/batch
Step 00033500 L_out=0.051 Acc=0.83 ---72129.64 ms/batch
Step 00033550 L_out=0.037 Acc=0.85 ---96523.38 ms/batch
Step 00033600 L_out=0.035 Acc=0.83 ---120573.20 ms/batch
Step 00033650 L_out=0.049 Acc=0.80 ---144447.99 ms/batch
Step 00033700 L_out=0.018 Acc=0.88 ---168530.12 ms/batch
Step 00033750 L_out=0.023 Acc=0.91 ---192536.80 ms/batch
Step 00033800 L_out=0.022 Acc=0.84 ---216547.50 ms/batch
Step 00033850 L_out=0.091 Acc=0.79 ---240186.65 ms/batch
Step 00033900 L_out=0.037 Acc=0.87 ---263963.56 ms/batch
Step 00033950 L_out=0.111 Acc=0.87 ---287745.57 ms/batch
Step 00034000 L_out=0.039 Acc=0.87 ---311768.26 ms/batch
Round 3 | epoch=20, train costTime=319.70335626602173, | total_activation_sum=4241362
Round 3 | epoch=21, current m_iou=0.5739402696951391
Round 3 | Best m_IoU is: 0.574, OA is: 0.887 | val costTime=132.76053881645203
Round 3 | ****EPOCH 21****
Step 00034050 L_out=0.020 Acc=0.86 ---15996.05 ms/batch
Step 00034100 L_out=0.016 Acc=0.89 ---40190.66 ms/batch
Step 00034150 L_out=0.006 Acc=0.82 ---63249.39 ms/batch
Step 00034200 L_out=0.022 Acc=0.86 ---86758.96 ms/batch
Step 00034250 L_out=0.100 Acc=0.83 ---110461.70 ms/batch
Step 00034300 L_out=0.038 Acc=0.87 ---134426.63 ms/batch
Step 00034350 L_out=0.063 Acc=0.87 ---159153.32 ms/batch
Step 00034400 L_out=0.124 Acc=0.68 ---183163.78 ms/batch
Step 00034450 L_out=0.010 Acc=0.90 ---207155.30 ms/batch
Step 00034500 L_out=0.015 Acc=0.80 ---231105.85 ms/batch
Step 00034550 L_out=0.048 Acc=0.79 ---254680.06 ms/batch
Step 00034600 L_out=0.175 Acc=0.82 ---278843.21 ms/batch
Step 00034650 L_out=0.026 Acc=0.87 ---302818.73 ms/batch
Round 3 | epoch=21, train costTime=319.00685572624207, | total_activation_sum=4232341
Round 3 | epoch=22, current m_iou=0.5633423682716108
Round 3 | Best m_IoU is: 0.574, OA is: 0.887 | val costTime=131.45780992507935
Round 3 | ****EPOCH 22****
Step 00034700 L_out=0.015 Acc=0.77 --- 7791.07 ms/batch
Step 00034750 L_out=0.011 Acc=0.86 ---31582.39 ms/batch
Step 00034800 L_out=0.050 Acc=0.83 ---55371.39 ms/batch
Step 00034850 L_out=0.045 Acc=0.92 ---78983.10 ms/batch
Step 00034900 L_out=0.021 Acc=0.63 ---103152.15 ms/batch
Step 00034950 L_out=0.024 Acc=0.83 ---126857.38 ms/batch
Step 00035000 L_out=0.021 Acc=0.82 ---150746.16 ms/batch
Step 00035050 L_out=0.141 Acc=0.76 ---174529.58 ms/batch
Step 00035100 L_out=0.010 Acc=0.88 ---198327.56 ms/batch
Step 00035150 L_out=0.043 Acc=0.82 ---222030.76 ms/batch
Step 00035200 L_out=0.014 Acc=0.84 ---246127.06 ms/batch
Step 00035250 L_out=0.017 Acc=0.93 ---269967.00 ms/batch
Step 00035300 L_out=0.005 Acc=0.94 ---293601.00 ms/batch
Step 00035350 L_out=0.157 Acc=0.82 ---317464.33 ms/batch
Round 3 | epoch=22, train costTime=317.93984746932983, | total_activation_sum=4198303
Round 3 | epoch=23, current m_iou=0.549787212469324
Round 3 | Best m_IoU is: 0.574, OA is: 0.887 | val costTime=129.11923456192017
Round 3 | ****EPOCH 23****
Step 00035400 L_out=0.031 Acc=0.83 ---23578.41 ms/batch
Step 00035450 L_out=0.109 Acc=0.87 ---47684.70 ms/batch
Step 00035500 L_out=0.031 Acc=0.95 ---72100.81 ms/batch
Step 00035550 L_out=0.057 Acc=0.83 ---96346.75 ms/batch
Step 00035600 L_out=0.017 Acc=0.86 ---119819.32 ms/batch
Step 00035650 L_out=0.004 Acc=0.91 ---143432.17 ms/batch
Step 00035700 L_out=0.040 Acc=0.77 ---167618.21 ms/batch
Step 00035750 L_out=0.011 Acc=0.89 ---191906.17 ms/batch
Step 00035800 L_out=0.029 Acc=0.82 ---215768.76 ms/batch
Step 00035850 L_out=0.149 Acc=0.69 ---241471.00 ms/batch
Step 00035900 L_out=0.079 Acc=0.92 ---267378.57 ms/batch
Step 00035950 L_out=0.032 Acc=0.90 ---293480.23 ms/batch
Step 00036000 L_out=0.032 Acc=0.87 ---316885.06 ms/batch
Round 3 | epoch=23, train costTime=325.40695667266846, | total_activation_sum=4104009
Round 3 | epoch=24, current m_iou=0.5497555126778465
Round 3 | Best m_IoU is: 0.574, OA is: 0.887 | val costTime=129.19670295715332
Round 3 | ****EPOCH 24****
Step 00036050 L_out=0.065 Acc=0.82 ---14962.53 ms/batch
Step 00036100 L_out=0.080 Acc=0.91 ---39188.29 ms/batch
Step 00036150 L_out=0.012 Acc=0.77 ---63016.09 ms/batch
Step 00036200 L_out=0.024 Acc=0.85 ---87004.07 ms/batch
Step 00036250 L_out=0.023 Acc=0.85 ---110823.21 ms/batch
Step 00036300 L_out=0.054 Acc=0.90 ---135022.88 ms/batch
Step 00036350 L_out=0.053 Acc=0.76 ---158935.59 ms/batch
Step 00036400 L_out=0.051 Acc=0.88 ---182555.64 ms/batch
Step 00036450 L_out=0.064 Acc=0.85 ---206824.09 ms/batch
Step 00036500 L_out=0.024 Acc=0.88 ---230660.94 ms/batch
Step 00036550 L_out=0.012 Acc=0.90 ---254229.41 ms/batch
Step 00036600 L_out=0.099 Acc=0.90 ---278254.52 ms/batch
Step 00036650 L_out=0.007 Acc=0.92 ---302258.64 ms/batch
Round 3 | epoch=24, train costTime=319.40464639663696, | total_activation_sum=4286579
Round 3 | epoch=25, current m_iou=0.5577303544656589
Round 3 | Best m_IoU is: 0.574, OA is: 0.887 | val costTime=127.70616793632507
Round 3 | ****EPOCH 25****
Step 00036700 L_out=0.038 Acc=0.90 --- 7463.54 ms/batch
Step 00036750 L_out=0.043 Acc=0.78 ---31646.78 ms/batch
Step 00036800 L_out=0.026 Acc=0.78 ---55669.30 ms/batch
Step 00036850 L_out=0.031 Acc=0.89 ---79315.53 ms/batch
Step 00036900 L_out=0.041 Acc=0.90 ---103036.80 ms/batch
Step 00036950 L_out=0.030 Acc=0.88 ---127114.55 ms/batch
Step 00037000 L_out=0.071 Acc=0.78 ---150389.50 ms/batch
Step 00037050 L_out=0.059 Acc=0.84 ---174349.98 ms/batch
Step 00037100 L_out=0.029 Acc=0.83 ---197805.21 ms/batch
Step 00037150 L_out=0.044 Acc=0.79 ---221505.13 ms/batch
Step 00037200 L_out=0.058 Acc=0.87 ---244976.52 ms/batch
Step 00037250 L_out=0.005 Acc=0.83 ---268467.80 ms/batch
Step 00037300 L_out=0.013 Acc=0.91 ---292494.98 ms/batch
Step 00037350 L_out=0.078 Acc=0.76 ---316186.90 ms/batch
Round 3 | epoch=25, train costTime=317.1397714614868, | total_activation_sum=4171802
Round 3 | epoch=26, current m_iou=0.5590134459019861
Round 3 | Best m_IoU is: 0.574, OA is: 0.887 | val costTime=128.93990516662598
Round 3 | ****EPOCH 26****
Step 00037400 L_out=0.085 Acc=0.83 ---23321.71 ms/batch
Step 00037450 L_out=0.013 Acc=0.81 ---47205.27 ms/batch
Step 00037500 L_out=0.033 Acc=0.84 ---71496.69 ms/batch
Step 00037550 L_out=0.024 Acc=0.90 ---95525.25 ms/batch
Step 00037600 L_out=0.154 Acc=0.78 ---119384.07 ms/batch
Step 00037650 L_out=0.042 Acc=0.84 ---143427.38 ms/batch
Step 00037700 L_out=0.026 Acc=0.74 ---167264.78 ms/batch
Step 00037750 L_out=0.038 Acc=0.87 ---191350.03 ms/batch
Step 00037800 L_out=0.034 Acc=0.83 ---215379.46 ms/batch
Step 00037850 L_out=0.011 Acc=0.92 ---239840.83 ms/batch
Step 00037900 L_out=0.029 Acc=0.89 ---264169.40 ms/batch
Step 00037950 L_out=0.029 Acc=0.91 ---288125.92 ms/batch
Step 00038000 L_out=0.008 Acc=0.88 ---312282.39 ms/batch
Round 3 | epoch=26, train costTime=321.3149654865265, | total_activation_sum=4225323
Round 3 | epoch=27, current m_iou=0.5512624392465698
Round 3 | Best m_IoU is: 0.574, OA is: 0.887 | val costTime=128.22871088981628
Round 3 | ****EPOCH 27****
Step 00038050 L_out=0.011 Acc=0.85 ---14810.42 ms/batch
Step 00038100 L_out=0.087 Acc=0.87 ---38783.56 ms/batch
Step 00038150 L_out=0.028 Acc=0.89 ---62782.09 ms/batch
Step 00038200 L_out=0.014 Acc=0.90 ---87064.01 ms/batch
Step 00038250 L_out=0.018 Acc=0.90 ---113798.79 ms/batch
Step 00038300 L_out=0.020 Acc=0.83 ---139879.44 ms/batch
Step 00038350 L_out=0.006 Acc=0.88 ---164636.94 ms/batch
Step 00038400 L_out=0.016 Acc=0.94 ---188831.98 ms/batch
Step 00038450 L_out=0.070 Acc=0.88 ---212547.44 ms/batch
Step 00038500 L_out=0.027 Acc=0.89 ---236422.82 ms/batch
Step 00038550 L_out=0.037 Acc=0.86 ---260835.60 ms/batch
Step 00038600 L_out=0.029 Acc=0.84 ---284913.83 ms/batch
Step 00038650 L_out=0.017 Acc=0.88 ---308746.21 ms/batch
Round 3 | epoch=27, train costTime=326.16487741470337, | total_activation_sum=4248664
Round 3 | epoch=28, current m_iou=0.5613963028239489
Round 3 | Best m_IoU is: 0.574, OA is: 0.887 | val costTime=128.1681559085846
Round 3 | ****EPOCH 28****
Step 00038700 L_out=0.066 Acc=0.80 --- 6827.85 ms/batch
Step 00038750 L_out=0.019 Acc=0.94 ---29799.92 ms/batch
Step 00038800 L_out=0.042 Acc=0.84 ---53295.47 ms/batch
Step 00038850 L_out=0.001 Acc=0.91 ---76927.01 ms/batch
Step 00038900 L_out=0.008 Acc=0.82 ---100931.12 ms/batch
Step 00038950 L_out=0.011 Acc=0.84 ---124972.84 ms/batch
Step 00039000 L_out=0.032 Acc=0.87 ---148276.62 ms/batch
Step 00039050 L_out=0.055 Acc=0.88 ---172740.27 ms/batch
Step 00039100 L_out=0.038 Acc=0.80 ---196538.13 ms/batch
Step 00039150 L_out=0.016 Acc=0.92 ---220428.23 ms/batch
Step 00039200 L_out=0.018 Acc=0.77 ---244332.30 ms/batch
Step 00039250 L_out=0.050 Acc=0.88 ---268046.02 ms/batch
Step 00039300 L_out=0.103 Acc=0.79 ---291527.98 ms/batch
Step 00039350 L_out=0.088 Acc=0.88 ---315612.86 ms/batch
Round 3 | epoch=28, train costTime=316.9948377609253, | total_activation_sum=4198926
Round 3 | epoch=29, current m_iou=0.5544160484437859
Round 3 | Best m_IoU is: 0.574, OA is: 0.887 | val costTime=127.15093302726746
Round 3 | ****EPOCH 29****
Step 00039400 L_out=0.022 Acc=0.91 ---22537.71 ms/batch
Step 00039450 L_out=0.027 Acc=0.88 ---46776.90 ms/batch
Step 00039500 L_out=0.071 Acc=0.88 ---70742.08 ms/batch
Step 00039550 L_out=0.021 Acc=0.83 ---94513.05 ms/batch
Step 00039600 L_out=0.004 Acc=0.85 ---118732.29 ms/batch
Step 00039650 L_out=0.009 Acc=0.80 ---142308.92 ms/batch
Step 00039700 L_out=0.048 Acc=0.79 ---165735.90 ms/batch
Step 00039750 L_out=0.043 Acc=0.77 ---189437.07 ms/batch
Step 00039800 L_out=0.030 Acc=0.86 ---213069.22 ms/batch
Step 00039850 L_out=0.032 Acc=0.88 ---237233.58 ms/batch
Step 00039900 L_out=0.066 Acc=0.75 ---261335.64 ms/batch
Step 00039950 L_out=0.005 Acc=0.89 ---285138.47 ms/batch
Step 00040000 L_out=0.060 Acc=0.90 ---309326.67 ms/batch
Round 3 | epoch=29, train costTime=319.09966492652893, | total_activation_sum=4212905
Round 3 | epoch=30, current m_iou=0.5487945848216694
Round 3 | Best m_IoU is: 0.574, OA is: 0.887 | val costTime=128.19184112548828
Round 3 | ****EPOCH 30****
Round 4 | ****EPOCH 0****
Step 00040050 L_out=0.107 Acc=0.25 ---14165.17 ms/batch
Step 00040100 L_out=0.564 Acc=0.25 ---38508.40 ms/batch
Step 00040150 L_out=0.304 Acc=0.31 ---62418.94 ms/batch
Step 00040200 L_out=0.177 Acc=0.38 ---86662.75 ms/batch
Step 00040250 L_out=0.330 Acc=0.44 ---110863.44 ms/batch
Step 00040300 L_out=0.279 Acc=0.45 ---135304.18 ms/batch
Step 00040350 L_out=0.172 Acc=0.50 ---159389.07 ms/batch
Step 00040400 L_out=0.189 Acc=0.43 ---183307.41 ms/batch
Step 00040450 L_out=0.337 Acc=0.56 ---207196.01 ms/batch
Step 00040500 L_out=0.096 Acc=0.68 ---231011.83 ms/batch
Step 00040550 L_out=0.589 Acc=0.60 ---254530.03 ms/batch
Step 00040600 L_out=0.122 Acc=0.68 ---278532.96 ms/batch
Step 00040650 L_out=0.114 Acc=0.64 ---302567.14 ms/batch
Round 4 | epoch=0, train costTime=320.2757589817047, | total_activation_sum=5969366
Round 4 | epoch=1, current m_iou=0.4403690592936589
Round 4 | Best m_IoU is: 0.440, OA is: 0.772 | val costTime=127.8821234703064
Round 4 | ****EPOCH 1****
Step 00040700 L_out=0.188 Acc=0.69 --- 6095.96 ms/batch
Step 00040750 L_out=0.071 Acc=0.64 ---30149.40 ms/batch
Step 00040800 L_out=0.199 Acc=0.77 ---53945.43 ms/batch
Step 00040850 L_out=0.145 Acc=0.78 ---77894.63 ms/batch
Step 00040900 L_out=0.172 Acc=0.68 ---102167.78 ms/batch
Step 00040950 L_out=0.038 Acc=0.71 ---126536.25 ms/batch
Step 00041000 L_out=0.043 Acc=0.90 ---150372.99 ms/batch
Step 00041050 L_out=0.046 Acc=0.81 ---174461.50 ms/batch
Step 00041100 L_out=0.046 Acc=0.76 ---198447.39 ms/batch
Step 00041150 L_out=0.044 Acc=0.88 ---222564.71 ms/batch
Step 00041200 L_out=0.042 Acc=0.73 ---246483.44 ms/batch
Step 00041250 L_out=0.023 Acc=0.91 ---270028.25 ms/batch
Step 00041300 L_out=0.121 Acc=0.76 ---294520.21 ms/batch
Step 00041350 L_out=0.269 Acc=0.61 ---318507.07 ms/batch
Round 4 | epoch=1, train costTime=320.2478756904602, | total_activation_sum=5400352
Round 4 | epoch=2, current m_iou=0.46392463283065866
Round 4 | Best m_IoU is: 0.464, OA is: 0.795 | val costTime=126.80302882194519
Round 4 | ****EPOCH 2****
Step 00041400 L_out=0.162 Acc=0.61 ---21496.49 ms/batch
Step 00041450 L_out=0.029 Acc=0.54 ---45338.55 ms/batch
Step 00041500 L_out=0.105 Acc=0.81 ---69186.68 ms/batch
Step 00041550 L_out=0.033 Acc=0.86 ---93342.16 ms/batch
Step 00041600 L_out=0.111 Acc=0.79 ---116416.07 ms/batch
Step 00041650 L_out=0.086 Acc=0.76 ---140304.68 ms/batch
Step 00041700 L_out=0.067 Acc=0.76 ---163826.64 ms/batch
Step 00041750 L_out=0.013 Acc=0.77 ---188113.17 ms/batch
Step 00041800 L_out=0.022 Acc=0.83 ---212300.45 ms/batch
Step 00041850 L_out=0.017 Acc=0.71 ---235739.48 ms/batch
Step 00041900 L_out=0.036 Acc=0.85 ---258902.95 ms/batch
Step 00041950 L_out=0.409 Acc=0.75 ---284043.70 ms/batch
Step 00042000 L_out=0.124 Acc=0.86 ---310164.45 ms/batch
Round 4 | epoch=2, train costTime=321.1471438407898, | total_activation_sum=5462413
Round 4 | epoch=3, current m_iou=0.5412242456648185
Round 4 | Best m_IoU is: 0.541, OA is: 0.855 | val costTime=129.46098828315735
Round 4 | ****EPOCH 3****
Step 00042050 L_out=0.247 Acc=0.76 ---13620.22 ms/batch
Step 00042100 L_out=0.120 Acc=0.85 ---37235.06 ms/batch
Step 00042150 L_out=0.034 Acc=0.71 ---61498.24 ms/batch
Step 00042200 L_out=0.058 Acc=0.79 ---84862.24 ms/batch
Step 00042250 L_out=0.087 Acc=0.69 ---108804.04 ms/batch
Step 00042300 L_out=0.115 Acc=0.77 ---132749.68 ms/batch
Step 00042350 L_out=0.133 Acc=0.84 ---156688.70 ms/batch
Step 00042400 L_out=0.030 Acc=0.82 ---180461.58 ms/batch
Step 00042450 L_out=0.081 Acc=0.88 ---203838.96 ms/batch
Step 00042500 L_out=0.147 Acc=0.79 ---227894.93 ms/batch
Step 00042550 L_out=0.118 Acc=0.77 ---251524.19 ms/batch
Step 00042600 L_out=0.048 Acc=0.78 ---275787.22 ms/batch
Step 00042650 L_out=0.071 Acc=0.48 ---299024.86 ms/batch
Round 4 | epoch=3, train costTime=317.4683027267456, | total_activation_sum=5531291
Round 4 | epoch=4, current m_iou=0.49967596206768566
Round 4 | Best m_IoU is: 0.541, OA is: 0.855 | val costTime=126.22441482543945
Round 4 | ****EPOCH 4****
Step 00042700 L_out=0.267 Acc=0.69 --- 5585.24 ms/batch
Step 00042750 L_out=0.029 Acc=0.67 ---29541.84 ms/batch
Step 00042800 L_out=0.148 Acc=0.79 ---53767.33 ms/batch
Step 00042850 L_out=0.019 Acc=0.89 ---77458.73 ms/batch
Step 00042900 L_out=0.201 Acc=0.74 ---101858.28 ms/batch
Step 00042950 L_out=0.037 Acc=0.84 ---126319.55 ms/batch
Step 00043000 L_out=0.163 Acc=0.85 ---150535.73 ms/batch
Step 00043050 L_out=0.012 Acc=0.78 ---174596.86 ms/batch
Step 00043100 L_out=0.038 Acc=0.88 ---198743.23 ms/batch
Step 00043150 L_out=0.153 Acc=0.63 ---222814.45 ms/batch
Step 00043200 L_out=0.090 Acc=0.94 ---246907.11 ms/batch
Step 00043250 L_out=0.019 Acc=0.79 ---270769.54 ms/batch
Step 00043300 L_out=0.150 Acc=0.79 ---294304.77 ms/batch
Step 00043350 L_out=0.197 Acc=0.69 ---317822.84 ms/batch
Round 4 | epoch=4, train costTime=320.2631757259369, | total_activation_sum=5418888
Round 4 | epoch=5, current m_iou=0.5465796731868016
Round 4 | Best m_IoU is: 0.547, OA is: 0.865 | val costTime=126.29432821273804
Round 4 | ****EPOCH 5****
Step 00043400 L_out=0.036 Acc=0.81 ---21631.02 ms/batch
Step 00043450 L_out=0.029 Acc=0.66 ---45464.00 ms/batch
Step 00043500 L_out=0.028 Acc=0.77 ---69354.82 ms/batch
Step 00043550 L_out=0.068 Acc=0.77 ---93253.00 ms/batch
Step 00043600 L_out=0.173 Acc=0.78 ---117214.27 ms/batch
Step 00043650 L_out=0.260 Acc=0.85 ---141223.13 ms/batch
Step 00043700 L_out=0.054 Acc=0.88 ---165324.88 ms/batch
Step 00043750 L_out=0.069 Acc=0.89 ---188739.67 ms/batch
Step 00043800 L_out=0.211 Acc=0.58 ---212615.30 ms/batch
Step 00043850 L_out=0.051 Acc=0.85 ---236635.59 ms/batch
Step 00043900 L_out=0.096 Acc=0.81 ---260994.72 ms/batch
Step 00043950 L_out=0.084 Acc=0.63 ---284643.44 ms/batch
Step 00044000 L_out=0.072 Acc=0.84 ---308244.13 ms/batch
Round 4 | epoch=5, train costTime=318.64752984046936, | total_activation_sum=5462470
Round 4 | epoch=6, current m_iou=0.5132905361994939
Round 4 | Best m_IoU is: 0.547, OA is: 0.865 | val costTime=125.80757999420166
Round 4 | ****EPOCH 6****
Step 00044050 L_out=0.060 Acc=0.81 ---13615.86 ms/batch
Step 00044100 L_out=0.088 Acc=0.88 ---36882.23 ms/batch
Step 00044150 L_out=0.034 Acc=0.89 ---60577.30 ms/batch
Step 00044200 L_out=0.057 Acc=0.79 ---84124.88 ms/batch
Step 00044250 L_out=0.185 Acc=0.75 ---108017.79 ms/batch
Step 00044300 L_out=0.128 Acc=0.64 ---131845.86 ms/batch
Step 00044350 L_out=0.195 Acc=0.79 ---157030.88 ms/batch
Step 00044400 L_out=0.030 Acc=0.86 ---183698.98 ms/batch
Step 00044450 L_out=0.044 Acc=0.90 ---209474.44 ms/batch
Step 00044500 L_out=0.010 Acc=0.81 ---233403.41 ms/batch
Step 00044550 L_out=0.333 Acc=0.77 ---257704.34 ms/batch
Step 00044600 L_out=0.003 Acc=0.74 ---281621.34 ms/batch
Step 00044650 L_out=0.026 Acc=0.88 ---305191.70 ms/batch
Round 4 | epoch=6, train costTime=323.78810453414917, | total_activation_sum=5425501
Round 4 | epoch=7, current m_iou=0.526567943866296
Round 4 | Best m_IoU is: 0.547, OA is: 0.865 | val costTime=126.08851885795593
Round 4 | ****EPOCH 7****
Step 00044700 L_out=0.016 Acc=0.75 --- 5103.31 ms/batch
Step 00044750 L_out=0.075 Acc=0.77 ---28599.17 ms/batch
Step 00044800 L_out=0.083 Acc=0.80 ---52618.41 ms/batch
Step 00044850 L_out=0.070 Acc=0.88 ---76747.68 ms/batch
Step 00044900 L_out=0.042 Acc=0.89 ---100918.27 ms/batch
Step 00044950 L_out=0.048 Acc=0.81 ---124940.13 ms/batch
Step 00045000 L_out=0.022 Acc=0.79 ---148875.86 ms/batch
Step 00045050 L_out=0.030 Acc=0.75 ---172928.67 ms/batch
Step 00045100 L_out=0.021 Acc=0.76 ---196643.43 ms/batch
Step 00045150 L_out=0.071 Acc=0.84 ---220116.85 ms/batch
Step 00045200 L_out=0.111 Acc=0.89 ---243748.21 ms/batch
Step 00045250 L_out=0.043 Acc=0.86 ---267935.56 ms/batch
Step 00045300 L_out=0.110 Acc=0.89 ---292132.88 ms/batch
Step 00045350 L_out=0.091 Acc=0.86 ---316475.75 ms/batch
Round 4 | epoch=7, train costTime=319.26521587371826, | total_activation_sum=5522671
Round 4 | epoch=8, current m_iou=0.5497269225190249
Round 4 | Best m_IoU is: 0.550, OA is: 0.875 | val costTime=126.06200456619263
Round 4 | ****EPOCH 8****
Step 00045400 L_out=0.133 Acc=0.84 ---21205.30 ms/batch
Step 00045450 L_out=0.137 Acc=0.82 ---44918.01 ms/batch
Step 00045500 L_out=0.118 Acc=0.85 ---68735.49 ms/batch
Step 00045550 L_out=0.052 Acc=0.88 ---92730.89 ms/batch
Step 00045600 L_out=0.062 Acc=0.83 ---116307.00 ms/batch
Step 00045650 L_out=0.169 Acc=0.74 ---139758.72 ms/batch
Step 00045700 L_out=0.216 Acc=0.85 ---163611.85 ms/batch
Step 00045750 L_out=0.077 Acc=0.66 ---187768.27 ms/batch
Step 00045800 L_out=0.037 Acc=0.82 ---211497.34 ms/batch
Step 00045850 L_out=0.021 Acc=0.74 ---235187.22 ms/batch
Step 00045900 L_out=0.159 Acc=0.90 ---259451.83 ms/batch
Step 00045950 L_out=0.067 Acc=0.67 ---282864.19 ms/batch
Step 00046000 L_out=0.147 Acc=0.93 ---305891.67 ms/batch
Round 4 | epoch=8, train costTime=316.93961000442505, | total_activation_sum=5504192
Round 4 | epoch=9, current m_iou=0.5446621289165345
Round 4 | Best m_IoU is: 0.550, OA is: 0.875 | val costTime=125.60797762870789
Round 4 | ****EPOCH 9****
Step 00046050 L_out=0.017 Acc=0.81 ---12879.70 ms/batch
Step 00046100 L_out=0.104 Acc=0.88 ---36859.57 ms/batch
Step 00046150 L_out=0.032 Acc=0.82 ---60638.60 ms/batch
Step 00046200 L_out=0.097 Acc=0.86 ---84924.05 ms/batch
Step 00046250 L_out=0.025 Acc=0.87 ---108552.16 ms/batch
Step 00046300 L_out=0.015 Acc=0.90 ---132634.90 ms/batch
Step 00046350 L_out=0.027 Acc=0.87 ---156523.51 ms/batch
Step 00046400 L_out=0.047 Acc=0.85 ---180544.21 ms/batch
Step 00046450 L_out=0.047 Acc=0.88 ---204335.43 ms/batch
Step 00046500 L_out=0.080 Acc=0.88 ---228406.92 ms/batch
Step 00046550 L_out=0.035 Acc=0.79 ---252082.65 ms/batch
Step 00046600 L_out=0.075 Acc=0.85 ---276227.53 ms/batch
Step 00046650 L_out=0.023 Acc=0.89 ---300390.50 ms/batch
Round 4 | epoch=9, train costTime=319.9866280555725, | total_activation_sum=5458803
Round 4 | epoch=10, current m_iou=0.5514151525330709
Round 4 | Best m_IoU is: 0.551, OA is: 0.877 | val costTime=126.78910994529724
Round 4 | ****EPOCH 10****
Step 00046700 L_out=0.041 Acc=0.93 --- 4957.48 ms/batch
Step 00046750 L_out=0.037 Acc=0.79 ---30809.64 ms/batch
Step 00046800 L_out=0.009 Acc=0.85 ---57382.16 ms/batch
Step 00046850 L_out=0.036 Acc=0.82 ---83610.90 ms/batch
Step 00046900 L_out=0.053 Acc=0.87 ---108012.16 ms/batch
Step 00046950 L_out=0.020 Acc=0.78 ---131771.68 ms/batch
Step 00047000 L_out=0.032 Acc=0.81 ---155775.33 ms/batch
Step 00047050 L_out=0.019 Acc=0.87 ---179326.75 ms/batch
Step 00047100 L_out=0.009 Acc=0.91 ---203209.98 ms/batch
Step 00047150 L_out=0.033 Acc=0.86 ---226642.23 ms/batch
Step 00047200 L_out=0.060 Acc=0.72 ---250424.75 ms/batch
Step 00047250 L_out=0.038 Acc=0.83 ---273728.32 ms/batch
Step 00047300 L_out=0.110 Acc=0.80 ---297779.76 ms/batch
Step 00047350 L_out=0.066 Acc=0.81 ---321944.74 ms/batch
Round 4 | epoch=10, train costTime=325.2314119338989, | total_activation_sum=5550527
Round 4 | epoch=11, current m_iou=0.5631648483839393
Round 4 | Best m_IoU is: 0.563, OA is: 0.883 | val costTime=126.69978618621826
Round 4 | ****EPOCH 11****
Step 00047400 L_out=0.067 Acc=0.90 ---20531.24 ms/batch
Step 00047450 L_out=0.023 Acc=0.92 ---44969.96 ms/batch
Step 00047500 L_out=0.066 Acc=0.84 ---68941.66 ms/batch
Step 00047550 L_out=0.046 Acc=0.82 ---92746.97 ms/batch
Step 00047600 L_out=0.002 Acc=0.87 ---116567.34 ms/batch
Step 00047650 L_out=0.077 Acc=0.89 ---140388.80 ms/batch
Step 00047700 L_out=0.135 Acc=0.88 ---164037.29 ms/batch
Step 00047750 L_out=0.015 Acc=0.77 ---187948.48 ms/batch
Step 00047800 L_out=0.152 Acc=0.78 ---212348.18 ms/batch
Step 00047850 L_out=0.012 Acc=0.88 ---236581.05 ms/batch
Step 00047900 L_out=0.092 Acc=0.88 ---260984.29 ms/batch
Step 00047950 L_out=0.201 Acc=0.79 ---285471.64 ms/batch
Step 00048000 L_out=0.088 Acc=0.83 ---309430.04 ms/batch
Round 4 | epoch=11, train costTime=320.68695759773254, | total_activation_sum=5378117
Round 4 | epoch=12, current m_iou=0.5623453573192937
Round 4 | Best m_IoU is: 0.563, OA is: 0.883 | val costTime=125.82462573051453
Round 4 | ****EPOCH 12****
Step 00048050 L_out=0.029 Acc=0.88 ---12494.41 ms/batch
Step 00048100 L_out=0.052 Acc=0.88 ---36045.91 ms/batch
Step 00048150 L_out=0.022 Acc=0.93 ---59721.93 ms/batch
Step 00048200 L_out=0.084 Acc=0.80 ---83796.59 ms/batch
Step 00048250 L_out=0.050 Acc=0.79 ---107795.97 ms/batch
Step 00048300 L_out=0.285 Acc=0.73 ---131587.80 ms/batch
Step 00048350 L_out=0.013 Acc=0.86 ---155558.32 ms/batch
Step 00048400 L_out=0.045 Acc=0.83 ---179008.24 ms/batch
Step 00048450 L_out=0.025 Acc=0.85 ---203178.36 ms/batch
Step 00048500 L_out=0.112 Acc=0.84 ---227335.28 ms/batch
Step 00048550 L_out=0.104 Acc=0.87 ---251198.41 ms/batch
Step 00048600 L_out=0.019 Acc=0.91 ---275034.65 ms/batch
Step 00048650 L_out=0.061 Acc=0.89 ---298450.17 ms/batch
Round 4 | epoch=12, train costTime=317.9355630874634, | total_activation_sum=5516252
Round 4 | epoch=13, current m_iou=0.5640465115618971
Round 4 | Best m_IoU is: 0.564, OA is: 0.887 | val costTime=126.76326608657837
Round 4 | ****EPOCH 13****
Step 00048700 L_out=0.030 Acc=0.88 --- 4400.50 ms/batch
Step 00048750 L_out=0.073 Acc=0.79 ---28606.22 ms/batch
Step 00048800 L_out=0.020 Acc=0.83 ---53326.04 ms/batch
Step 00048850 L_out=0.057 Acc=0.87 ---77523.07 ms/batch
Step 00048900 L_out=0.031 Acc=0.83 ---102103.63 ms/batch
Step 00048950 L_out=0.022 Acc=0.88 ---125500.20 ms/batch
Step 00049000 L_out=0.195 Acc=0.72 ---149066.49 ms/batch
Step 00049050 L_out=0.013 Acc=0.90 ---173309.71 ms/batch
Step 00049100 L_out=0.144 Acc=0.77 ---197540.05 ms/batch
Step 00049150 L_out=0.067 Acc=0.81 ---221594.08 ms/batch
Step 00049200 L_out=0.020 Acc=0.85 ---245378.54 ms/batch
Step 00049250 L_out=0.042 Acc=0.94 ---269115.42 ms/batch
Step 00049300 L_out=0.020 Acc=0.90 ---292689.54 ms/batch
Step 00049350 L_out=0.073 Acc=0.86 ---316787.81 ms/batch
Round 4 | epoch=13, train costTime=320.49879717826843, | total_activation_sum=5487356
Round 4 | epoch=14, current m_iou=0.575819731367534
Round 4 | Best m_IoU is: 0.576, OA is: 0.894 | val costTime=134.21322512626648
Round 4 | ****EPOCH 14****
Step 00049400 L_out=0.058 Acc=0.89 ---20443.04 ms/batch
Step 00049450 L_out=0.143 Acc=0.87 ---44293.02 ms/batch
Step 00049500 L_out=0.067 Acc=0.83 ---67757.34 ms/batch
Step 00049550 L_out=0.309 Acc=0.79 ---91732.53 ms/batch
Step 00049600 L_out=0.037 Acc=0.86 ---115123.41 ms/batch
Step 00049650 L_out=0.014 Acc=0.76 ---139514.43 ms/batch
Step 00049700 L_out=0.015 Acc=0.86 ---163608.47 ms/batch
Step 00049750 L_out=0.034 Acc=0.85 ---187767.67 ms/batch
Step 00049800 L_out=0.029 Acc=0.84 ---212071.48 ms/batch
Step 00049850 L_out=0.107 Acc=0.60 ---236350.71 ms/batch
Step 00049900 L_out=0.020 Acc=0.84 ---260417.54 ms/batch
Step 00049950 L_out=0.025 Acc=0.89 ---283937.64 ms/batch
Step 00050000 L_out=0.077 Acc=0.83 ---308317.38 ms/batch
Round 4 | epoch=14, train costTime=320.22753715515137, | total_activation_sum=5547866
Round 4 | epoch=15, current m_iou=0.5749682375961878
Round 4 | Best m_IoU is: 0.576, OA is: 0.894 | val costTime=125.94188570976257
Round 4 | ****EPOCH 15****
Step 00050050 L_out=0.038 Acc=0.91 ---12160.66 ms/batch
Step 00050100 L_out=0.020 Acc=0.83 ---36113.34 ms/batch
Step 00050150 L_out=0.028 Acc=0.87 ---60272.73 ms/batch
Step 00050200 L_out=0.043 Acc=0.88 ---84351.63 ms/batch
Step 00050250 L_out=0.008 Acc=0.90 ---108100.83 ms/batch
Step 00050300 L_out=0.013 Acc=0.89 ---131935.70 ms/batch
Step 00050350 L_out=0.010 Acc=0.92 ---155957.08 ms/batch
Step 00050400 L_out=0.034 Acc=0.87 ---179946.23 ms/batch
Step 00050450 L_out=0.060 Acc=0.83 ---203958.32 ms/batch
Step 00050500 L_out=0.092 Acc=0.76 ---227856.60 ms/batch
Step 00050550 L_out=0.043 Acc=0.78 ---251761.33 ms/batch
Step 00050600 L_out=0.136 Acc=0.81 ---275468.77 ms/batch
Step 00050650 L_out=0.049 Acc=0.87 ---299548.94 ms/batch
Round 4 | epoch=15, train costTime=319.30390334129333, | total_activation_sum=5426218
Round 4 | epoch=16, current m_iou=0.5707286001061982
Round 4 | Best m_IoU is: 0.576, OA is: 0.894 | val costTime=126.74437546730042
Round 4 | ****EPOCH 16****
Step 00050700 L_out=0.192 Acc=0.73 --- 3903.35 ms/batch
Step 00050750 L_out=0.008 Acc=0.87 ---27390.75 ms/batch
Step 00050800 L_out=0.031 Acc=0.92 ---51108.44 ms/batch
Step 00050850 L_out=0.063 Acc=0.80 ---75140.86 ms/batch
Step 00050900 L_out=0.049 Acc=0.87 ---98224.71 ms/batch
Step 00050950 L_out=0.024 Acc=0.85 ---121984.04 ms/batch
Step 00051000 L_out=0.032 Acc=0.85 ---145439.63 ms/batch
Step 00051050 L_out=0.065 Acc=0.75 ---169188.25 ms/batch
Step 00051100 L_out=0.029 Acc=0.85 ---193160.48 ms/batch
Step 00051150 L_out=0.028 Acc=0.84 ---217719.35 ms/batch
Step 00051200 L_out=0.026 Acc=0.90 ---241290.69 ms/batch
Step 00051250 L_out=0.116 Acc=0.78 ---265349.75 ms/batch
Step 00051300 L_out=0.114 Acc=0.91 ---289455.68 ms/batch
Step 00051350 L_out=0.047 Acc=0.91 ---313477.24 ms/batch
Round 4 | epoch=16, train costTime=317.46597838401794, | total_activation_sum=5451182
Round 4 | epoch=17, current m_iou=0.5707090317865987
Round 4 | Best m_IoU is: 0.576, OA is: 0.894 | val costTime=126.13299512863159
Round 4 | ****EPOCH 17****
Step 00051400 L_out=0.021 Acc=0.83 ---19919.24 ms/batch
Step 00051450 L_out=0.020 Acc=0.85 ---43963.79 ms/batch
Step 00051500 L_out=0.036 Acc=0.92 ---68127.52 ms/batch
Step 00051550 L_out=0.075 Acc=0.80 ---91455.97 ms/batch
Step 00051600 L_out=0.004 Acc=0.85 ---115242.98 ms/batch
Step 00051650 L_out=0.031 Acc=0.90 ---139602.72 ms/batch
Step 00051700 L_out=0.011 Acc=0.79 ---163046.95 ms/batch
Step 00051750 L_out=0.051 Acc=0.90 ---186695.92 ms/batch
Step 00051800 L_out=0.019 Acc=0.88 ---212019.41 ms/batch
Step 00051850 L_out=0.036 Acc=0.95 ---238358.40 ms/batch
Step 00051900 L_out=0.036 Acc=0.90 ---264921.53 ms/batch
Step 00051950 L_out=0.049 Acc=0.87 ---288873.85 ms/batch
Step 00052000 L_out=0.028 Acc=0.82 ---312263.76 ms/batch
Round 4 | epoch=17, train costTime=324.4184741973877, | total_activation_sum=5415695
Round 4 | epoch=18, current m_iou=0.5676795973674119
Round 4 | Best m_IoU is: 0.576, OA is: 0.894 | val costTime=126.17039036750793
Round 4 | ****EPOCH 18****
Step 00052050 L_out=0.051 Acc=0.88 ---11547.37 ms/batch
Step 00052100 L_out=0.009 Acc=0.92 ---35161.45 ms/batch
Step 00052150 L_out=0.023 Acc=0.89 ---59581.49 ms/batch
Step 00052200 L_out=0.053 Acc=0.85 ---82859.17 ms/batch
Step 00052250 L_out=0.030 Acc=0.92 ---107178.39 ms/batch
Step 00052300 L_out=0.013 Acc=0.89 ---130764.97 ms/batch
Step 00052350 L_out=0.021 Acc=0.91 ---154964.81 ms/batch
Step 00052400 L_out=0.029 Acc=0.89 ---178538.09 ms/batch
Step 00052450 L_out=0.033 Acc=0.89 ---202237.86 ms/batch
Step 00052500 L_out=0.013 Acc=0.93 ---225053.23 ms/batch
Step 00052550 L_out=0.050 Acc=0.87 ---248489.65 ms/batch
Step 00052600 L_out=0.134 Acc=0.87 ---272273.25 ms/batch
Step 00052650 L_out=0.024 Acc=0.82 ---295815.36 ms/batch
Round 4 | epoch=18, train costTime=316.42320442199707, | total_activation_sum=5576698
Round 4 | epoch=19, current m_iou=0.5705904490067673
Round 4 | Best m_IoU is: 0.576, OA is: 0.894 | val costTime=125.4601821899414
Round 4 | ****EPOCH 19****
Step 00052700 L_out=0.032 Acc=0.92 --- 3319.71 ms/batch
Step 00052750 L_out=0.053 Acc=0.82 ---27380.91 ms/batch
Step 00052800 L_out=0.007 Acc=0.93 ---51477.86 ms/batch
Step 00052850 L_out=0.031 Acc=0.89 ---75729.19 ms/batch
Step 00052900 L_out=0.019 Acc=0.86 ---99872.44 ms/batch
Step 00052950 L_out=0.042 Acc=0.85 ---123641.90 ms/batch
Step 00053000 L_out=0.142 Acc=0.84 ---147251.45 ms/batch
Step 00053050 L_out=0.015 Acc=0.90 ---171416.16 ms/batch
Step 00053100 L_out=0.044 Acc=0.91 ---195253.45 ms/batch
Step 00053150 L_out=0.016 Acc=0.87 ---218556.44 ms/batch
Step 00053200 L_out=0.024 Acc=0.88 ---242560.18 ms/batch
Step 00053250 L_out=0.049 Acc=0.83 ---266611.43 ms/batch
Step 00053300 L_out=0.062 Acc=0.88 ---291364.63 ms/batch
Step 00053350 L_out=0.012 Acc=0.89 ---315813.44 ms/batch
Round 4 | epoch=19, train costTime=320.3087899684906, | total_activation_sum=5467989
Round 4 | epoch=20, current m_iou=0.5816625544698348
Round 4 | Best m_IoU is: 0.582, OA is: 0.898 | val costTime=126.64763140678406
Round 4 | ****EPOCH 20****
Step 00053400 L_out=0.040 Acc=0.89 ---18973.25 ms/batch
Step 00053450 L_out=0.003 Acc=0.86 ---42831.79 ms/batch
Step 00053500 L_out=0.028 Acc=0.89 ---66232.63 ms/batch
Step 00053550 L_out=0.047 Acc=0.81 ---90273.11 ms/batch
Step 00053600 L_out=0.076 Acc=0.76 ---114468.82 ms/batch
Step 00053650 L_out=0.034 Acc=0.85 ---137673.63 ms/batch
Step 00053700 L_out=0.021 Acc=0.88 ---161331.69 ms/batch
Step 00053750 L_out=0.034 Acc=0.89 ---184968.90 ms/batch
Step 00053800 L_out=0.009 Acc=0.89 ---208552.52 ms/batch
Step 00053850 L_out=0.007 Acc=0.87 ---232815.16 ms/batch
Step 00053900 L_out=0.039 Acc=0.87 ---256415.10 ms/batch
Step 00053950 L_out=0.046 Acc=0.87 ---280287.70 ms/batch
Step 00054000 L_out=0.021 Acc=0.81 ---304078.63 ms/batch
Round 4 | epoch=20, train costTime=317.02238845825195, | total_activation_sum=5435279
Round 4 | epoch=21, current m_iou=0.576594245653508
Round 4 | Best m_IoU is: 0.582, OA is: 0.898 | val costTime=125.55702519416809
Round 4 | ****EPOCH 21****
Step 00054050 L_out=0.023 Acc=0.86 ---11296.97 ms/batch
Step 00054100 L_out=0.031 Acc=0.93 ---34692.28 ms/batch
Step 00054150 L_out=0.024 Acc=0.87 ---58732.81 ms/batch
Step 00054200 L_out=0.021 Acc=0.90 ---83969.04 ms/batch
Step 00054250 L_out=0.074 Acc=0.85 ---109720.41 ms/batch
Step 00054300 L_out=0.055 Acc=0.83 ---135359.32 ms/batch
Step 00054350 L_out=0.006 Acc=0.83 ---159413.40 ms/batch
Step 00054400 L_out=0.009 Acc=0.89 ---182646.51 ms/batch
Step 00054450 L_out=0.135 Acc=0.82 ---206507.99 ms/batch
Step 00054500 L_out=0.047 Acc=0.75 ---230434.94 ms/batch
Step 00054550 L_out=0.036 Acc=0.85 ---254515.61 ms/batch
Step 00054600 L_out=0.047 Acc=0.93 ---278679.56 ms/batch
Step 00054650 L_out=0.024 Acc=0.92 ---302828.97 ms/batch
Round 4 | epoch=21, train costTime=324.5868196487427, | total_activation_sum=5522047
Round 4 | epoch=22, current m_iou=0.5721258590974732
Round 4 | Best m_IoU is: 0.582, OA is: 0.898 | val costTime=126.20651006698608
Round 4 | ****EPOCH 22****
Step 00054700 L_out=0.063 Acc=0.83 --- 2842.26 ms/batch
Step 00054750 L_out=0.024 Acc=0.86 ---26627.31 ms/batch
Step 00054800 L_out=0.019 Acc=0.91 ---50283.29 ms/batch
Step 00054850 L_out=0.025 Acc=0.93 ---73970.85 ms/batch
Step 00054900 L_out=0.056 Acc=0.88 ---98130.71 ms/batch
Step 00054950 L_out=0.034 Acc=0.84 ---121463.97 ms/batch
Step 00055000 L_out=0.007 Acc=0.92 ---145437.70 ms/batch
Step 00055050 L_out=0.054 Acc=0.92 ---169338.95 ms/batch
Step 00055100 L_out=0.032 Acc=0.93 ---193933.44 ms/batch
Step 00055150 L_out=0.017 Acc=0.88 ---218367.81 ms/batch
Step 00055200 L_out=0.020 Acc=0.92 ---242912.42 ms/batch
Step 00055250 L_out=0.042 Acc=0.86 ---266804.93 ms/batch
Step 00055300 L_out=0.210 Acc=0.87 ---290599.35 ms/batch
Step 00055350 L_out=0.044 Acc=0.84 ---315208.15 ms/batch
Round 4 | epoch=22, train costTime=320.62255811691284, | total_activation_sum=5523189
Round 4 | epoch=23, current m_iou=0.5698983990079566
Round 4 | Best m_IoU is: 0.582, OA is: 0.898 | val costTime=126.63564467430115
Round 4 | ****EPOCH 23****
Step 00055400 L_out=0.024 Acc=0.91 ---18586.33 ms/batch
Step 00055450 L_out=0.007 Acc=0.95 ---42511.75 ms/batch
Step 00055500 L_out=0.024 Acc=0.84 ---66664.67 ms/batch
Step 00055550 L_out=0.002 Acc=0.94 ---90459.77 ms/batch
Step 00055600 L_out=0.046 Acc=0.91 ---114189.28 ms/batch
Step 00055650 L_out=0.034 Acc=0.87 ---138271.35 ms/batch
Step 00055700 L_out=0.016 Acc=0.83 ---161846.27 ms/batch
Step 00055750 L_out=0.025 Acc=0.90 ---185517.96 ms/batch
Step 00055800 L_out=0.009 Acc=0.93 ---209355.64 ms/batch
Step 00055850 L_out=0.016 Acc=0.81 ---233536.51 ms/batch
Step 00055900 L_out=0.009 Acc=0.87 ---257473.66 ms/batch
Step 00055950 L_out=0.006 Acc=0.92 ---281460.31 ms/batch
Step 00056000 L_out=0.034 Acc=0.91 ---305206.75 ms/batch
Round 4 | epoch=23, train costTime=318.43928694725037, | total_activation_sum=5382693
Round 4 | epoch=24, current m_iou=0.5700261239788393
Round 4 | Best m_IoU is: 0.582, OA is: 0.898 | val costTime=126.67810201644897
Round 4 | ****EPOCH 24****
Step 00056050 L_out=0.013 Acc=0.89 ---10451.95 ms/batch
Step 00056100 L_out=0.026 Acc=0.79 ---34288.96 ms/batch
Step 00056150 L_out=0.069 Acc=0.75 ---58749.69 ms/batch
Step 00056200 L_out=0.041 Acc=0.89 ---82431.93 ms/batch
Step 00056250 L_out=0.006 Acc=0.88 ---106242.57 ms/batch
Step 00056300 L_out=0.016 Acc=0.92 ---130134.16 ms/batch
Step 00056350 L_out=0.100 Acc=0.89 ---153955.47 ms/batch
Step 00056400 L_out=0.075 Acc=0.90 ---178168.58 ms/batch
Step 00056450 L_out=0.015 Acc=0.94 ---202339.99 ms/batch
Step 00056500 L_out=0.135 Acc=0.81 ---226501.32 ms/batch
Step 00056550 L_out=0.058 Acc=0.84 ---250111.10 ms/batch
Step 00056600 L_out=0.134 Acc=0.79 ---273584.94 ms/batch
Step 00056650 L_out=0.034 Acc=0.89 ---297283.89 ms/batch
Round 4 | epoch=24, train costTime=319.171103477478, | total_activation_sum=5524946
Round 4 | epoch=25, current m_iou=0.5657792743141105
Round 4 | Best m_IoU is: 0.582, OA is: 0.898 | val costTime=132.43368124961853
Round 4 | ****EPOCH 25****
Step 00056700 L_out=0.009 Acc=0.78 --- 2695.95 ms/batch
Step 00056750 L_out=0.068 Acc=0.90 ---27123.91 ms/batch
Step 00056800 L_out=0.033 Acc=0.85 ---50850.27 ms/batch
Step 00056850 L_out=0.068 Acc=0.81 ---74711.92 ms/batch
Step 00056900 L_out=0.059 Acc=0.87 ---97923.72 ms/batch
Step 00056950 L_out=0.043 Acc=0.92 ---121947.53 ms/batch
Step 00057000 L_out=0.035 Acc=0.87 ---146000.30 ms/batch
Step 00057050 L_out=0.046 Acc=0.86 ---169530.49 ms/batch
Step 00057100 L_out=0.008 Acc=0.89 ---193429.87 ms/batch
Step 00057150 L_out=0.087 Acc=0.91 ---217410.93 ms/batch
Step 00057200 L_out=0.010 Acc=0.93 ---240906.60 ms/batch
Step 00057250 L_out=0.041 Acc=0.87 ---264636.64 ms/batch
Step 00057300 L_out=0.042 Acc=0.86 ---289057.50 ms/batch
Step 00057350 L_out=0.097 Acc=0.89 ---312704.05 ms/batch
Round 4 | epoch=25, train costTime=318.4131305217743, | total_activation_sum=5484008
Round 4 | epoch=26, current m_iou=0.5614410237368702
Round 4 | Best m_IoU is: 0.582, OA is: 0.898 | val costTime=126.68186783790588
Round 4 | ****EPOCH 26****
Step 00057400 L_out=0.026 Acc=0.85 ---18566.25 ms/batch
Step 00057450 L_out=0.136 Acc=0.76 ---43049.08 ms/batch
Step 00057500 L_out=0.008 Acc=0.89 ---67568.18 ms/batch
Step 00057550 L_out=0.004 Acc=0.90 ---91321.31 ms/batch
Step 00057600 L_out=0.015 Acc=0.86 ---114951.62 ms/batch
Step 00057650 L_out=0.070 Acc=0.84 ---138778.96 ms/batch
Step 00057700 L_out=0.076 Acc=0.88 ---162905.31 ms/batch
Step 00057750 L_out=0.010 Acc=0.83 ---187171.38 ms/batch
Step 00057800 L_out=0.029 Acc=0.86 ---211030.75 ms/batch
Step 00057850 L_out=0.038 Acc=0.91 ---234971.56 ms/batch
Step 00057900 L_out=0.047 Acc=0.81 ---258623.28 ms/batch
Step 00057950 L_out=0.029 Acc=0.83 ---282514.94 ms/batch
Step 00058000 L_out=0.020 Acc=0.86 ---306752.91 ms/batch
Round 4 | epoch=26, train costTime=320.88078260421753, | total_activation_sum=5534567
Round 4 | epoch=27, current m_iou=0.5649561244713546
Round 4 | Best m_IoU is: 0.582, OA is: 0.898 | val costTime=127.2141444683075
Round 4 | ****EPOCH 27****
Step 00058050 L_out=0.090 Acc=0.75 --- 9849.17 ms/batch
Step 00058100 L_out=0.013 Acc=0.89 ---33777.36 ms/batch
Step 00058150 L_out=0.008 Acc=0.90 ---57492.44 ms/batch
Step 00058200 L_out=0.014 Acc=0.91 ---81321.71 ms/batch
Step 00058250 L_out=0.008 Acc=0.89 ---105063.67 ms/batch
Step 00058300 L_out=0.031 Acc=0.87 ---128593.02 ms/batch
Step 00058350 L_out=0.068 Acc=0.82 ---152511.14 ms/batch
Step 00058400 L_out=0.010 Acc=0.92 ---176823.99 ms/batch
Step 00058450 L_out=0.127 Acc=0.77 ---200439.27 ms/batch
Step 00058500 L_out=0.026 Acc=0.85 ---224562.78 ms/batch
Step 00058550 L_out=0.038 Acc=0.86 ---248397.16 ms/batch
Step 00058600 L_out=0.019 Acc=0.95 ---272277.83 ms/batch
Step 00058650 L_out=0.034 Acc=0.89 ---295885.24 ms/batch
Round 4 | epoch=27, train costTime=317.834997177124, | total_activation_sum=5507687
Round 4 | epoch=28, current m_iou=0.5693450778616455
Round 4 | Best m_IoU is: 0.582, OA is: 0.898 | val costTime=126.74600172042847
Round 4 | ****EPOCH 28****
Step 00058700 L_out=0.044 Acc=0.76 --- 1884.93 ms/batch
Step 00058750 L_out=0.031 Acc=0.94 ---26270.51 ms/batch
Step 00058800 L_out=0.009 Acc=0.94 ---50230.09 ms/batch
Step 00058850 L_out=0.033 Acc=0.88 ---73822.52 ms/batch
Step 00058900 L_out=0.009 Acc=0.91 ---98068.93 ms/batch
Step 00058950 L_out=0.136 Acc=0.81 ---121996.45 ms/batch
Step 00059000 L_out=0.005 Acc=0.96 ---145393.18 ms/batch
Step 00059050 L_out=0.007 Acc=0.89 ---169407.65 ms/batch
Step 00059100 L_out=0.036 Acc=0.84 ---193827.90 ms/batch
Step 00059150 L_out=0.017 Acc=0.87 ---217001.87 ms/batch
Step 00059200 L_out=0.048 Acc=0.85 ---240964.74 ms/batch
Step 00059250 L_out=0.018 Acc=0.90 ---266485.41 ms/batch
Step 00059300 L_out=0.040 Acc=0.89 ---292856.17 ms/batch
Step 00059350 L_out=0.035 Acc=0.79 ---318872.59 ms/batch
Round 4 | epoch=28, train costTime=325.62189984321594, | total_activation_sum=5454603
Round 4 | epoch=29, current m_iou=0.5647768413869241
Round 4 | Best m_IoU is: 0.582, OA is: 0.898 | val costTime=117.35146832466125
Round 4 | ****EPOCH 29****
Step 00059400 L_out=0.037 Acc=0.83 ---17562.08 ms/batch
Step 00059450 L_out=0.025 Acc=0.87 ---41053.72 ms/batch
Step 00059500 L_out=0.018 Acc=0.89 ---64733.22 ms/batch
Step 00059550 L_out=0.007 Acc=0.91 ---88572.14 ms/batch
Step 00059600 L_out=0.047 Acc=0.87 ---112333.73 ms/batch
Step 00059650 L_out=0.045 Acc=0.86 ---135884.74 ms/batch
Step 00059700 L_out=0.044 Acc=0.87 ---159619.50 ms/batch
Step 00059750 L_out=0.093 Acc=0.86 ---183493.44 ms/batch
Step 00059800 L_out=0.039 Acc=0.84 ---206953.90 ms/batch
Step 00059850 L_out=0.011 Acc=0.90 ---230675.53 ms/batch
Step 00059900 L_out=0.026 Acc=0.80 ---254172.64 ms/batch
Step 00059950 L_out=0.044 Acc=0.86 ---277849.59 ms/batch
Step 00060000 L_out=0.043 Acc=0.91 ---301539.95 ms/batch
Round 4 | epoch=29, train costTime=315.8366222381592, | total_activation_sum=5458397
Round 4 | epoch=30, current m_iou=0.5666141812004392
Round 4 | Best m_IoU is: 0.582, OA is: 0.898 | val costTime=117.46390676498413
Round 4 | ****EPOCH 30****
Round 5 | ****EPOCH 0****
Step 00060050 L_out=0.046 Acc=0.91 --- 9490.07 ms/batch
Step 00060100 L_out=1.200 Acc=0.64 ---33465.47 ms/batch
Step 00060150 L_out=0.248 Acc=0.49 ---57178.24 ms/batch
Step 00060200 L_out=1.104 Acc=0.54 ---81002.04 ms/batch
Step 00060250 L_out=0.079 Acc=0.70 ---104943.59 ms/batch
Step 00060300 L_out=0.126 Acc=0.47 ---128716.42 ms/batch
Step 00060350 L_out=0.236 Acc=0.53 ---152671.02 ms/batch
Step 00060400 L_out=0.140 Acc=0.70 ---176772.62 ms/batch
Step 00060450 L_out=0.345 Acc=0.79 ---200503.07 ms/batch
Step 00060500 L_out=0.068 Acc=0.84 ---224526.75 ms/batch
Step 00060550 L_out=0.178 Acc=0.83 ---248068.93 ms/batch
Step 00060600 L_out=0.068 Acc=0.78 ---271986.39 ms/batch
Step 00060650 L_out=0.512 Acc=0.69 ---295868.11 ms/batch
Round 5 | epoch=0, train costTime=318.39697909355164, | total_activation_sum=7152627
Round 5 | epoch=1, current m_iou=0.493656948700016
Round 5 | Best m_IoU is: 0.494, OA is: 0.860 | val costTime=117.46616840362549
Round 5 | ****EPOCH 1****
Step 00060700 L_out=0.350 Acc=0.77 --- 1405.08 ms/batch
Step 00060750 L_out=0.192 Acc=0.75 ---25020.97 ms/batch
Step 00060800 L_out=0.191 Acc=0.54 ---48753.33 ms/batch
Step 00060850 L_out=0.977 Acc=0.66 ---72388.75 ms/batch
Step 00060900 L_out=0.150 Acc=0.81 ---96143.16 ms/batch
Step 00060950 L_out=0.051 Acc=0.82 ---119705.17 ms/batch
Step 00061000 L_out=0.032 Acc=0.80 ---143397.88 ms/batch
Step 00061050 L_out=0.202 Acc=0.85 ---167232.93 ms/batch
Step 00061100 L_out=0.124 Acc=0.83 ---190966.23 ms/batch
Step 00061150 L_out=0.045 Acc=0.87 ---214459.46 ms/batch
Step 00061200 L_out=0.307 Acc=0.73 ---238137.89 ms/batch
Step 00061250 L_out=0.138 Acc=0.74 ---261913.08 ms/batch
Step 00061300 L_out=0.073 Acc=0.83 ---285491.42 ms/batch
Step 00061350 L_out=0.163 Acc=0.69 ---309171.59 ms/batch
Round 5 | epoch=1, train costTime=315.86015701293945, | total_activation_sum=6506849
Round 5 | epoch=2, current m_iou=0.5631042445104391
Round 5 | Best m_IoU is: 0.563, OA is: 0.884 | val costTime=117.87018871307373
Round 5 | ****EPOCH 2****
Step 00061400 L_out=0.088 Acc=0.73 ---17232.49 ms/batch
Step 00061450 L_out=0.163 Acc=0.92 ---40977.25 ms/batch
Step 00061500 L_out=0.085 Acc=0.87 ---64385.93 ms/batch
Step 00061550 L_out=0.130 Acc=0.86 ---88039.42 ms/batch
Step 00061600 L_out=0.026 Acc=0.86 ---111443.43 ms/batch
Step 00061650 L_out=0.157 Acc=0.81 ---135113.09 ms/batch
Step 00061700 L_out=0.033 Acc=0.82 ---158784.50 ms/batch
Step 00061750 L_out=0.164 Acc=0.85 ---182554.65 ms/batch
Step 00061800 L_out=0.105 Acc=0.79 ---206477.70 ms/batch
Step 00061850 L_out=0.108 Acc=0.82 ---230042.66 ms/batch
Step 00061900 L_out=0.144 Acc=0.89 ---253826.46 ms/batch
Step 00061950 L_out=0.011 Acc=0.82 ---277499.82 ms/batch
Step 00062000 L_out=0.306 Acc=0.89 ---301276.18 ms/batch
Round 5 | epoch=2, train costTime=316.0778431892395, | total_activation_sum=6556581
Round 5 | epoch=3, current m_iou=0.5379328686332293
Round 5 | Best m_IoU is: 0.563, OA is: 0.884 | val costTime=117.35486674308777
Round 5 | ****EPOCH 3****
Step 00062050 L_out=0.133 Acc=0.75 --- 9011.82 ms/batch
Step 00062100 L_out=0.123 Acc=0.89 ---32545.59 ms/batch
Step 00062150 L_out=0.112 Acc=0.83 ---56283.76 ms/batch
Step 00062200 L_out=0.052 Acc=0.79 ---79966.23 ms/batch
Step 00062250 L_out=0.180 Acc=0.58 ---103706.07 ms/batch
Step 00062300 L_out=0.020 Acc=0.76 ---127335.41 ms/batch
Step 00062350 L_out=0.067 Acc=0.82 ---151057.83 ms/batch
Step 00062400 L_out=0.274 Acc=0.69 ---174630.45 ms/batch
Step 00062450 L_out=0.259 Acc=0.77 ---198213.05 ms/batch
Step 00062500 L_out=0.071 Acc=0.79 ---222075.56 ms/batch
Step 00062550 L_out=0.115 Acc=0.81 ---245846.12 ms/batch
Step 00062600 L_out=0.068 Acc=0.80 ---269615.85 ms/batch
Step 00062650 L_out=0.087 Acc=0.85 ---293031.02 ms/batch
Round 5 | epoch=3, train costTime=315.67041873931885, | total_activation_sum=6591853
Round 5 | epoch=4, current m_iou=0.5321475649800094
Round 5 | Best m_IoU is: 0.563, OA is: 0.884 | val costTime=117.41439628601074
Round 5 | ****EPOCH 4****
Step 00062700 L_out=0.054 Acc=0.88 ---  954.86 ms/batch
Step 00062750 L_out=0.038 Acc=0.95 ---24391.35 ms/batch
Step 00062800 L_out=0.123 Acc=0.69 ---48165.41 ms/batch
Step 00062850 L_out=0.035 Acc=0.85 ---72021.29 ms/batch
Step 00062900 L_out=0.136 Acc=0.72 ---95732.39 ms/batch
Step 00062950 L_out=0.037 Acc=0.79 ---119459.82 ms/batch
Step 00063000 L_out=0.021 Acc=0.87 ---143160.27 ms/batch
Step 00063050 L_out=0.121 Acc=0.84 ---166688.68 ms/batch
Step 00063100 L_out=0.045 Acc=0.86 ---190110.50 ms/batch
Step 00063150 L_out=0.095 Acc=0.88 ---213837.22 ms/batch
Step 00063200 L_out=0.017 Acc=0.87 ---237629.19 ms/batch
Step 00063250 L_out=0.014 Acc=0.89 ---261447.30 ms/batch
Step 00063300 L_out=0.059 Acc=0.81 ---285415.34 ms/batch
Step 00063350 L_out=0.120 Acc=0.71 ---309148.07 ms/batch
Round 5 | epoch=4, train costTime=316.3307476043701, | total_activation_sum=6550156
Round 5 | epoch=5, current m_iou=0.5376554154294146
Round 5 | Best m_IoU is: 0.563, OA is: 0.884 | val costTime=117.15148735046387
Round 5 | ****EPOCH 5****
Step 00063400 L_out=0.208 Acc=0.79 ---16518.17 ms/batch
Step 00063450 L_out=0.019 Acc=0.86 ---40160.98 ms/batch
Step 00063500 L_out=0.124 Acc=0.88 ---63856.15 ms/batch
Step 00063550 L_out=0.107 Acc=0.83 ---87437.31 ms/batch
Step 00063600 L_out=0.239 Acc=0.85 ---111090.35 ms/batch
Step 00063650 L_out=0.131 Acc=0.90 ---134734.27 ms/batch
Step 00063700 L_out=0.904 Acc=0.69 ---158564.73 ms/batch
Step 00063750 L_out=0.152 Acc=0.82 ---182114.86 ms/batch
Step 00063800 L_out=0.002 Acc=0.91 ---205829.05 ms/batch
Step 00063850 L_out=0.007 Acc=0.95 ---229444.14 ms/batch
Step 00063900 L_out=0.111 Acc=0.89 ---252872.29 ms/batch
Step 00063950 L_out=0.057 Acc=0.86 ---276539.82 ms/batch
Step 00064000 L_out=0.174 Acc=0.87 ---300270.71 ms/batch
Round 5 | epoch=5, train costTime=315.6361451148987, | total_activation_sum=6554928
Round 5 | epoch=6, current m_iou=0.5409597699243045
Round 5 | Best m_IoU is: 0.563, OA is: 0.884 | val costTime=117.63742160797119
Round 5 | ****EPOCH 6****
Step 00064050 L_out=0.296 Acc=0.74 --- 8504.14 ms/batch
Step 00064100 L_out=0.041 Acc=0.89 ---32179.18 ms/batch
Step 00064150 L_out=0.055 Acc=0.78 ---55765.52 ms/batch
Step 00064200 L_out=0.029 Acc=0.87 ---79472.37 ms/batch
Step 00064250 L_out=0.049 Acc=0.81 ---103234.48 ms/batch
Step 00064300 L_out=0.041 Acc=0.92 ---126874.18 ms/batch
Step 00064350 L_out=0.167 Acc=0.89 ---150582.81 ms/batch
Step 00064400 L_out=0.069 Acc=0.81 ---174252.88 ms/batch
Step 00064450 L_out=0.015 Acc=0.90 ---198131.72 ms/batch
Step 00064500 L_out=0.071 Acc=0.91 ---221626.18 ms/batch
Step 00064550 L_out=0.246 Acc=0.72 ---245256.99 ms/batch
Step 00064600 L_out=0.054 Acc=0.79 ---268871.69 ms/batch
Step 00064650 L_out=0.063 Acc=0.91 ---292698.49 ms/batch
Round 5 | epoch=6, train costTime=315.9478623867035, | total_activation_sum=6515060
Round 5 | epoch=7, current m_iou=0.5309273371083679
Round 5 | Best m_IoU is: 0.563, OA is: 0.884 | val costTime=116.89284229278564
Round 5 | ****EPOCH 7****
Step 00064700 L_out=0.101 Acc=0.88 ---  463.64 ms/batch
Step 00064750 L_out=0.039 Acc=0.91 ---24163.34 ms/batch
Step 00064800 L_out=0.053 Acc=0.90 ---47768.02 ms/batch
Step 00064850 L_out=0.279 Acc=0.78 ---71362.56 ms/batch
Step 00064900 L_out=0.140 Acc=0.61 ---95008.82 ms/batch
Step 00064950 L_out=0.025 Acc=0.85 ---118803.78 ms/batch
Step 00065000 L_out=0.109 Acc=0.76 ---142505.66 ms/batch
Step 00065050 L_out=0.049 Acc=0.83 ---166187.79 ms/batch
Step 00065100 L_out=0.074 Acc=0.83 ---189832.19 ms/batch
Step 00065150 L_out=0.047 Acc=0.87 ---213327.42 ms/batch
Step 00065200 L_out=0.160 Acc=0.78 ---236857.07 ms/batch
Step 00065250 L_out=0.072 Acc=0.86 ---260677.78 ms/batch
Step 00065300 L_out=0.026 Acc=0.81 ---284309.83 ms/batch
Step 00065350 L_out=0.069 Acc=0.87 ---308181.72 ms/batch
Round 5 | epoch=7, train costTime=315.7245886325836, | total_activation_sum=6694012
Round 5 | epoch=8, current m_iou=0.5605282360844269
Round 5 | Best m_IoU is: 0.563, OA is: 0.884 | val costTime=117.03321671485901
Round 5 | ****EPOCH 8****
Step 00065400 L_out=0.062 Acc=0.76 ---16029.39 ms/batch
Step 00065450 L_out=0.218 Acc=0.88 ---39826.06 ms/batch
Step 00065500 L_out=0.039 Acc=0.80 ---63385.61 ms/batch
Step 00065550 L_out=0.031 Acc=0.87 ---87199.53 ms/batch
Step 00065600 L_out=0.328 Acc=0.39 ---110868.81 ms/batch
Step 00065650 L_out=0.063 Acc=0.85 ---134839.42 ms/batch
Step 00065700 L_out=0.070 Acc=0.79 ---158405.69 ms/batch
Step 00065750 L_out=0.078 Acc=0.86 ---182032.39 ms/batch
Step 00065800 L_out=0.046 Acc=0.91 ---205776.67 ms/batch
Step 00065850 L_out=0.087 Acc=0.89 ---229395.88 ms/batch
Step 00065900 L_out=0.166 Acc=0.70 ---253115.44 ms/batch
Step 00065950 L_out=0.055 Acc=0.83 ---276849.04 ms/batch
Step 00066000 L_out=0.473 Acc=0.51 ---300647.45 ms/batch
Round 5 | epoch=8, train costTime=316.2785542011261, | total_activation_sum=6535819
Round 5 | epoch=9, current m_iou=0.5631257961383883
Round 5 | Best m_IoU is: 0.563, OA is: 0.886 | val costTime=118.00646018981934
Round 5 | ****EPOCH 9****
Step 00066050 L_out=0.029 Acc=0.89 --- 8028.43 ms/batch
Step 00066100 L_out=0.009 Acc=0.86 ---31690.22 ms/batch
Step 00066150 L_out=0.083 Acc=0.81 ---55246.53 ms/batch
Step 00066200 L_out=0.015 Acc=0.94 ---78722.55 ms/batch
Step 00066250 L_out=0.087 Acc=0.84 ---102606.14 ms/batch
Step 00066300 L_out=0.078 Acc=0.91 ---126139.18 ms/batch
Step 00066350 L_out=0.049 Acc=0.92 ---149881.26 ms/batch
Step 00066400 L_out=0.133 Acc=0.88 ---173536.86 ms/batch
Step 00066450 L_out=0.042 Acc=0.91 ---197369.50 ms/batch
Step 00066500 L_out=0.014 Acc=0.91 ---221000.03 ms/batch
Step 00066550 L_out=0.032 Acc=0.91 ---244689.25 ms/batch
Step 00066600 L_out=0.114 Acc=0.91 ---268109.98 ms/batch
Step 00066650 L_out=0.023 Acc=0.83 ---291896.93 ms/batch
Step 00066700 L_out=0.039 Acc=0.93 ---315668.54 ms/batch
Round 5 | epoch=9, train costTime=315.66897463798523, | total_activation_sum=6583581
Round 5 | epoch=10, current m_iou=0.5758712175249875
Round 5 | Best m_IoU is: 0.576, OA is: 0.891 | val costTime=117.30670881271362
Round 5 | ****EPOCH 10****
Step 00066750 L_out=0.129 Acc=0.87 ---23758.49 ms/batch
Step 00066800 L_out=0.041 Acc=0.87 ---47440.23 ms/batch
Step 00066850 L_out=0.048 Acc=0.89 ---71211.37 ms/batch
Step 00066900 L_out=0.013 Acc=0.86 ---94703.08 ms/batch
Step 00066950 L_out=0.310 Acc=0.89 ---118498.56 ms/batch
Step 00067000 L_out=0.142 Acc=0.86 ---142078.40 ms/batch
Step 00067050 L_out=0.132 Acc=0.85 ---165818.88 ms/batch
Step 00067100 L_out=0.020 Acc=0.91 ---189539.91 ms/batch
Step 00067150 L_out=0.072 Acc=0.90 ---213363.84 ms/batch
Step 00067200 L_out=0.034 Acc=0.88 ---236682.21 ms/batch
Step 00067250 L_out=0.068 Acc=0.85 ---260375.65 ms/batch
Step 00067300 L_out=0.071 Acc=0.87 ---283931.57 ms/batch
Step 00067350 L_out=0.086 Acc=0.77 ---307454.53 ms/batch
Round 5 | epoch=10, train costTime=315.59059405326843, | total_activation_sum=6583282
Round 5 | epoch=11, current m_iou=0.5886478536450797
Round 5 | Best m_IoU is: 0.589, OA is: 0.895 | val costTime=117.71100306510925
Round 5 | ****EPOCH 11****
Step 00067400 L_out=0.080 Acc=0.76 ---15626.57 ms/batch
Step 00067450 L_out=0.052 Acc=0.86 ---39383.00 ms/batch
Step 00067500 L_out=0.080 Acc=0.87 ---63092.17 ms/batch
Step 00067550 L_out=0.054 Acc=0.87 ---86756.89 ms/batch
Step 00067600 L_out=0.063 Acc=0.87 ---110601.12 ms/batch
Step 00067650 L_out=0.054 Acc=0.91 ---134347.23 ms/batch
Step 00067700 L_out=0.159 Acc=0.81 ---158012.52 ms/batch
Step 00067750 L_out=0.011 Acc=0.89 ---181583.89 ms/batch
Step 00067800 L_out=0.006 Acc=0.94 ---205260.04 ms/batch
Step 00067850 L_out=0.057 Acc=0.91 ---228784.31 ms/batch
Step 00067900 L_out=0.079 Acc=0.82 ---252479.16 ms/batch
Step 00067950 L_out=0.040 Acc=0.90 ---276157.01 ms/batch
Step 00068000 L_out=0.010 Acc=0.85 ---299809.31 ms/batch
Round 5 | epoch=11, train costTime=315.9983696937561, | total_activation_sum=6500284
Round 5 | epoch=12, current m_iou=0.5847699253280487
Round 5 | Best m_IoU is: 0.589, OA is: 0.895 | val costTime=117.40194702148438
Round 5 | ****EPOCH 12****
Step 00068050 L_out=0.158 Acc=0.67 --- 7511.03 ms/batch
Step 00068100 L_out=0.067 Acc=0.85 ---31193.86 ms/batch
Step 00068150 L_out=0.060 Acc=0.88 ---54615.75 ms/batch
Step 00068200 L_out=0.222 Acc=0.91 ---78178.27 ms/batch
Step 00068250 L_out=0.065 Acc=0.93 ---101760.13 ms/batch
Step 00068300 L_out=0.011 Acc=0.84 ---125558.90 ms/batch
Step 00068350 L_out=0.041 Acc=0.89 ---149234.98 ms/batch
Step 00068400 L_out=0.018 Acc=0.86 ---173120.95 ms/batch
Step 00068450 L_out=0.179 Acc=0.73 ---196831.95 ms/batch
Step 00068500 L_out=0.141 Acc=0.85 ---220430.75 ms/batch
Step 00068550 L_out=0.136 Acc=0.90 ---244161.97 ms/batch
Step 00068600 L_out=0.013 Acc=0.94 ---267699.24 ms/batch
Step 00068650 L_out=0.032 Acc=0.86 ---291330.05 ms/batch
Step 00068700 L_out=0.014 Acc=0.84 ---315197.38 ms/batch
Round 5 | epoch=12, train costTime=315.68149185180664, | total_activation_sum=6582743
Round 5 | epoch=13, current m_iou=0.5723140742735957
Round 5 | Best m_IoU is: 0.589, OA is: 0.895 | val costTime=116.52623248100281
Round 5 | ****EPOCH 13****
Step 00068750 L_out=0.016 Acc=0.94 ---23148.86 ms/batch
Step 00068800 L_out=0.027 Acc=0.84 ---46684.94 ms/batch
Step 00068850 L_out=0.069 Acc=0.83 ---70447.56 ms/batch
Step 00068900 L_out=0.117 Acc=0.61 ---94268.33 ms/batch
Step 00068950 L_out=0.016 Acc=0.91 ---118281.13 ms/batch
Step 00069000 L_out=0.032 Acc=0.91 ---142088.34 ms/batch
Step 00069050 L_out=0.031 Acc=0.85 ---165903.48 ms/batch
Step 00069100 L_out=0.132 Acc=0.91 ---189674.78 ms/batch
Step 00069150 L_out=0.101 Acc=0.79 ---213249.20 ms/batch
Step 00069200 L_out=0.036 Acc=0.84 ---236938.88 ms/batch
Step 00069250 L_out=0.016 Acc=0.92 ---260684.14 ms/batch
Step 00069300 L_out=0.030 Acc=0.87 ---284295.51 ms/batch
Step 00069350 L_out=0.111 Acc=0.89 ---308093.27 ms/batch
Round 5 | epoch=13, train costTime=316.66473484039307, | total_activation_sum=6649416
Round 5 | epoch=14, current m_iou=0.5710156860928448
Round 5 | Best m_IoU is: 0.589, OA is: 0.895 | val costTime=117.73973083496094
Round 5 | ****EPOCH 14****
Step 00069400 L_out=0.036 Acc=0.88 ---15174.05 ms/batch
Step 00069450 L_out=0.028 Acc=0.81 ---38599.72 ms/batch
Step 00069500 L_out=0.021 Acc=0.91 ---62255.68 ms/batch
Step 00069550 L_out=0.081 Acc=0.91 ---85912.77 ms/batch
Step 00069600 L_out=0.053 Acc=0.87 ---109636.20 ms/batch
Step 00069650 L_out=0.020 Acc=0.88 ---133447.93 ms/batch
Step 00069700 L_out=0.019 Acc=0.92 ---157233.44 ms/batch
Step 00069750 L_out=0.051 Acc=0.92 ---180805.76 ms/batch
Step 00069800 L_out=0.091 Acc=0.90 ---204362.37 ms/batch
Step 00069850 L_out=0.036 Acc=0.91 ---227976.67 ms/batch
Step 00069900 L_out=0.092 Acc=0.88 ---251745.22 ms/batch
Step 00069950 L_out=0.039 Acc=0.83 ---275201.55 ms/batch
Step 00070000 L_out=0.052 Acc=0.91 ---298698.56 ms/batch
Round 5 | epoch=14, train costTime=315.16209268569946, | total_activation_sum=6558768
Round 5 | epoch=15, current m_iou=0.5712225782663711
Round 5 | Best m_IoU is: 0.589, OA is: 0.895 | val costTime=117.21311736106873
Round 5 | ****EPOCH 15****
Step 00070050 L_out=0.020 Acc=0.90 --- 7016.58 ms/batch
Step 00070100 L_out=0.009 Acc=0.86 ---30694.66 ms/batch
Step 00070150 L_out=0.033 Acc=0.89 ---54599.79 ms/batch
Step 00070200 L_out=0.025 Acc=0.90 ---77928.71 ms/batch
Step 00070250 L_out=0.049 Acc=0.87 ---99902.78 ms/batch
Step 00070300 L_out=0.090 Acc=0.88 ---122219.76 ms/batch
Step 00070350 L_out=0.015 Acc=0.89 ---144295.08 ms/batch
Step 00070400 L_out=0.012 Acc=0.86 ---166319.72 ms/batch
Step 00070450 L_out=0.044 Acc=0.84 ---188303.32 ms/batch
Step 00070500 L_out=0.047 Acc=0.86 ---210469.70 ms/batch
Step 00070550 L_out=0.014 Acc=0.86 ---232550.42 ms/batch
Step 00070600 L_out=0.046 Acc=0.86 ---254562.52 ms/batch
Step 00070650 L_out=0.064 Acc=0.90 ---276668.19 ms/batch
Step 00070700 L_out=0.038 Acc=0.93 ---298745.93 ms/batch
Round 5 | epoch=15, train costTime=299.6433024406433, | total_activation_sum=6626659
Round 5 | epoch=16, current m_iou=0.5788499880594777
Round 5 | Best m_IoU is: 0.589, OA is: 0.895 | val costTime=117.79159569740295
Round 5 | ****EPOCH 16****
Step 00070750 L_out=0.039 Acc=0.89 ---21291.06 ms/batch
Step 00070800 L_out=0.037 Acc=0.94 ---43198.04 ms/batch
Step 00070850 L_out=0.035 Acc=0.95 ---65161.95 ms/batch
Step 00070900 L_out=0.035 Acc=0.91 ---87243.43 ms/batch
Step 00070950 L_out=0.011 Acc=0.90 ---109214.25 ms/batch
Step 00071000 L_out=0.046 Acc=0.90 ---131358.54 ms/batch
Step 00071050 L_out=0.017 Acc=0.93 ---153458.31 ms/batch
Step 00071100 L_out=0.010 Acc=0.92 ---175596.22 ms/batch
Step 00071150 L_out=0.014 Acc=0.95 ---197669.77 ms/batch
Step 00071200 L_out=0.038 Acc=0.86 ---219675.43 ms/batch
Step 00071250 L_out=0.040 Acc=0.92 ---242123.38 ms/batch
Step 00071300 L_out=0.075 Acc=0.91 ---264153.13 ms/batch
Step 00071350 L_out=0.064 Acc=0.87 ---287135.37 ms/batch
Round 5 | epoch=16, train costTime=295.84018325805664, | total_activation_sum=6635297
Round 5 | epoch=17, current m_iou=0.5798279589025561
Round 5 | Best m_IoU is: 0.589, OA is: 0.895 | val costTime=127.4846031665802
Round 5 | ****EPOCH 17****
Step 00071400 L_out=0.123 Acc=0.88 ---14371.27 ms/batch
Step 00071450 L_out=0.063 Acc=0.91 ---37055.52 ms/batch
Step 00071500 L_out=0.022 Acc=0.91 ---59990.44 ms/batch
Step 00071550 L_out=0.182 Acc=0.87 ---83174.35 ms/batch
Step 00071600 L_out=0.009 Acc=0.86 ---106281.23 ms/batch
Step 00071650 L_out=0.034 Acc=0.89 ---129484.65 ms/batch
Step 00071700 L_out=0.062 Acc=0.89 ---152497.23 ms/batch
Step 00071750 L_out=0.107 Acc=0.89 ---175391.61 ms/batch
Step 00071800 L_out=0.039 Acc=0.92 ---198452.85 ms/batch
Step 00071850 L_out=0.035 Acc=0.93 ---221372.24 ms/batch
Step 00071900 L_out=0.008 Acc=0.90 ---244238.88 ms/batch
Step 00071950 L_out=0.021 Acc=0.95 ---267314.33 ms/batch
Step 00072000 L_out=0.011 Acc=0.90 ---290177.37 ms/batch
Round 5 | epoch=17, train costTime=306.7336254119873, | total_activation_sum=6587615
Round 5 | epoch=18, current m_iou=0.5666207506498941
Round 5 | Best m_IoU is: 0.589, OA is: 0.895 | val costTime=128.07964396476746
Round 5 | ****EPOCH 18****
Step 00072050 L_out=0.062 Acc=0.83 --- 6425.03 ms/batch
Step 00072100 L_out=0.019 Acc=0.93 ---29366.69 ms/batch
Step 00072150 L_out=0.023 Acc=0.91 ---52232.57 ms/batch
Step 00072200 L_out=0.028 Acc=0.88 ---75116.70 ms/batch
Step 00072250 L_out=0.037 Acc=0.92 ---98056.80 ms/batch
Step 00072300 L_out=0.139 Acc=0.66 ---120998.13 ms/batch
Step 00072350 L_out=0.015 Acc=0.92 ---144091.39 ms/batch
Step 00072400 L_out=0.024 Acc=0.91 ---166896.50 ms/batch
Step 00072450 L_out=0.050 Acc=0.83 ---189929.58 ms/batch
Step 00072500 L_out=0.006 Acc=0.89 ---213005.17 ms/batch
Step 00072550 L_out=0.025 Acc=0.90 ---235947.50 ms/batch
Step 00072600 L_out=0.004 Acc=0.95 ---258929.98 ms/batch
Step 00072650 L_out=0.009 Acc=0.93 ---281919.41 ms/batch
Step 00072700 L_out=0.040 Acc=0.88 ---304935.78 ms/batch
Round 5 | epoch=18, train costTime=306.2940752506256, | total_activation_sum=6623025
Round 5 | epoch=19, current m_iou=0.575011815609023
Round 5 | Best m_IoU is: 0.589, OA is: 0.895 | val costTime=128.68349599838257
Round 5 | ****EPOCH 19****
Step 00072750 L_out=0.003 Acc=0.90 ---21618.79 ms/batch
Step 00072800 L_out=0.025 Acc=0.87 ---44380.73 ms/batch
Step 00072850 L_out=0.014 Acc=0.90 ---67379.54 ms/batch
Step 00072900 L_out=0.069 Acc=0.89 ---90487.01 ms/batch
Step 00072950 L_out=0.023 Acc=0.90 ---113694.02 ms/batch
Step 00073000 L_out=0.028 Acc=0.89 ---136598.70 ms/batch
Step 00073050 L_out=0.014 Acc=0.90 ---159513.19 ms/batch
Step 00073100 L_out=0.006 Acc=0.95 ---182530.29 ms/batch
Step 00073150 L_out=0.080 Acc=0.92 ---205708.91 ms/batch
Step 00073200 L_out=0.072 Acc=0.88 ---228634.22 ms/batch
Step 00073250 L_out=0.007 Acc=0.81 ---251446.23 ms/batch
Step 00073300 L_out=0.026 Acc=0.90 ---274369.61 ms/batch
Step 00073350 L_out=0.010 Acc=0.87 ---297425.33 ms/batch
Round 5 | epoch=19, train costTime=306.611857175827, | total_activation_sum=6621565
Round 5 | epoch=20, current m_iou=0.5725481286184593
Round 5 | Best m_IoU is: 0.589, OA is: 0.895 | val costTime=125.95717310905457
Round 5 | ****EPOCH 20****
Step 00073400 L_out=0.027 Acc=0.89 ---13817.23 ms/batch
Step 00073450 L_out=0.048 Acc=0.88 ---36740.21 ms/batch
Step 00073500 L_out=0.020 Acc=0.88 ---59771.38 ms/batch
Step 00073550 L_out=0.040 Acc=0.87 ---82707.98 ms/batch
Step 00073600 L_out=0.027 Acc=0.93 ---105701.58 ms/batch
Step 00073650 L_out=0.013 Acc=0.94 ---128750.77 ms/batch
Step 00073700 L_out=0.022 Acc=0.83 ---151688.88 ms/batch
Step 00073750 L_out=0.038 Acc=0.91 ---174594.35 ms/batch
Step 00073800 L_out=0.002 Acc=0.91 ---197426.62 ms/batch
Step 00073850 L_out=0.013 Acc=0.87 ---220078.99 ms/batch
Step 00073900 L_out=0.013 Acc=0.94 ---243199.64 ms/batch
Step 00073950 L_out=0.068 Acc=0.80 ---266267.51 ms/batch
Step 00074000 L_out=0.028 Acc=0.90 ---289208.40 ms/batch
Round 5 | epoch=20, train costTime=306.18013095855713, | total_activation_sum=6566140
Round 5 | epoch=21, current m_iou=0.5677750297453699
Round 5 | Best m_IoU is: 0.589, OA is: 0.895 | val costTime=126.49361324310303
Round 5 | ****EPOCH 21****
Step 00074050 L_out=0.077 Acc=0.80 --- 5997.23 ms/batch
Step 00074100 L_out=0.013 Acc=0.88 ---28912.20 ms/batch
Step 00074150 L_out=0.055 Acc=0.87 ---51815.52 ms/batch
Step 00074200 L_out=0.023 Acc=0.91 ---74797.95 ms/batch
Step 00074250 L_out=0.043 Acc=0.87 ---97806.37 ms/batch
Step 00074300 L_out=0.076 Acc=0.85 ---120993.55 ms/batch
Step 00074350 L_out=0.043 Acc=0.91 ---143971.31 ms/batch
Step 00074400 L_out=0.017 Acc=0.93 ---167088.11 ms/batch
Step 00074450 L_out=0.011 Acc=0.94 ---190074.04 ms/batch
Step 00074500 L_out=0.030 Acc=0.86 ---213206.56 ms/batch
Step 00074550 L_out=0.043 Acc=0.93 ---236146.08 ms/batch
Step 00074600 L_out=0.020 Acc=0.95 ---259121.10 ms/batch
Step 00074650 L_out=0.012 Acc=0.85 ---281989.84 ms/batch
Step 00074700 L_out=0.074 Acc=0.87 ---305030.89 ms/batch
Round 5 | epoch=21, train costTime=306.8954966068268, | total_activation_sum=6595395
Round 5 | epoch=22, current m_iou=0.5669491351512672
Round 5 | Best m_IoU is: 0.589, OA is: 0.895 | val costTime=130.57316732406616
Round 5 | ****EPOCH 22****
Step 00074750 L_out=0.011 Acc=0.94 ---20997.47 ms/batch
Step 00074800 L_out=0.038 Acc=0.94 ---43950.77 ms/batch
Step 00074850 L_out=0.049 Acc=0.83 ---67027.92 ms/batch
Step 00074900 L_out=0.046 Acc=0.92 ---89806.80 ms/batch
Step 00074950 L_out=0.034 Acc=0.87 ---112618.67 ms/batch
Step 00075000 L_out=0.055 Acc=0.84 ---135660.17 ms/batch
Step 00075050 L_out=0.010 Acc=0.93 ---158532.53 ms/batch
Step 00075100 L_out=0.005 Acc=0.91 ---181420.08 ms/batch
Step 00075150 L_out=0.049 Acc=0.95 ---204459.36 ms/batch
Step 00075200 L_out=0.081 Acc=0.93 ---227497.35 ms/batch
Step 00075250 L_out=0.028 Acc=0.87 ---250256.10 ms/batch
Step 00075300 L_out=0.033 Acc=0.87 ---273136.31 ms/batch
Step 00075350 L_out=0.026 Acc=0.88 ---296052.56 ms/batch
Round 5 | epoch=22, train costTime=305.779088973999, | total_activation_sum=6594384
Round 5 | epoch=23, current m_iou=0.5726759944103496
Round 5 | Best m_IoU is: 0.589, OA is: 0.895 | val costTime=130.11752605438232
Round 5 | ****EPOCH 23****
Step 00075400 L_out=0.033 Acc=0.92 ---13231.62 ms/batch
Step 00075450 L_out=0.014 Acc=0.92 ---36169.78 ms/batch
Step 00075500 L_out=0.017 Acc=0.89 ---59073.99 ms/batch
Step 00075550 L_out=0.057 Acc=0.95 ---82282.98 ms/batch
Step 00075600 L_out=0.009 Acc=0.91 ---105512.57 ms/batch
Step 00075650 L_out=0.059 Acc=0.85 ---128460.01 ms/batch
Step 00075700 L_out=0.046 Acc=0.86 ---151450.94 ms/batch
Step 00075750 L_out=0.154 Acc=0.81 ---174442.10 ms/batch
Step 00075800 L_out=0.097 Acc=0.88 ---197458.58 ms/batch
Step 00075850 L_out=0.017 Acc=0.89 ---220422.49 ms/batch
Step 00075900 L_out=0.039 Acc=0.94 ---243435.43 ms/batch
Step 00075950 L_out=0.046 Acc=0.94 ---266391.24 ms/batch
Step 00076000 L_out=0.045 Acc=0.82 ---289269.93 ms/batch
Round 5 | epoch=23, train costTime=306.7209162712097, | total_activation_sum=6634152
Round 5 | epoch=24, current m_iou=0.566758337798321
Round 5 | Best m_IoU is: 0.589, OA is: 0.895 | val costTime=128.5699324607849
Round 5 | ****EPOCH 24****
Step 00076050 L_out=0.062 Acc=0.82 --- 5458.16 ms/batch
Step 00076100 L_out=0.057 Acc=0.83 ---28385.01 ms/batch
Step 00076150 L_out=0.041 Acc=0.90 ---51636.35 ms/batch
Step 00076200 L_out=0.009 Acc=0.90 ---74685.72 ms/batch
Step 00076250 L_out=0.039 Acc=0.90 ---97944.18 ms/batch
Step 00076300 L_out=0.043 Acc=0.94 ---121389.95 ms/batch
Step 00076350 L_out=0.061 Acc=0.89 ---144937.28 ms/batch
Step 00076400 L_out=0.005 Acc=0.88 ---168254.76 ms/batch
Step 00076450 L_out=0.022 Acc=0.92 ---191800.27 ms/batch
Step 00076500 L_out=0.053 Acc=0.84 ---215284.89 ms/batch
Step 00076550 L_out=0.022 Acc=0.94 ---238660.13 ms/batch
Step 00076600 L_out=0.030 Acc=0.90 ---262225.17 ms/batch
Step 00076650 L_out=0.005 Acc=0.95 ---285620.19 ms/batch
Step 00076700 L_out=0.009 Acc=0.95 ---309078.06 ms/batch
Round 5 | epoch=24, train costTime=311.34357810020447, | total_activation_sum=6566794
Round 5 | epoch=25, current m_iou=0.5697222984700892
Round 5 | Best m_IoU is: 0.589, OA is: 0.895 | val costTime=133.08088946342468
Round 5 | ****EPOCH 25****
Step 00076750 L_out=0.038 Acc=0.94 ---21359.55 ms/batch
Step 00076800 L_out=0.036 Acc=0.88 ---44954.92 ms/batch
Step 00076850 L_out=0.020 Acc=0.92 ---68233.90 ms/batch
Step 00076900 L_out=0.014 Acc=0.90 ---91920.56 ms/batch
Step 00076950 L_out=0.014 Acc=0.94 ---115245.07 ms/batch
Step 00077000 L_out=0.179 Acc=0.91 ---138684.24 ms/batch
Step 00077050 L_out=0.019 Acc=0.84 ---161822.49 ms/batch
Step 00077100 L_out=0.016 Acc=0.89 ---185553.27 ms/batch
Step 00077150 L_out=0.014 Acc=0.84 ---209099.19 ms/batch
Step 00077200 L_out=0.011 Acc=0.91 ---232657.72 ms/batch
Step 00077250 L_out=0.034 Acc=0.94 ---256142.30 ms/batch
Step 00077300 L_out=0.093 Acc=0.89 ---279542.48 ms/batch
Step 00077350 L_out=0.006 Acc=0.91 ---302843.56 ms/batch
Round 5 | epoch=25, train costTime=313.1024560928345, | total_activation_sum=6501972
Round 5 | epoch=26, current m_iou=0.5752350502995524
Round 5 | Best m_IoU is: 0.589, OA is: 0.895 | val costTime=132.86268496513367
Round 5 | ****EPOCH 26****
Step 00077400 L_out=0.031 Acc=0.86 ---13093.13 ms/batch
Step 00077450 L_out=0.030 Acc=0.97 ---36550.62 ms/batch
Step 00077500 L_out=0.041 Acc=0.95 ---59921.83 ms/batch
Step 00077550 L_out=0.058 Acc=0.91 ---83130.22 ms/batch
Step 00077600 L_out=0.033 Acc=0.90 ---106548.74 ms/batch
Step 00077650 L_out=0.023 Acc=0.92 ---129996.78 ms/batch
Step 00077700 L_out=0.008 Acc=0.86 ---153513.15 ms/batch
Step 00077750 L_out=0.007 Acc=0.85 ---176711.76 ms/batch
Step 00077800 L_out=0.054 Acc=0.88 ---200513.33 ms/batch
Step 00077850 L_out=0.090 Acc=0.89 ---223927.75 ms/batch
Step 00077900 L_out=0.036 Acc=0.85 ---247287.03 ms/batch
Step 00077950 L_out=0.020 Acc=0.93 ---270634.83 ms/batch
Step 00078000 L_out=0.045 Acc=0.74 ---294302.89 ms/batch
Round 5 | epoch=26, train costTime=312.60288858413696, | total_activation_sum=6596047
Round 5 | epoch=27, current m_iou=0.5709305328894309
Round 5 | Best m_IoU is: 0.589, OA is: 0.895 | val costTime=133.3295500278473
Round 5 | ****EPOCH 27****
Step 00078050 L_out=0.022 Acc=0.84 --- 5145.04 ms/batch
Step 00078100 L_out=0.052 Acc=0.88 ---28228.20 ms/batch
Step 00078150 L_out=0.020 Acc=0.91 ---51731.55 ms/batch
Step 00078200 L_out=0.013 Acc=0.84 ---75140.63 ms/batch
Step 00078250 L_out=0.019 Acc=0.90 ---98407.08 ms/batch
Step 00078300 L_out=0.015 Acc=0.93 ---122076.98 ms/batch
Step 00078350 L_out=0.002 Acc=0.90 ---145516.20 ms/batch
Step 00078400 L_out=0.043 Acc=0.91 ---168942.84 ms/batch
Step 00078450 L_out=0.021 Acc=0.92 ---192402.90 ms/batch
Step 00078500 L_out=0.019 Acc=0.94 ---215803.01 ms/batch
Step 00078550 L_out=0.031 Acc=0.90 ---239150.42 ms/batch
Step 00078600 L_out=0.005 Acc=0.95 ---262940.02 ms/batch
Step 00078650 L_out=0.064 Acc=0.88 ---286320.97 ms/batch
Step 00078700 L_out=0.027 Acc=0.87 ---309802.67 ms/batch
Round 5 | epoch=27, train costTime=312.64449286460876, | total_activation_sum=6664930
Round 5 | epoch=28, current m_iou=0.5657501348368094
Round 5 | Best m_IoU is: 0.589, OA is: 0.895 | val costTime=135.08454656600952
Round 5 | ****EPOCH 28****
Step 00078750 L_out=0.004 Acc=0.93 ---20706.75 ms/batch
Step 00078800 L_out=0.027 Acc=0.91 ---44144.21 ms/batch
Step 00078850 L_out=0.019 Acc=0.85 ---67827.30 ms/batch
Step 00078900 L_out=0.056 Acc=0.85 ---91448.28 ms/batch
Step 00078950 L_out=0.069 Acc=0.85 ---114936.28 ms/batch
Step 00079000 L_out=0.012 Acc=0.87 ---138466.72 ms/batch
Step 00079050 L_out=0.012 Acc=0.90 ---162453.23 ms/batch
Step 00079100 L_out=0.018 Acc=0.87 ---186017.96 ms/batch
Step 00079150 L_out=0.029 Acc=0.85 ---209777.46 ms/batch
Step 00079200 L_out=0.024 Acc=0.88 ---233275.88 ms/batch
Step 00079250 L_out=0.029 Acc=0.93 ---256756.50 ms/batch
Step 00079300 L_out=0.057 Acc=0.83 ---280475.90 ms/batch
Step 00079350 L_out=0.100 Acc=0.90 ---304349.78 ms/batch
Round 5 | epoch=28, train costTime=315.251816034317, | total_activation_sum=6545280
Round 5 | epoch=29, current m_iou=0.5655989943914751
Round 5 | Best m_IoU is: 0.589, OA is: 0.895 | val costTime=134.96116733551025
Round 5 | ****EPOCH 29****
Step 00079400 L_out=0.089 Acc=0.80 ---12905.33 ms/batch
Step 00079450 L_out=0.023 Acc=0.97 ---36610.14 ms/batch
Step 00079500 L_out=0.028 Acc=0.89 ---59959.07 ms/batch
Step 00079550 L_out=0.051 Acc=0.86 ---83441.35 ms/batch
Step 00079600 L_out=0.043 Acc=0.86 ---106871.51 ms/batch
Step 00079650 L_out=0.035 Acc=0.82 ---130088.59 ms/batch
Step 00079700 L_out=0.049 Acc=0.93 ---153559.16 ms/batch
Step 00079750 L_out=0.011 Acc=0.95 ---176937.22 ms/batch
Step 00079800 L_out=0.011 Acc=0.94 ---200188.99 ms/batch
Step 00079850 L_out=0.070 Acc=0.91 ---223888.05 ms/batch
Step 00079900 L_out=0.091 Acc=0.87 ---247496.14 ms/batch
Step 00079950 L_out=0.019 Acc=0.93 ---271286.30 ms/batch
Step 00080000 L_out=0.071 Acc=0.87 ---294748.46 ms/batch
Round 5 | epoch=29, train costTime=313.5608787536621, | total_activation_sum=6660185
Round 5 | epoch=30, current m_iou=0.5691118351782312
Round 5 | Best m_IoU is: 0.589, OA is: 0.895 | val costTime=133.90003514289856
Round 5 | ****EPOCH 30****
Round 6 | ****EPOCH 0****
Step 00080050 L_out=0.167 Acc=0.82 --- 4659.76 ms/batch
Step 00080100 L_out=0.335 Acc=0.43 ---28241.02 ms/batch
Step 00080150 L_out=1.062 Acc=0.19 ---51778.17 ms/batch
Step 00080200 L_out=0.075 Acc=0.67 ---74988.53 ms/batch
Step 00080250 L_out=0.045 Acc=0.76 ---99048.48 ms/batch
Step 00080300 L_out=0.532 Acc=0.81 ---122984.76 ms/batch
Step 00080350 L_out=0.736 Acc=0.66 ---146601.01 ms/batch
Step 00080400 L_out=0.186 Acc=0.83 ---170571.57 ms/batch
Step 00080450 L_out=0.071 Acc=0.86 ---194010.51 ms/batch
Step 00080500 L_out=0.067 Acc=0.75 ---217751.11 ms/batch
Step 00080550 L_out=0.048 Acc=0.86 ---241667.76 ms/batch
Step 00080600 L_out=0.364 Acc=0.80 ---265124.36 ms/batch
Step 00080650 L_out=0.180 Acc=0.84 ---288685.92 ms/batch
Step 00080700 L_out=0.147 Acc=0.85 ---312069.46 ms/batch
Round 6 | epoch=0, train costTime=315.2858695983887, | total_activation_sum=8420885
Round 6 | epoch=1, current m_iou=0.5482862203051606
Round 6 | Best m_IoU is: 0.548, OA is: 0.889 | val costTime=130.3248097896576
Round 6 | ****EPOCH 1****
Step 00080750 L_out=0.213 Acc=0.84 ---20277.40 ms/batch
Step 00080800 L_out=0.196 Acc=0.72 ---43628.03 ms/batch
Step 00080850 L_out=0.148 Acc=0.61 ---67118.08 ms/batch
Step 00080900 L_out=0.308 Acc=0.81 ---90661.83 ms/batch
Step 00080950 L_out=0.090 Acc=0.85 ---113939.42 ms/batch
Step 00081000 L_out=0.045 Acc=0.90 ---137274.52 ms/batch
Step 00081050 L_out=0.010 Acc=0.89 ---160753.65 ms/batch
Step 00081100 L_out=0.215 Acc=0.87 ---184336.50 ms/batch
Step 00081150 L_out=0.061 Acc=0.70 ---207762.65 ms/batch
Step 00081200 L_out=0.429 Acc=0.71 ---231082.31 ms/batch
Step 00081250 L_out=0.154 Acc=0.84 ---254225.17 ms/batch
Step 00081300 L_out=0.068 Acc=0.91 ---277522.35 ms/batch
Step 00081350 L_out=0.239 Acc=0.80 ---300693.26 ms/batch
Round 6 | epoch=1, train costTime=311.9625082015991, | total_activation_sum=7731323
Round 6 | epoch=2, current m_iou=0.5649027757697993
Round 6 | Best m_IoU is: 0.565, OA is: 0.894 | val costTime=129.9336724281311
Round 6 | ****EPOCH 2****
Step 00081400 L_out=0.079 Acc=0.71 ---12195.89 ms/batch
Step 00081450 L_out=0.144 Acc=0.90 ---35389.93 ms/batch
Step 00081500 L_out=0.392 Acc=0.57 ---59000.63 ms/batch
Step 00081550 L_out=0.056 Acc=0.81 ---82490.34 ms/batch
Step 00081600 L_out=0.087 Acc=0.78 ---106020.78 ms/batch
Step 00081650 L_out=0.233 Acc=0.75 ---129143.63 ms/batch
Step 00081700 L_out=0.062 Acc=0.92 ---152618.35 ms/batch
Step 00081750 L_out=0.154 Acc=0.85 ---175940.73 ms/batch
Step 00081800 L_out=0.028 Acc=0.90 ---199613.27 ms/batch
Step 00081850 L_out=0.087 Acc=0.89 ---223309.33 ms/batch
Step 00081900 L_out=0.084 Acc=0.95 ---247173.97 ms/batch
Step 00081950 L_out=0.057 Acc=0.74 ---270340.66 ms/batch
Step 00082000 L_out=0.127 Acc=0.80 ---293623.34 ms/batch
Round 6 | epoch=2, train costTime=312.9283390045166, | total_activation_sum=7753504
Round 6 | epoch=3, current m_iou=0.5785494798510096
Round 6 | Best m_IoU is: 0.579, OA is: 0.895 | val costTime=132.23087334632874
Round 6 | ****EPOCH 3****
Step 00082050 L_out=0.057 Acc=0.89 --- 4268.48 ms/batch
Step 00082100 L_out=0.090 Acc=0.85 ---27988.01 ms/batch
Step 00082150 L_out=0.093 Acc=0.87 ---51603.50 ms/batch
Step 00082200 L_out=0.025 Acc=0.92 ---75019.60 ms/batch
Step 00082250 L_out=0.144 Acc=0.83 ---98556.95 ms/batch
Step 00082300 L_out=0.060 Acc=0.82 ---122216.11 ms/batch
Step 00082350 L_out=0.128 Acc=0.83 ---145844.35 ms/batch
Step 00082400 L_out=0.384 Acc=0.73 ---169581.19 ms/batch
Step 00082450 L_out=0.045 Acc=0.82 ---192971.94 ms/batch
Round 2 | ****EPOCH 0****
Step 00000050 L_out=0.972 Acc=0.46 ---39897.37 ms/batch
Step 00000100 L_out=0.428 Acc=0.22 ---76561.21 ms/batch
Step 00000150 L_out=0.418 Acc=0.42 ---113652.31 ms/batch
Step 00000200 L_out=0.185 Acc=0.75 ---150698.51 ms/batch
Step 00000250 L_out=0.009 Acc=0.64 ---187709.17 ms/batch
Step 00000300 L_out=0.024 Acc=0.66 ---224064.12 ms/batch
Step 00000350 L_out=0.055 Acc=0.56 ---261038.61 ms/batch
Step 00000400 L_out=0.123 Acc=0.32 ---298276.24 ms/batch
Step 00000450 L_out=0.118 Acc=0.55 ---335208.40 ms/batch
Step 00000500 L_out=0.060 Acc=0.69 ---372703.08 ms/batch
Step 00000550 L_out=0.125 Acc=0.68 ---409942.79 ms/batch
Step 00000600 L_out=0.107 Acc=0.46 ---447151.24 ms/batch
Step 00000650 L_out=0.009 Acc=0.65 ---485164.91 ms/batch
Round 2 | epoch=0, train costTime=498.065895318985, | total_activation_sum=3078682
Round 2 | epoch=1, current m_iou=0.2244776564124824
Round 2 | Best m_IoU is: 0.224, OA is: 0.397 | val costTime=157.8476619720459
Round 2 | ****EPOCH 1****
Step 00000700 L_out=0.077 Acc=0.80 ---24718.51 ms/batch
Step 00000750 L_out=0.268 Acc=0.62 ---62232.86 ms/batch
Step 00000800 L_out=0.075 Acc=0.66 ---99516.67 ms/batch
Step 00000850 L_out=0.040 Acc=0.74 ---137039.40 ms/batch
Step 00000900 L_out=0.107 Acc=0.67 ---173713.10 ms/batch
Step 00000950 L_out=0.082 Acc=0.57 ---210595.69 ms/batch
Step 00001000 L_out=0.065 Acc=0.77 ---247616.42 ms/batch
Step 00001050 L_out=0.039 Acc=0.71 ---284596.19 ms/batch
Step 00001100 L_out=0.093 Acc=0.70 ---320524.45 ms/batch
Step 00001150 L_out=0.063 Acc=0.54 ---357072.45 ms/batch
Step 00001200 L_out=0.047 Acc=0.71 ---394387.43 ms/batch
Step 00001250 L_out=0.021 Acc=0.70 ---431784.80 ms/batch
Step 00001300 L_out=0.024 Acc=0.73 ---469513.79 ms/batch
Round 2 | epoch=1, train costTime=494.4215729236603, | total_activation_sum=2931867
Round 2 | epoch=2, current m_iou=0.31472093688156866
Round 2 | Best m_IoU is: 0.315, OA is: 0.613 | val costTime=158.438707113266
Round 2 | ****EPOCH 2****
Step 00001350 L_out=0.043 Acc=0.69 ---12232.99 ms/batch
Step 00001400 L_out=0.072 Acc=0.67 ---49380.73 ms/batch
Step 00001450 L_out=0.085 Acc=0.49 ---85897.57 ms/batch
Step 00001500 L_out=0.106 Acc=0.67 ---123225.22 ms/batch
Step 00001550 L_out=0.083 Acc=0.69 ---160477.90 ms/batch
Step 00001600 L_out=0.124 Acc=0.76 ---197093.03 ms/batch
Step 00001650 L_out=0.105 Acc=0.67 ---234453.05 ms/batch
Step 00001700 L_out=0.083 Acc=0.63 ---273067.68 ms/batch
Step 00001750 L_out=0.070 Acc=0.68 ---312303.85 ms/batch
Step 00001800 L_out=0.434 Acc=0.52 ---350347.62 ms/batch
Step 00001850 L_out=0.025 Acc=0.54 ---387115.09 ms/batch
Step 00001900 L_out=0.088 Acc=0.59 ---424836.91 ms/batch
Step 00001950 L_out=0.100 Acc=0.59 ---460839.85 ms/batch
Step 00002000 L_out=0.133 Acc=0.67 ---497945.41 ms/batch
Round 2 | epoch=2, train costTime=498.64617896080017, | total_activation_sum=2918742
Round 2 | epoch=3, current m_iou=0.3283048269031169
Round 2 | Best m_IoU is: 0.328, OA is: 0.607 | val costTime=160.33389019966125
Round 2 | ****EPOCH 3****
Step 00002050 L_out=0.043 Acc=0.72 ---36376.72 ms/batch
Step 00002100 L_out=0.138 Acc=0.74 ---73816.81 ms/batch
Step 00002150 L_out=0.306 Acc=0.53 ---111179.73 ms/batch
Step 00002200 L_out=0.103 Acc=0.75 ---148634.79 ms/batch
Step 00002250 L_out=0.086 Acc=0.57 ---185678.65 ms/batch
Step 00002300 L_out=0.049 Acc=0.67 ---222649.73 ms/batch
Step 00002350 L_out=0.050 Acc=0.60 ---258979.65 ms/batch
Step 00002400 L_out=0.066 Acc=0.70 ---295871.38 ms/batch
Step 00002450 L_out=0.069 Acc=0.44 ---333734.18 ms/batch
Step 00002500 L_out=0.042 Acc=0.73 ---370826.49 ms/batch
Step 00002550 L_out=0.030 Acc=0.85 ---407203.39 ms/batch
Step 00002600 L_out=0.087 Acc=0.72 ---444172.11 ms/batch
Step 00002650 L_out=0.093 Acc=0.84 ---482302.22 ms/batch
Round 2 | epoch=3, train costTime=495.8901147842407, | total_activation_sum=2894835
Round 2 | epoch=4, current m_iou=0.3617358173080443
Round 2 | Best m_IoU is: 0.362, OA is: 0.693 | val costTime=160.82597589492798
Round 2 | ****EPOCH 4****
Step 00002700 L_out=0.057 Acc=0.65 ---23877.20 ms/batch
Step 00002750 L_out=0.108 Acc=0.71 ---61883.68 ms/batch
Step 00002800 L_out=0.066 Acc=0.63 ---98188.22 ms/batch
Step 00002850 L_out=0.054 Acc=0.45 ---135012.73 ms/batch
Step 00002900 L_out=0.080 Acc=0.58 ---171385.12 ms/batch
Step 00002950 L_out=0.157 Acc=0.49 ---207591.67 ms/batch
Step 00003000 L_out=0.508 Acc=0.47 ---244282.21 ms/batch
Step 00003050 L_out=0.106 Acc=0.77 ---281790.33 ms/batch
Step 00003100 L_out=0.074 Acc=0.59 ---319294.88 ms/batch
Step 00003150 L_out=0.034 Acc=0.62 ---356528.66 ms/batch
Step 00003200 L_out=0.149 Acc=0.75 ---393058.58 ms/batch
Step 00003250 L_out=0.048 Acc=0.80 ---430169.57 ms/batch
Step 00003300 L_out=0.067 Acc=0.77 ---467317.62 ms/batch
Round 2 | epoch=4, train costTime=492.99422097206116, | total_activation_sum=2855583
Round 2 | epoch=5, current m_iou=0.36752637326555115
Round 2 | Best m_IoU is: 0.368, OA is: 0.711 | val costTime=159.88169169425964
Round 2 | ****EPOCH 5****
Step 00003350 L_out=0.050 Acc=0.69 ---11579.73 ms/batch
Step 00003400 L_out=0.020 Acc=0.82 ---49319.62 ms/batch
Step 00003450 L_out=0.072 Acc=0.63 ---85256.90 ms/batch
Step 00003500 L_out=0.011 Acc=0.80 ---122544.78 ms/batch
Step 00003550 L_out=0.045 Acc=0.79 ---159464.53 ms/batch
Step 00003600 L_out=0.027 Acc=0.75 ---195868.47 ms/batch
Step 00003650 L_out=0.048 Acc=0.80 ---233627.16 ms/batch
Step 00003700 L_out=0.008 Acc=0.79 ---270921.04 ms/batch
Step 00003750 L_out=0.115 Acc=0.61 ---308480.93 ms/batch
Step 00003800 L_out=0.050 Acc=0.68 ---346340.06 ms/batch
Step 00003850 L_out=0.030 Acc=0.66 ---384050.82 ms/batch
Step 00003900 L_out=0.071 Acc=0.62 ---421575.93 ms/batch
Step 00003950 L_out=0.036 Acc=0.73 ---458526.18 ms/batch
Step 00004000 L_out=0.026 Acc=0.72 ---495355.97 ms/batch
Round 2 | epoch=5, train costTime=496.79171872138977, | total_activation_sum=2934274
Round 2 | epoch=6, current m_iou=0.4065241830785692
Round 2 | Best m_IoU is: 0.407, OA is: 0.735 | val costTime=161.24210333824158
Round 2 | ****EPOCH 6****
Step 00004050 L_out=0.077 Acc=0.66 ---35959.78 ms/batch
Step 00004100 L_out=0.088 Acc=0.71 ---74051.76 ms/batch
Step 00004150 L_out=0.116 Acc=0.64 ---112799.93 ms/batch
Step 00004200 L_out=0.018 Acc=0.54 ---151774.62 ms/batch
Step 00004250 L_out=0.080 Acc=0.84 ---191042.31 ms/batch
Step 00004300 L_out=0.192 Acc=0.48 ---229030.07 ms/batch
Step 00004350 L_out=0.032 Acc=0.75 ---265974.08 ms/batch
Step 00004400 L_out=0.024 Acc=0.90 ---303073.65 ms/batch
Step 00004450 L_out=0.051 Acc=0.85 ---340415.39 ms/batch
Step 00004500 L_out=0.207 Acc=0.54 ---377961.73 ms/batch
Step 00004550 L_out=0.015 Acc=0.88 ---415648.22 ms/batch
Step 00004600 L_out=0.035 Acc=0.78 ---452985.93 ms/batch
Step 00004650 L_out=0.021 Acc=0.82 ---490449.83 ms/batch
Round 2 | epoch=6, train costTime=504.72463154792786, | total_activation_sum=2926729
Round 2 | epoch=7, current m_iou=0.4285894586927323
Round 2 | Best m_IoU is: 0.429, OA is: 0.747 | val costTime=158.3906922340393
Round 2 | ****EPOCH 7****
Step 00004700 L_out=0.026 Acc=0.71 ---23368.46 ms/batch
Step 00004750 L_out=0.040 Acc=0.66 ---60521.98 ms/batch
Step 00004800 L_out=0.058 Acc=0.66 ---97280.43 ms/batch
Step 00004850 L_out=0.018 Acc=0.84 ---134711.88 ms/batch
Step 00004900 L_out=0.046 Acc=0.62 ---171959.36 ms/batch
Step 00004950 L_out=0.031 Acc=0.71 ---206764.28 ms/batch
Step 00005000 L_out=0.012 Acc=0.65 ---241329.06 ms/batch
Step 00005050 L_out=0.023 Acc=0.79 ---276425.06 ms/batch
Step 00005100 L_out=0.079 Acc=0.59 ---310124.50 ms/batch
Step 00005150 L_out=0.020 Acc=0.80 ---344886.83 ms/batch
Step 00005200 L_out=0.041 Acc=0.82 ---379045.88 ms/batch
Step 00005250 L_out=0.086 Acc=0.68 ---414435.27 ms/batch
Step 00005300 L_out=0.024 Acc=0.89 ---448535.78 ms/batch
Round 2 | epoch=7, train costTime=473.027206659317, | total_activation_sum=2889500
Round 2 | epoch=8, current m_iou=0.47219202319790443
Round 2 | Best m_IoU is: 0.472, OA is: 0.782 | val costTime=151.31982684135437
Round 2 | ****EPOCH 8****
Step 00005350 L_out=0.045 Acc=0.77 --- 9502.90 ms/batch
Step 00005400 L_out=0.019 Acc=0.82 ---44027.94 ms/batch
Step 00005450 L_out=0.021 Acc=0.83 ---78244.59 ms/batch
Step 00005500 L_out=0.031 Acc=0.77 ---112425.58 ms/batch
Step 00005550 L_out=0.026 Acc=0.76 ---146649.16 ms/batch
Step 00005600 L_out=0.019 Acc=0.84 ---181123.19 ms/batch
Step 00005650 L_out=0.155 Acc=0.79 ---214996.02 ms/batch
Step 00005700 L_out=0.026 Acc=0.81 ---249709.86 ms/batch
Step 00005750 L_out=0.051 Acc=0.74 ---283664.32 ms/batch
Step 00005800 L_out=0.048 Acc=0.85 ---317597.71 ms/batch
Step 00005850 L_out=0.051 Acc=0.68 ---351580.16 ms/batch
Step 00005900 L_out=0.024 Acc=0.77 ---385536.70 ms/batch
Step 00005950 L_out=0.027 Acc=0.77 ---419465.54 ms/batch
Step 00006000 L_out=0.023 Acc=0.76 ---453803.27 ms/batch
Round 2 | epoch=8, train costTime=455.6739077568054, | total_activation_sum=2864008
Round 2 | epoch=9, current m_iou=0.49157310817474087
Round 2 | Best m_IoU is: 0.492, OA is: 0.790 | val costTime=161.0909240245819
Round 2 | ****EPOCH 9****
Step 00006050 L_out=0.032 Acc=0.84 ---32840.72 ms/batch
Step 00006100 L_out=0.027 Acc=0.80 ---67578.86 ms/batch
Step 00006150 L_out=0.043 Acc=0.57 ---101663.53 ms/batch
Step 00006200 L_out=0.038 Acc=0.84 ---136168.08 ms/batch
Step 00006250 L_out=0.026 Acc=0.72 ---170592.83 ms/batch
Step 00006300 L_out=0.049 Acc=0.73 ---205138.02 ms/batch
Step 00006350 L_out=0.020 Acc=0.80 ---238933.25 ms/batch
Step 00006400 L_out=0.007 Acc=0.84 ---273425.77 ms/batch
Step 00006450 L_out=0.040 Acc=0.81 ---307570.66 ms/batch
Step 00006500 L_out=0.049 Acc=0.81 ---341660.82 ms/batch
Step 00006550 L_out=0.018 Acc=0.83 ---376189.62 ms/batch
Step 00006600 L_out=0.029 Acc=0.74 ---410291.16 ms/batch
Step 00006650 L_out=0.053 Acc=0.76 ---444307.66 ms/batch
Round 2 | epoch=9, train costTime=458.45196199417114, | total_activation_sum=2953885
Round 2 | epoch=10, current m_iou=0.437470252674292
Round 2 | Best m_IoU is: 0.492, OA is: 0.790 | val costTime=170.1954483985901
Round 2 | ****EPOCH 10****
Step 00006700 L_out=0.054 Acc=0.71 ---20284.12 ms/batch
Step 00006750 L_out=0.031 Acc=0.84 ---55500.50 ms/batch
Step 00006800 L_out=0.051 Acc=0.75 ---90041.81 ms/batch
Step 00006850 L_out=0.038 Acc=0.83 ---124447.91 ms/batch
Step 00006900 L_out=0.056 Acc=0.62 ---158995.41 ms/batch
Step 00006950 L_out=0.053 Acc=0.75 ---193510.63 ms/batch
Step 00007000 L_out=0.017 Acc=0.84 ---227597.09 ms/batch
Step 00007050 L_out=0.078 Acc=0.73 ---261816.51 ms/batch
Step 00007100 L_out=0.009 Acc=0.80 ---296800.80 ms/batch
Step 00007150 L_out=0.021 Acc=0.67 ---330820.87 ms/batch
Step 00007200 L_out=0.313 Acc=0.70 ---365166.48 ms/batch
Step 00007250 L_out=0.041 Acc=0.69 ---398912.40 ms/batch
Step 00007300 L_out=0.030 Acc=0.80 ---433439.37 ms/batch
Round 2 | epoch=10, train costTime=457.93064546585083, | total_activation_sum=2944815
Round 2 | epoch=11, current m_iou=0.44926628429287757
Round 2 | Best m_IoU is: 0.492, OA is: 0.790 | val costTime=156.40127873420715
Round 2 | ****EPOCH 11****
Step 00007350 L_out=0.165 Acc=0.82 --- 8684.40 ms/batch
Step 00007400 L_out=0.012 Acc=0.79 ---43263.52 ms/batch
Step 00007450 L_out=0.052 Acc=0.72 ---77426.85 ms/batch
Step 00007500 L_out=0.044 Acc=0.76 ---112740.94 ms/batch
Step 00007550 L_out=0.011 Acc=0.80 ---147443.09 ms/batch
Step 00007600 L_out=0.010 Acc=0.88 ---182568.80 ms/batch
Step 00007650 L_out=0.028 Acc=0.74 ---216707.95 ms/batch
Step 00007700 L_out=0.015 Acc=0.77 ---250587.50 ms/batch
Step 00007750 L_out=0.044 Acc=0.84 ---284976.51 ms/batch
Step 00007800 L_out=0.077 Acc=0.79 ---319179.65 ms/batch
Step 00007850 L_out=0.028 Acc=0.84 ---353517.45 ms/batch
Step 00007900 L_out=0.014 Acc=0.79 ---387962.40 ms/batch
Step 00007950 L_out=0.025 Acc=0.86 ---422734.73 ms/batch
Step 00008000 L_out=0.084 Acc=0.76 ---457494.11 ms/batch
Round 2 | epoch=11, train costTime=460.35992646217346, | total_activation_sum=2923879
Round 2 | epoch=12, current m_iou=0.487321363528878
Round 2 | Best m_IoU is: 0.492, OA is: 0.790 | val costTime=158.01784563064575
Round 2 | ****EPOCH 12****
Step 00008050 L_out=0.072 Acc=0.78 ---31270.47 ms/batch
Step 00008100 L_out=0.029 Acc=0.90 ---65362.75 ms/batch
Step 00008150 L_out=0.047 Acc=0.86 ---100035.45 ms/batch
Step 00008200 L_out=0.011 Acc=0.76 ---135384.37 ms/batch
Step 00008250 L_out=0.014 Acc=0.88 ---169241.83 ms/batch
Step 00008300 L_out=0.023 Acc=0.77 ---203444.10 ms/batch
Step 00008350 L_out=0.051 Acc=0.90 ---237283.57 ms/batch
Step 00008400 L_out=0.020 Acc=0.83 ---271640.21 ms/batch
Step 00008450 L_out=0.021 Acc=0.70 ---305635.37 ms/batch
Step 00008500 L_out=0.009 Acc=0.86 ---339874.10 ms/batch
Step 00008550 L_out=0.048 Acc=0.87 ---374564.37 ms/batch
Step 00008600 L_out=0.080 Acc=0.72 ---409246.45 ms/batch
Step 00008650 L_out=0.022 Acc=0.79 ---443439.47 ms/batch
Round 2 | epoch=12, train costTime=457.9052908420563, | total_activation_sum=2845350
Round 2 | epoch=13, current m_iou=0.49246980295664344
Round 2 | Best m_IoU is: 0.492, OA is: 0.794 | val costTime=154.24601006507874
Round 2 | ****EPOCH 13****
Step 00008700 L_out=0.010 Acc=0.89 ---20629.39 ms/batch
Step 00008750 L_out=0.029 Acc=0.79 ---55476.54 ms/batch
Step 00008800 L_out=0.059 Acc=0.70 ---89859.21 ms/batch
Step 00008850 L_out=0.022 Acc=0.75 ---124533.28 ms/batch
Step 00008900 L_out=0.039 Acc=0.88 ---159813.97 ms/batch
Step 00008950 L_out=0.029 Acc=0.87 ---193977.52 ms/batch
Step 00009000 L_out=0.055 Acc=0.84 ---228750.62 ms/batch
Step 00009050 L_out=0.008 Acc=0.79 ---263110.62 ms/batch
Step 00009100 L_out=0.042 Acc=0.83 ---298054.36 ms/batch
Step 00009150 L_out=0.032 Acc=0.74 ---334239.35 ms/batch
Step 00009200 L_out=0.206 Acc=0.69 ---597033.02 ms/batch
Step 00009250 L_out=0.041 Acc=0.78 ---624314.66 ms/batch
Step 00009300 L_out=0.036 Acc=0.75 ---651433.25 ms/batch
Round 2 | epoch=13, train costTime=671.9917509555817, | total_activation_sum=2935242
Round 2 | epoch=14, current m_iou=0.48850946294392417
Round 2 | Best m_IoU is: 0.492, OA is: 0.794 | val costTime=123.67067623138428
Round 2 | ****EPOCH 14****
Step 00009350 L_out=0.006 Acc=0.88 --- 6537.33 ms/batch
Step 00009400 L_out=0.039 Acc=0.72 ---33537.36 ms/batch
Step 00009450 L_out=0.035 Acc=0.76 ---60406.56 ms/batch
Step 00009500 L_out=0.042 Acc=0.79 ---87244.97 ms/batch
Step 00009550 L_out=0.009 Acc=0.87 ---113997.90 ms/batch
Step 00009600 L_out=0.042 Acc=0.80 ---141194.77 ms/batch
Step 00009650 L_out=0.078 Acc=0.72 ---168099.92 ms/batch
Step 00009700 L_out=0.033 Acc=0.81 ---194872.19 ms/batch
Step 00009750 L_out=0.032 Acc=0.84 ---221775.72 ms/batch
Step 00009800 L_out=0.055 Acc=0.76 ---248603.16 ms/batch
Step 00009850 L_out=0.056 Acc=0.82 ---275388.60 ms/batch
Step 00009900 L_out=0.010 Acc=0.79 ---302081.40 ms/batch
Step 00009950 L_out=0.013 Acc=0.75 ---328926.08 ms/batch
Step 00010000 L_out=0.016 Acc=0.84 ---356031.44 ms/batch
Round 2 | epoch=14, train costTime=358.6426520347595, | total_activation_sum=2978834
Round 2 | epoch=15, current m_iou=0.5208537438426272
Round 2 | Best m_IoU is: 0.521, OA is: 0.818 | val costTime=126.82393956184387
Round 2 | ****EPOCH 15****
Step 00010050 L_out=0.014 Acc=0.72 ---24329.51 ms/batch
Step 00010100 L_out=0.056 Acc=0.85 ---51196.21 ms/batch
Step 00010150 L_out=0.024 Acc=0.76 ---78027.00 ms/batch
Step 00010200 L_out=0.038 Acc=0.77 ---105002.01 ms/batch
Step 00010250 L_out=0.013 Acc=0.85 ---132062.97 ms/batch
Step 00010300 L_out=0.012 Acc=0.89 ---159268.23 ms/batch
Step 00010350 L_out=0.009 Acc=0.79 ---186088.72 ms/batch
Step 00010400 L_out=0.009 Acc=0.90 ---213051.78 ms/batch
Step 00010450 L_out=0.007 Acc=0.82 ---240032.77 ms/batch
Step 00010500 L_out=0.017 Acc=0.78 ---267232.01 ms/batch
Step 00010550 L_out=0.014 Acc=0.86 ---293917.29 ms/batch
Step 00010600 L_out=0.029 Acc=0.80 ---320693.86 ms/batch
Step 00010650 L_out=0.025 Acc=0.84 ---347624.34 ms/batch
Round 2 | epoch=15, train costTime=359.49081325531006, | total_activation_sum=2894530
Round 2 | epoch=16, current m_iou=0.5056656394333112
Round 2 | Best m_IoU is: 0.521, OA is: 0.818 | val costTime=128.85502314567566
Round 2 | ****EPOCH 16****
Step 00010700 L_out=0.025 Acc=0.82 ---15188.87 ms/batch
Step 00010750 L_out=0.011 Acc=0.72 ---41881.64 ms/batch
Step 00010800 L_out=0.018 Acc=0.90 ---68895.87 ms/batch
Step 00010850 L_out=0.036 Acc=0.81 ---95593.15 ms/batch
Step 00010900 L_out=0.008 Acc=0.77 ---122383.69 ms/batch
Step 00010950 L_out=0.011 Acc=0.82 ---149318.86 ms/batch
Step 00011000 L_out=0.005 Acc=0.87 ---176160.38 ms/batch
Step 00011050 L_out=0.007 Acc=0.85 ---203069.99 ms/batch
Step 00011100 L_out=0.047 Acc=0.76 ---229901.79 ms/batch
Step 00011150 L_out=0.016 Acc=0.85 ---257091.17 ms/batch
Step 00011200 L_out=0.018 Acc=0.78 ---283956.07 ms/batch
Step 00011250 L_out=0.040 Acc=0.85 ---311062.47 ms/batch
Step 00011300 L_out=0.007 Acc=0.86 ---338038.14 ms/batch
Round 2 | epoch=16, train costTime=359.21477723121643, | total_activation_sum=2892326
Round 2 | epoch=17, current m_iou=0.5156995461761373
Round 2 | Best m_IoU is: 0.521, OA is: 0.818 | val costTime=128.925190448761
Round 2 | ****EPOCH 17****
Step 00011350 L_out=0.022 Acc=0.78 --- 5978.57 ms/batch
Step 00011400 L_out=0.017 Acc=0.91 ---32833.60 ms/batch
Step 00011450 L_out=0.025 Acc=0.77 ---59729.80 ms/batch
Step 00011500 L_out=0.012 Acc=0.73 ---86678.32 ms/batch
Step 00011550 L_out=0.058 Acc=0.63 ---114106.15 ms/batch
Step 00011600 L_out=0.017 Acc=0.90 ---140935.17 ms/batch
Step 00011650 L_out=0.023 Acc=0.77 ---167780.26 ms/batch
Step 00011700 L_out=0.007 Acc=0.87 ---194752.27 ms/batch
Step 00011750 L_out=0.008 Acc=0.77 ---221800.66 ms/batch
Step 00011800 L_out=0.052 Acc=0.73 ---248696.73 ms/batch
Step 00011850 L_out=0.029 Acc=0.82 ---275335.47 ms/batch
Step 00011900 L_out=0.014 Acc=0.84 ---302351.78 ms/batch
Step 00011950 L_out=0.046 Acc=0.77 ---329447.73 ms/batch
Step 00012000 L_out=0.015 Acc=0.88 ---356418.55 ms/batch
Round 2 | epoch=17, train costTime=359.5885171890259, | total_activation_sum=2921908
Round 2 | epoch=18, current m_iou=0.5367086378895072
Round 2 | Best m_IoU is: 0.537, OA is: 0.827 | val costTime=121.13686895370483
Round 2 | ****EPOCH 18****
Step 00012050 L_out=0.028 Acc=0.75 ---23814.60 ms/batch
Step 00012100 L_out=0.120 Acc=0.66 ---50978.50 ms/batch
Step 00012150 L_out=0.020 Acc=0.68 ---77990.91 ms/batch
Step 00012200 L_out=0.019 Acc=0.89 ---104802.75 ms/batch
Step 00012250 L_out=0.015 Acc=0.80 ---131787.99 ms/batch
Step 00012300 L_out=0.025 Acc=0.83 ---158725.44 ms/batch
Step 00012350 L_out=0.006 Acc=0.89 ---185688.67 ms/batch
Step 00012400 L_out=0.091 Acc=0.79 ---212622.36 ms/batch
Step 00012450 L_out=0.009 Acc=0.75 ---239508.18 ms/batch
Step 00012500 L_out=0.022 Acc=0.82 ---266386.28 ms/batch
Step 00012550 L_out=0.023 Acc=0.82 ---293507.01 ms/batch
Step 00012600 L_out=0.011 Acc=0.78 ---320708.60 ms/batch
Step 00012650 L_out=0.050 Acc=0.71 ---347659.91 ms/batch
Round 2 | epoch=18, train costTime=360.0397562980652, | total_activation_sum=2890862
Round 2 | epoch=19, current m_iou=0.532360049483253
Round 2 | Best m_IoU is: 0.537, OA is: 0.827 | val costTime=120.86324954032898
Round 2 | ****EPOCH 19****
Step 00012700 L_out=0.010 Acc=0.91 ---14720.03 ms/batch
Step 00012750 L_out=0.005 Acc=0.95 ---41777.63 ms/batch
Step 00012800 L_out=0.010 Acc=0.90 ---68884.20 ms/batch
Step 00012850 L_out=0.069 Acc=0.73 ---96027.88 ms/batch
Step 00012900 L_out=0.012 Acc=0.82 ---123019.93 ms/batch
Step 00012950 L_out=0.025 Acc=0.83 ---149743.86 ms/batch
Step 00013000 L_out=0.019 Acc=0.89 ---176640.49 ms/batch
Step 00013050 L_out=0.001 Acc=0.86 ---203902.48 ms/batch
Step 00013100 L_out=0.025 Acc=0.84 ---230799.32 ms/batch
Step 00013150 L_out=0.024 Acc=0.92 ---258345.13 ms/batch
Step 00013200 L_out=0.018 Acc=0.85 ---285441.63 ms/batch
Step 00013250 L_out=0.011 Acc=0.84 ---313947.47 ms/batch
Step 00013300 L_out=0.062 Acc=0.87 ---342084.76 ms/batch
Round 2 | epoch=19, train costTime=364.6842565536499, | total_activation_sum=2918224
Round 2 | epoch=20, current m_iou=0.5405351711590498
Round 2 | Best m_IoU is: 0.541, OA is: 0.830 | val costTime=129.5371115207672
Round 2 | ****EPOCH 20****
Step 00013350 L_out=0.017 Acc=0.93 --- 5756.02 ms/batch
Step 00013400 L_out=0.015 Acc=0.85 ---34051.44 ms/batch
Step 00013450 L_out=0.027 Acc=0.84 ---62556.43 ms/batch
Step 00013500 L_out=0.010 Acc=0.90 ---90755.21 ms/batch
Step 00013550 L_out=0.004 Acc=0.81 ---118701.02 ms/batch
Step 00013600 L_out=0.012 Acc=0.81 ---147173.66 ms/batch
Step 00013650 L_out=0.013 Acc=0.83 ---175347.85 ms/batch
Step 00013700 L_out=0.037 Acc=0.88 ---203580.81 ms/batch
Step 00013750 L_out=0.014 Acc=0.71 ---232058.35 ms/batch
Step 00013800 L_out=0.038 Acc=0.80 ---260111.30 ms/batch
Step 00013850 L_out=0.019 Acc=0.85 ---288600.73 ms/batch
Step 00013900 L_out=0.018 Acc=0.86 ---317178.01 ms/batch
Step 00013950 L_out=0.017 Acc=0.83 ---345398.17 ms/batch
Step 00014000 L_out=0.026 Acc=0.83 ---373763.61 ms/batch
Round 2 | epoch=20, train costTime=377.58362102508545, | total_activation_sum=2925382
Round 2 | epoch=21, current m_iou=0.5598852123635734
Round 2 | Best m_IoU is: 0.560, OA is: 0.844 | val costTime=130.53876066207886
Round 2 | ****EPOCH 21****
Step 00014050 L_out=0.024 Acc=0.90 ---24230.91 ms/batch
Step 00014100 L_out=0.008 Acc=0.88 ---52512.75 ms/batch
Step 00014150 L_out=0.016 Acc=0.81 ---80814.13 ms/batch
Step 00014200 L_out=0.003 Acc=0.91 ---109055.02 ms/batch
Step 00014250 L_out=0.022 Acc=0.88 ---137281.07 ms/batch
Step 00014300 L_out=0.016 Acc=0.87 ---165652.72 ms/batch
Step 00014350 L_out=0.038 Acc=0.89 ---193998.74 ms/batch
Step 00014400 L_out=0.032 Acc=0.86 ---222019.97 ms/batch
Step 00014450 L_out=0.012 Acc=0.89 ---250401.61 ms/batch
Step 00014500 L_out=0.030 Acc=0.85 ---278675.32 ms/batch
Step 00014550 L_out=0.029 Acc=0.85 ---306845.83 ms/batch
Step 00014600 L_out=0.012 Acc=0.83 ---334998.79 ms/batch
Step 00014650 L_out=0.026 Acc=0.85 ---363473.59 ms/batch
Round 2 | epoch=21, train costTime=377.04937982559204, | total_activation_sum=2887811
Round 2 | epoch=22, current m_iou=0.5400566496728062
Round 2 | Best m_IoU is: 0.560, OA is: 0.844 | val costTime=129.483295917511
Round 2 | ****EPOCH 22****
Step 00014700 L_out=0.094 Acc=0.84 ---14827.06 ms/batch
Step 00014750 L_out=0.027 Acc=0.91 ---43048.95 ms/batch
Step 00014800 L_out=0.035 Acc=0.77 ---71523.79 ms/batch
Step 00014850 L_out=0.039 Acc=0.79 ---99817.76 ms/batch
Step 00014900 L_out=0.017 Acc=0.85 ---128289.78 ms/batch
Step 00014950 L_out=0.028 Acc=0.79 ---156405.89 ms/batch
Step 00015000 L_out=0.007 Acc=0.88 ---184944.06 ms/batch
Step 00015050 L_out=0.010 Acc=0.89 ---212983.48 ms/batch
Step 00015100 L_out=0.036 Acc=0.75 ---241251.10 ms/batch
Step 00015150 L_out=0.014 Acc=0.91 ---269515.25 ms/batch
Step 00015200 L_out=0.012 Acc=0.77 ---297533.70 ms/batch
Step 00015250 L_out=0.011 Acc=0.87 ---325561.92 ms/batch
Step 00015300 L_out=0.008 Acc=0.82 ---354065.43 ms/batch
Round 2 | epoch=22, train costTime=376.89071249961853, | total_activation_sum=2888824
Round 2 | epoch=23, current m_iou=0.5356791696714103
Round 2 | Best m_IoU is: 0.560, OA is: 0.844 | val costTime=129.70534586906433
Round 2 | ****EPOCH 23****
Step 00015350 L_out=0.015 Acc=0.90 --- 5125.93 ms/batch
Step 00015400 L_out=0.017 Acc=0.76 ---33765.90 ms/batch
Step 00015450 L_out=0.009 Acc=0.82 ---61828.53 ms/batch
Step 00015500 L_out=0.009 Acc=0.89 ---90282.29 ms/batch
Step 00015550 L_out=0.045 Acc=0.72 ---118739.41 ms/batch
Step 00015600 L_out=0.003 Acc=0.93 ---146991.58 ms/batch
Step 00015650 L_out=0.004 Acc=0.91 ---175002.58 ms/batch
Step 00015700 L_out=0.019 Acc=0.87 ---203311.06 ms/batch
Step 00015750 L_out=0.040 Acc=0.84 ---231316.92 ms/batch
Step 00015800 L_out=0.004 Acc=0.87 ---259461.64 ms/batch
Step 00015850 L_out=0.022 Acc=0.80 ---287625.26 ms/batch
Step 00015900 L_out=0.008 Acc=0.88 ---315840.87 ms/batch
Step 00015950 L_out=0.062 Acc=0.68 ---343896.72 ms/batch
Step 00016000 L_out=0.096 Acc=0.79 ---372030.54 ms/batch
Round 2 | epoch=23, train costTime=376.5562434196472, | total_activation_sum=2854666
Round 2 | epoch=24, current m_iou=0.5337427792346067
Round 2 | Best m_IoU is: 0.560, OA is: 0.844 | val costTime=129.70820784568787
Round 2 | ****EPOCH 24****
Step 00016050 L_out=0.022 Acc=0.83 ---24075.47 ms/batch
Step 00016100 L_out=0.034 Acc=0.75 ---52623.11 ms/batch
Step 00016150 L_out=0.025 Acc=0.89 ---80899.14 ms/batch
Step 00016200 L_out=0.017 Acc=0.86 ---109391.94 ms/batch
Step 00016250 L_out=0.010 Acc=0.63 ---137894.69 ms/batch
Step 00016300 L_out=0.017 Acc=0.83 ---166400.09 ms/batch
Step 00016350 L_out=0.008 Acc=0.85 ---194519.38 ms/batch
Step 00016400 L_out=0.019 Acc=0.93 ---222766.90 ms/batch
Step 00016450 L_out=0.030 Acc=0.85 ---250910.40 ms/batch
Step 00016500 L_out=0.010 Acc=0.85 ---279679.01 ms/batch
Step 00016550 L_out=0.022 Acc=0.86 ---307805.45 ms/batch
Step 00016600 L_out=0.003 Acc=0.92 ---336175.20 ms/batch
Step 00016650 L_out=0.032 Acc=0.86 ---364482.35 ms/batch
Round 2 | epoch=24, train costTime=378.4835059642792, | total_activation_sum=2924702
Round 2 | epoch=25, current m_iou=0.5248443896874115
Round 2 | Best m_IoU is: 0.560, OA is: 0.844 | val costTime=130.15742111206055
Round 2 | ****EPOCH 25****
Step 00016700 L_out=0.015 Acc=0.90 ---14119.07 ms/batch
Step 00016750 L_out=0.025 Acc=0.87 ---42554.15 ms/batch
Step 00016800 L_out=0.032 Acc=0.79 ---71018.07 ms/batch
Step 00016850 L_out=0.031 Acc=0.84 ---99179.52 ms/batch
Step 00016900 L_out=0.026 Acc=0.80 ---127708.39 ms/batch
Step 00016950 L_out=0.014 Acc=0.85 ---155853.61 ms/batch
Step 00017000 L_out=0.009 Acc=0.85 ---184331.39 ms/batch
Step 00017050 L_out=0.008 Acc=0.86 ---212661.14 ms/batch
Step 00017100 L_out=0.045 Acc=0.91 ---241114.33 ms/batch
Step 00017150 L_out=0.003 Acc=0.92 ---269308.66 ms/batch
Step 00017200 L_out=0.013 Acc=0.87 ---297901.95 ms/batch
Step 00017250 L_out=0.005 Acc=0.90 ---326251.06 ms/batch
Step 00017300 L_out=0.048 Acc=0.89 ---354863.41 ms/batch
Round 2 | epoch=25, train costTime=378.7458326816559, | total_activation_sum=2965743
Round 2 | epoch=26, current m_iou=0.5213758368930118
Round 2 | Best m_IoU is: 0.560, OA is: 0.844 | val costTime=129.30987739562988
Round 2 | ****EPOCH 26****
Step 00017350 L_out=0.042 Acc=0.81 --- 4425.90 ms/batch
Step 00017400 L_out=0.012 Acc=0.78 ---32898.75 ms/batch
Step 00017450 L_out=0.020 Acc=0.77 ---61441.56 ms/batch
Step 00017500 L_out=0.025 Acc=0.89 ---89469.31 ms/batch
Step 00017550 L_out=0.009 Acc=0.92 ---117667.18 ms/batch
Step 00017600 L_out=0.006 Acc=0.89 ---145793.85 ms/batch
Step 00017650 L_out=0.014 Acc=0.88 ---174217.58 ms/batch
Step 00017700 L_out=0.021 Acc=0.88 ---202799.31 ms/batch
Step 00017750 L_out=0.041 Acc=0.86 ---231059.83 ms/batch
Step 00017800 L_out=0.020 Acc=0.90 ---259360.60 ms/batch
Step 00017850 L_out=0.038 Acc=0.91 ---287827.97 ms/batch
Step 00017900 L_out=0.010 Acc=0.91 ---316759.15 ms/batch
Step 00017950 L_out=0.033 Acc=0.86 ---345803.77 ms/batch
Step 00018000 L_out=0.081 Acc=0.72 ---374773.89 ms/batch
Round 2 | epoch=26, train costTime=379.9838173389435, | total_activation_sum=2885482
Round 2 | epoch=27, current m_iou=0.5324231391477925
Round 2 | Best m_IoU is: 0.560, OA is: 0.844 | val costTime=132.13551092147827
Round 2 | ****EPOCH 27****
Step 00018050 L_out=0.049 Acc=0.77 ---23513.26 ms/batch
Step 00018100 L_out=0.029 Acc=0.90 ---52188.58 ms/batch
Step 00018150 L_out=0.008 Acc=0.83 ---85956.94 ms/batch
Step 00018200 L_out=0.010 Acc=0.92 ---119411.54 ms/batch
Step 00018250 L_out=0.025 Acc=0.90 ---152019.54 ms/batch
Step 00018300 L_out=0.056 Acc=0.77 ---184681.26 ms/batch
Step 00018350 L_out=0.007 Acc=0.83 ---217007.03 ms/batch
Step 00018400 L_out=0.025 Acc=0.88 ---249274.11 ms/batch
Step 00018450 L_out=0.014 Acc=0.88 ---282875.06 ms/batch
Step 00018500 L_out=0.011 Acc=0.85 ---315261.25 ms/batch
Step 00018550 L_out=0.024 Acc=0.87 ---348369.29 ms/batch
Step 00018600 L_out=0.024 Acc=0.86 ---381022.70 ms/batch
Step 00018650 L_out=0.012 Acc=0.85 ---414018.61 ms/batch
Round 2 | epoch=27, train costTime=430.80342292785645, | total_activation_sum=2876322
Round 2 | epoch=28, current m_iou=0.5357710144486718
Round 2 | Best m_IoU is: 0.560, OA is: 0.844 | val costTime=151.94097757339478
Round 2 | ****EPOCH 28****
Step 00018700 L_out=0.006 Acc=0.87 ---15533.12 ms/batch
Step 00018750 L_out=0.005 Acc=0.90 ---48507.73 ms/batch
Step 00018800 L_out=0.025 Acc=0.93 ---81032.32 ms/batch
Step 00018850 L_out=0.008 Acc=0.88 ---114586.59 ms/batch
Step 00018900 L_out=0.004 Acc=0.89 ---146593.33 ms/batch
Step 00018950 L_out=0.040 Acc=0.89 ---178338.02 ms/batch
Step 00019000 L_out=0.008 Acc=0.80 ---210075.76 ms/batch
Step 00019050 L_out=0.020 Acc=0.90 ---241506.86 ms/batch
Step 00019100 L_out=0.003 Acc=0.82 ---273494.68 ms/batch
Step 00019150 L_out=0.007 Acc=0.89 ---305522.29 ms/batch
Step 00019200 L_out=0.004 Acc=0.89 ---337763.88 ms/batch
Step 00019250 L_out=0.024 Acc=0.86 ---369881.78 ms/batch
Step 00019300 L_out=0.004 Acc=0.84 ---402281.90 ms/batch
Round 2 | epoch=28, train costTime=429.9803421497345, | total_activation_sum=2954980
Round 2 | epoch=29, current m_iou=0.5315602287660794
Round 2 | Best m_IoU is: 0.560, OA is: 0.844 | val costTime=150.178307056427
Round 2 | ****EPOCH 29****
Step 00019350 L_out=0.015 Acc=0.83 --- 4839.52 ms/batch
Step 00019400 L_out=0.136 Acc=0.87 ---37073.23 ms/batch
Step 00019450 L_out=0.007 Acc=0.90 ---68973.00 ms/batch
Step 00019500 L_out=0.008 Acc=0.80 ---100619.08 ms/batch
Step 00019550 L_out=0.016 Acc=0.83 ---132312.50 ms/batch
Step 00019600 L_out=0.012 Acc=0.90 ---164451.21 ms/batch
Step 00019650 L_out=0.009 Acc=0.90 ---196782.90 ms/batch
Step 00019700 L_out=0.027 Acc=0.84 ---228293.20 ms/batch
Step 00019750 L_out=0.007 Acc=0.86 ---259758.74 ms/batch
Step 00019800 L_out=0.019 Acc=0.90 ---291511.04 ms/batch
Step 00019850 L_out=0.024 Acc=0.80 ---323183.19 ms/batch
Step 00019900 L_out=0.014 Acc=0.79 ---355171.94 ms/batch
Step 00019950 L_out=0.003 Acc=0.84 ---386522.95 ms/batch
Step 00020000 L_out=0.020 Acc=0.89 ---418395.51 ms/batch
Round 2 | epoch=29, train costTime=425.00302290916443, | total_activation_sum=2863341
Round 2 | epoch=30, current m_iou=0.5303714096076895
Round 2 | Best m_IoU is: 0.560, OA is: 0.844 | val costTime=147.73127698898315
Round 2 | ****EPOCH 30****
Round 3 | ****EPOCH 0****
Step 00020050 L_out=0.122 Acc=0.56 ---29787.70 ms/batch
Step 00020100 L_out=0.246 Acc=0.36 ---66615.95 ms/batch
Step 00020150 L_out=0.123 Acc=0.11 ---103123.89 ms/batch
Step 00020200 L_out=0.111 Acc=0.39 ---138595.01 ms/batch
Step 00020250 L_out=0.074 Acc=0.75 ---175020.07 ms/batch
Step 00020300 L_out=0.132 Acc=0.38 ---211588.19 ms/batch
Step 00020350 L_out=0.113 Acc=0.72 ---247361.61 ms/batch
Step 00020400 L_out=0.073 Acc=0.67 ---283230.42 ms/batch
Step 00020450 L_out=0.177 Acc=0.60 ---320005.83 ms/batch
Step 00020500 L_out=0.181 Acc=0.67 ---355489.73 ms/batch
Step 00020550 L_out=0.111 Acc=0.71 ---390280.12 ms/batch
Step 00020600 L_out=0.151 Acc=0.57 ---425782.17 ms/batch
Step 00020650 L_out=0.093 Acc=0.48 ---461373.98 ms/batch
Round 3 | epoch=0, train costTime=480.2962296009064, | total_activation_sum=4123423
Round 3 | epoch=1, current m_iou=0.36223885366697023
Round 3 | Best m_IoU is: 0.362, OA is: 0.687 | val costTime=164.58565831184387
Round 3 | ****EPOCH 1****
Step 00020700 L_out=0.102 Acc=0.65 ---16628.36 ms/batch
Step 00020750 L_out=0.126 Acc=0.72 ---52012.32 ms/batch
Step 00020800 L_out=0.115 Acc=0.73 ---87712.22 ms/batch
Step 00020850 L_out=0.060 Acc=0.57 ---122956.66 ms/batch
Step 00020900 L_out=0.057 Acc=0.76 ---157808.78 ms/batch
Step 00020950 L_out=0.027 Acc=0.78 ---191951.19 ms/batch
Step 00021000 L_out=0.035 Acc=0.82 ---227735.48 ms/batch
Step 00021050 L_out=0.064 Acc=0.73 ---261906.95 ms/batch
Step 00021100 L_out=0.072 Acc=0.70 ---297156.89 ms/batch
Step 00021150 L_out=0.039 Acc=0.84 ---331976.94 ms/batch
Step 00021200 L_out=0.160 Acc=0.70 ---367001.04 ms/batch
Step 00021250 L_out=0.052 Acc=0.68 ---402768.64 ms/batch
Step 00021300 L_out=0.080 Acc=0.80 ---437224.63 ms/batch
Round 3 | epoch=1, train costTime=468.8404493331909, | total_activation_sum=3979319
Round 3 | epoch=2, current m_iou=0.4736646010127501
Round 3 | Best m_IoU is: 0.474, OA is: 0.798 | val costTime=161.96771502494812
Round 3 | ****EPOCH 2****
Step 00021350 L_out=0.061 Acc=0.85 --- 4328.32 ms/batch
Step 00021400 L_out=0.057 Acc=0.73 ---39493.11 ms/batch
Step 00021450 L_out=0.029 Acc=0.77 ---74035.58 ms/batch
Step 00021500 L_out=0.042 Acc=0.67 ---109938.42 ms/batch
Step 00021550 L_out=0.028 Acc=0.81 ---145441.88 ms/batch
Step 00021600 L_out=0.124 Acc=0.65 ---178702.74 ms/batch
Step 00021650 L_out=0.119 Acc=0.72 ---211295.98 ms/batch
Step 00021700 L_out=0.031 Acc=0.83 ---244397.25 ms/batch
Step 00021750 L_out=0.061 Acc=0.80 ---277247.91 ms/batch
Step 00021800 L_out=0.120 Acc=0.82 ---310283.26 ms/batch
Step 00021850 L_out=0.104 Acc=0.78 ---346608.08 ms/batch
Step 00021900 L_out=0.086 Acc=0.76 ---379613.30 ms/batch
Step 00021950 L_out=0.075 Acc=0.83 ---413310.04 ms/batch
Step 00022000 L_out=0.022 Acc=0.83 ---446351.90 ms/batch
Round 3 | epoch=2, train costTime=453.98056197166443, | total_activation_sum=3930084
Round 3 | epoch=3, current m_iou=0.515492957879078
Round 3 | Best m_IoU is: 0.515, OA is: 0.822 | val costTime=148.8574104309082
Round 3 | ****EPOCH 3****
Step 00022050 L_out=0.042 Acc=0.79 ---25035.52 ms/batch
Step 00022100 L_out=0.042 Acc=0.86 ---58179.60 ms/batch
Step 00022150 L_out=0.030 Acc=0.71 ---94753.72 ms/batch
Step 00022200 L_out=0.124 Acc=0.71 ---130769.42 ms/batch
Step 00022250 L_out=0.045 Acc=0.82 ---166029.82 ms/batch
Step 00022300 L_out=0.029 Acc=0.84 ---199092.83 ms/batch
Step 00022350 L_out=0.129 Acc=0.71 ---230938.98 ms/batch
Step 00022400 L_out=0.025 Acc=0.78 ---264085.27 ms/batch
Step 00022450 L_out=0.039 Acc=0.82 ---296909.69 ms/batch
Step 00022500 L_out=0.264 Acc=0.50 ---328919.35 ms/batch
Step 00022550 L_out=0.042 Acc=0.90 ---361726.48 ms/batch
Step 00022600 L_out=0.061 Acc=0.75 ---395422.31 ms/batch
Step 00022650 L_out=0.091 Acc=0.87 ---429369.31 ms/batch
Round 3 | epoch=3, train costTime=448.3357744216919, | total_activation_sum=3939264
Round 3 | epoch=4, current m_iou=0.5636331130830645
Round 3 | Best m_IoU is: 0.564, OA is: 0.848 | val costTime=142.23948335647583
Round 3 | ****EPOCH 4****
Step 00022700 L_out=0.035 Acc=0.80 ---13127.11 ms/batch
Step 00022750 L_out=0.031 Acc=0.81 ---43978.39 ms/batch
Step 00022800 L_out=0.033 Acc=0.80 ---74436.28 ms/batch
Step 00022850 L_out=0.228 Acc=0.82 ---107976.67 ms/batch
Step 00022900 L_out=0.062 Acc=0.79 ---138944.23 ms/batch
Step 00022950 L_out=0.045 Acc=0.77 ---169863.99 ms/batch
Step 00023000 L_out=0.060 Acc=0.71 ---200613.98 ms/batch
Step 00023050 L_out=0.030 Acc=0.84 ---232158.83 ms/batch
Step 00023100 L_out=0.101 Acc=0.77 ---263661.88 ms/batch
Step 00023150 L_out=0.077 Acc=0.83 ---298040.92 ms/batch
Step 00023200 L_out=0.023 Acc=0.85 ---329437.21 ms/batch
Step 00023250 L_out=0.094 Acc=0.71 ---360307.17 ms/batch
Step 00023300 L_out=0.246 Acc=0.74 ---390317.35 ms/batch
Round 3 | epoch=4, train costTime=417.5897424221039, | total_activation_sum=3993524
Round 3 | epoch=5, current m_iou=0.5502074409897775
Round 3 | Best m_IoU is: 0.564, OA is: 0.848 | val costTime=142.29840302467346
Round 3 | ****EPOCH 5****
Step 00023350 L_out=0.082 Acc=0.67 --- 3388.82 ms/batch
Step 00023400 L_out=0.034 Acc=0.81 ---33512.08 ms/batch
Step 00023450 L_out=0.191 Acc=0.61 ---64502.36 ms/batch
Step 00023500 L_out=0.052 Acc=0.85 ---95143.17 ms/batch
Step 00023550 L_out=0.033 Acc=0.87 ---125529.60 ms/batch
Step 00023600 L_out=0.048 Acc=0.84 ---156543.32 ms/batch
Step 00023650 L_out=0.027 Acc=0.91 ---188642.64 ms/batch
Step 00023700 L_out=0.028 Acc=0.84 ---219435.16 ms/batch
Step 00023750 L_out=0.020 Acc=0.83 ---250459.29 ms/batch
Step 00023800 L_out=0.013 Acc=0.87 ---280411.24 ms/batch
Step 00023850 L_out=0.061 Acc=0.70 ---311893.99 ms/batch
Step 00023900 L_out=0.059 Acc=0.74 ---342441.04 ms/batch
Step 00023950 L_out=0.044 Acc=0.82 ---372622.64 ms/batch
Step 00024000 L_out=0.067 Acc=0.74 ---403749.05 ms/batch
Round 3 | epoch=5, train costTime=410.9460988044739, | total_activation_sum=3934881
Round 3 | epoch=6, current m_iou=0.5425242810308846
Round 3 | Best m_IoU is: 0.564, OA is: 0.848 | val costTime=143.3133099079132
Round 3 | ****EPOCH 6****
Step 00024050 L_out=0.050 Acc=0.79 ---23144.71 ms/batch
Step 00024100 L_out=0.072 Acc=0.71 ---54412.65 ms/batch
Step 00024150 L_out=0.022 Acc=0.85 ---85622.13 ms/batch
Step 00024200 L_out=0.020 Acc=0.88 ---116412.18 ms/batch
Step 00024250 L_out=0.084 Acc=0.85 ---147368.98 ms/batch
Step 00024300 L_out=0.068 Acc=0.76 ---177657.53 ms/batch
Step 00024350 L_out=0.028 Acc=0.87 ---207807.60 ms/batch
Step 00024400 L_out=0.035 Acc=0.85 ---238947.41 ms/batch
Step 00024450 L_out=0.027 Acc=0.79 ---269299.35 ms/batch
Step 00024500 L_out=0.065 Acc=0.86 ---300409.63 ms/batch
Step 00024550 L_out=0.054 Acc=0.83 ---331529.05 ms/batch
Step 00024600 L_out=0.013 Acc=0.90 ---362007.36 ms/batch
Step 00024650 L_out=0.009 Acc=0.84 ---392172.80 ms/batch
Round 3 | epoch=6, train costTime=410.29022002220154, | total_activation_sum=3968513
Round 3 | epoch=7, current m_iou=0.5927886861462356
Round 3 | Best m_IoU is: 0.593, OA is: 0.873 | val costTime=146.9354908466339
Round 3 | ****EPOCH 7****
Step 00024700 L_out=0.038 Acc=0.85 ---12546.10 ms/batch
Step 00024750 L_out=0.172 Acc=0.73 ---43370.47 ms/batch
Step 00024800 L_out=0.034 Acc=0.82 ---74710.43 ms/batch
Step 00024850 L_out=0.177 Acc=0.72 ---105284.29 ms/batch
Step 00024900 L_out=0.008 Acc=0.95 ---135558.75 ms/batch
Step 00024950 L_out=0.047 Acc=0.84 ---165935.61 ms/batch
Step 00025000 L_out=0.043 Acc=0.83 ---196413.95 ms/batch
Step 00025050 L_out=0.025 Acc=0.88 ---226980.82 ms/batch
Step 00025100 L_out=0.028 Acc=0.86 ---258005.11 ms/batch
Step 00025150 L_out=0.019 Acc=0.89 ---288665.95 ms/batch
Step 00025200 L_out=0.016 Acc=0.89 ---319020.87 ms/batch
Step 00025250 L_out=0.026 Acc=0.88 ---350821.37 ms/batch
Step 00025300 L_out=0.042 Acc=0.80 ---382689.84 ms/batch
Round 3 | epoch=7, train costTime=411.39439964294434, | total_activation_sum=3929776
Round 3 | epoch=8, current m_iou=0.5914109863987704
Round 3 | Best m_IoU is: 0.593, OA is: 0.873 | val costTime=140.5326693058014
Round 3 | ****EPOCH 8****
Step 00025350 L_out=0.013 Acc=0.88 --- 2324.91 ms/batch
Step 00025400 L_out=0.009 Acc=0.84 ---31152.57 ms/batch
Step 00025450 L_out=0.011 Acc=0.84 ---60161.97 ms/batch
Step 00025500 L_out=0.020 Acc=0.81 ---89305.21 ms/batch
Step 00025550 L_out=0.059 Acc=0.88 ---118279.23 ms/batch
Step 00025600 L_out=0.108 Acc=0.84 ---147193.00 ms/batch
Step 00025650 L_out=0.033 Acc=0.87 ---176414.54 ms/batch
Step 00025700 L_out=0.013 Acc=0.91 ---205533.06 ms/batch
Step 00025750 L_out=0.026 Acc=0.80 ---236730.98 ms/batch
Step 00025800 L_out=0.029 Acc=0.84 ---272515.86 ms/batch
Step 00025850 L_out=0.044 Acc=0.93 ---306392.97 ms/batch
Step 00025900 L_out=0.024 Acc=0.73 ---335360.32 ms/batch
Step 00025950 L_out=0.021 Acc=0.90 ---364152.89 ms/batch
Step 00026000 L_out=0.010 Acc=0.86 ---393490.94 ms/batch
Round 3 | epoch=8, train costTime=402.712762594223, | total_activation_sum=3908218
Round 3 | epoch=9, current m_iou=0.5988640672569983
Round 3 | Best m_IoU is: 0.599, OA is: 0.883 | val costTime=151.29525208473206
Round 3 | ****EPOCH 9****
Step 00026050 L_out=0.025 Acc=0.87 ---24619.75 ms/batch
Step 00026100 L_out=0.054 Acc=0.76 ---58158.58 ms/batch
Step 00026150 L_out=0.015 Acc=0.86 ---91697.14 ms/batch
Step 00026200 L_out=0.006 Acc=0.89 ---126715.32 ms/batch
Step 00026250 L_out=0.059 Acc=0.85 ---159621.26 ms/batch
Step 00026300 L_out=0.060 Acc=0.86 ---188992.18 ms/batch
Step 00026350 L_out=0.679 Acc=0.77 ---218454.81 ms/batch
Step 00026400 L_out=0.029 Acc=0.79 ---247525.75 ms/batch
Step 00026450 L_out=0.056 Acc=0.81 ---276360.49 ms/batch
Step 00026500 L_out=0.008 Acc=0.87 ---305361.91 ms/batch
Step 00026550 L_out=0.048 Acc=0.85 ---334306.92 ms/batch
Step 00026600 L_out=0.031 Acc=0.90 ---363841.75 ms/batch
Step 00026650 L_out=0.058 Acc=0.86 ---393143.70 ms/batch
Round 3 | epoch=9, train costTime=410.408322095871, | total_activation_sum=3973721
Round 3 | epoch=10, current m_iou=0.5686970642741984
Round 3 | Best m_IoU is: 0.599, OA is: 0.883 | val costTime=131.10512280464172
Round 3 | ****EPOCH 10****
Step 00026700 L_out=0.047 Acc=0.90 ---11812.48 ms/batch
Step 00026750 L_out=0.026 Acc=0.73 ---40765.50 ms/batch
Step 00026800 L_out=0.029 Acc=0.74 ---69488.53 ms/batch
Step 00026850 L_out=0.060 Acc=0.79 ---98613.91 ms/batch
Step 00026900 L_out=0.044 Acc=0.86 ---127437.30 ms/batch
Step 00026950 L_out=0.018 Acc=0.77 ---156354.82 ms/batch
Step 00027000 L_out=0.024 Acc=0.81 ---185532.69 ms/batch
Step 00027050 L_out=0.012 Acc=0.87 ---214758.47 ms/batch
Step 00027100 L_out=0.036 Acc=0.90 ---243114.28 ms/batch
Step 00027150 L_out=0.028 Acc=0.87 ---272283.68 ms/batch
Step 00027200 L_out=0.014 Acc=0.88 ---301208.86 ms/batch
Step 00027250 L_out=0.032 Acc=0.91 ---330291.74 ms/batch
Step 00027300 L_out=0.071 Acc=0.86 ---359216.55 ms/batch
Round 3 | epoch=10, train costTime=386.57062125205994, | total_activation_sum=3942141
Round 3 | epoch=11, current m_iou=0.5995158509752825
Round 3 | Best m_IoU is: 0.600, OA is: 0.882 | val costTime=136.19452548027039
Round 3 | ****EPOCH 11****
Step 00027350 L_out=0.048 Acc=0.83 --- 1732.01 ms/batch
Step 00027400 L_out=0.012 Acc=0.84 ---30635.45 ms/batch
Step 00027450 L_out=0.013 Acc=0.90 ---59608.21 ms/batch
Step 00027500 L_out=0.006 Acc=0.86 ---88632.98 ms/batch
Step 00027550 L_out=0.024 Acc=0.90 ---117803.56 ms/batch
Step 00027600 L_out=0.043 Acc=0.88 ---146787.95 ms/batch
Step 00027650 L_out=0.051 Acc=0.86 ---175752.59 ms/batch
Step 00027700 L_out=0.010 Acc=0.84 ---204729.95 ms/batch
Step 00027750 L_out=0.051 Acc=0.81 ---233874.02 ms/batch
Step 00027800 L_out=0.036 Acc=0.86 ---262778.24 ms/batch
Step 00027850 L_out=0.063 Acc=0.86 ---291873.21 ms/batch
Step 00027900 L_out=0.016 Acc=0.89 ---320748.56 ms/batch
Step 00027950 L_out=0.011 Acc=0.87 ---350559.58 ms/batch
Step 00028000 L_out=0.018 Acc=0.90 ---379988.72 ms/batch
Round 3 | epoch=11, train costTime=388.21006298065186, | total_activation_sum=3961032
Round 3 | epoch=12, current m_iou=0.6065128446487276
Round 3 | Best m_IoU is: 0.607, OA is: 0.886 | val costTime=133.23887181282043
Round 3 | ****EPOCH 12****
Step 00028050 L_out=0.012 Acc=0.88 ---20730.09 ms/batch
Step 00028100 L_out=0.015 Acc=0.84 ---49615.65 ms/batch
Step 00028150 L_out=0.011 Acc=0.91 ---78739.51 ms/batch
Step 00028200 L_out=0.030 Acc=0.86 ---107855.76 ms/batch
Step 00028250 L_out=0.004 Acc=0.89 ---136952.99 ms/batch
Step 00028300 L_out=0.017 Acc=0.79 ---165917.51 ms/batch
Step 00028350 L_out=0.029 Acc=0.86 ---195036.83 ms/batch
Step 00028400 L_out=0.015 Acc=0.86 ---224082.87 ms/batch
Step 00028450 L_out=0.006 Acc=0.88 ---253493.49 ms/batch
Step 00028500 L_out=0.020 Acc=0.91 ---282903.83 ms/batch
Step 00028550 L_out=0.005 Acc=0.84 ---311807.84 ms/batch
Step 00028600 L_out=0.014 Acc=0.91 ---340524.51 ms/batch
Step 00028650 L_out=0.022 Acc=0.91 ---369356.59 ms/batch
Round 3 | epoch=12, train costTime=387.4206190109253, | total_activation_sum=4013376
Round 3 | epoch=13, current m_iou=0.6176317315780768
Round 3 | Best m_IoU is: 0.618, OA is: 0.888 | val costTime=135.95443177223206
Round 3 | ****EPOCH 13****
Step 00028700 L_out=0.009 Acc=0.92 ---10758.29 ms/batch
Step 00028750 L_out=0.002 Acc=0.92 ---39542.25 ms/batch
Step 00028800 L_out=0.018 Acc=0.91 ---68397.28 ms/batch
Step 00028850 L_out=0.005 Acc=0.86 ---97531.89 ms/batch
Step 00028900 L_out=0.021 Acc=0.88 ---126324.60 ms/batch
Step 00028950 L_out=0.011 Acc=0.89 ---155255.83 ms/batch
Step 00029000 L_out=0.036 Acc=0.87 ---185108.94 ms/batch
Step 00029050 L_out=0.020 Acc=0.77 ---214095.75 ms/batch
Step 00029100 L_out=0.020 Acc=0.95 ---242847.42 ms/batch
Step 00029150 L_out=0.018 Acc=0.80 ---271896.60 ms/batch
Step 00029200 L_out=0.005 Acc=0.95 ---300591.96 ms/batch
Step 00029250 L_out=0.006 Acc=0.75 ---329844.41 ms/batch
Step 00029300 L_out=0.047 Acc=0.86 ---358752.93 ms/batch
Round 3 | epoch=13, train costTime=386.6015601158142, | total_activation_sum=3882922
Round 3 | epoch=14, current m_iou=0.6298829612794348
Round 3 | Best m_IoU is: 0.630, OA is: 0.894 | val costTime=134.45087671279907
Round 3 | ****EPOCH 14****
Step 00029350 L_out=0.021 Acc=0.91 --- 1147.98 ms/batch
Step 00029400 L_out=0.009 Acc=0.94 ---30174.76 ms/batch
Step 00029450 L_out=0.040 Acc=0.84 ---59154.95 ms/batch
Step 00029500 L_out=0.022 Acc=0.86 ---88865.77 ms/batch
Step 00029550 L_out=0.016 Acc=0.85 ---117889.11 ms/batch
Step 00029600 L_out=0.050 Acc=0.77 ---147104.85 ms/batch
Step 00029650 L_out=0.026 Acc=0.91 ---176136.57 ms/batch
Step 00029700 L_out=0.023 Acc=0.89 ---205147.23 ms/batch
Step 00029750 L_out=0.028 Acc=0.88 ---233851.36 ms/batch
Step 00029800 L_out=0.025 Acc=0.89 ---262705.44 ms/batch
Step 00029850 L_out=0.049 Acc=0.87 ---291917.92 ms/batch
Step 00029900 L_out=0.055 Acc=0.72 ---320689.36 ms/batch
Step 00029950 L_out=0.010 Acc=0.93 ---349830.28 ms/batch
Step 00030000 L_out=0.023 Acc=0.87 ---378933.88 ms/batch
Round 3 | epoch=14, train costTime=387.6173675060272, | total_activation_sum=3976057
Round 3 | epoch=15, current m_iou=0.6321619979137798
Round 3 | Best m_IoU is: 0.632, OA is: 0.895 | val costTime=135.24671983718872
Round 3 | ****EPOCH 15****
Step 00030050 L_out=0.003 Acc=0.91 ---20278.84 ms/batch
Step 00030100 L_out=0.027 Acc=0.92 ---49333.79 ms/batch
Step 00030150 L_out=0.009 Acc=0.96 ---78458.43 ms/batch
Step 00030200 L_out=0.022 Acc=0.83 ---107577.70 ms/batch
Step 00030250 L_out=0.008 Acc=0.92 ---136337.40 ms/batch
Step 00030300 L_out=0.006 Acc=0.89 ---165548.61 ms/batch
Step 00030350 L_out=0.040 Acc=0.78 ---194609.52 ms/batch
Step 00030400 L_out=0.008 Acc=0.87 ---223453.23 ms/batch
Step 00030450 L_out=0.053 Acc=0.93 ---252231.55 ms/batch
Step 00030500 L_out=0.016 Acc=0.86 ---281152.90 ms/batch
Step 00030550 L_out=0.007 Acc=0.88 ---310063.24 ms/batch
Step 00030600 L_out=0.005 Acc=0.91 ---338924.60 ms/batch
Step 00030650 L_out=0.045 Acc=0.84 ---368204.39 ms/batch
Round 3 | epoch=15, train costTime=386.66457653045654, | total_activation_sum=3942819
Round 3 | epoch=16, current m_iou=0.6281981686539061
Round 3 | Best m_IoU is: 0.632, OA is: 0.895 | val costTime=136.3712010383606
Round 3 | ****EPOCH 16****
Step 00030700 L_out=0.017 Acc=0.91 ---10416.28 ms/batch
Step 00030750 L_out=0.019 Acc=0.83 ---39172.30 ms/batch
Step 00030800 L_out=0.030 Acc=0.85 ---68068.74 ms/batch
Step 00030850 L_out=0.044 Acc=0.87 ---97034.52 ms/batch
Step 00030900 L_out=0.023 Acc=0.94 ---125984.88 ms/batch
Step 00030950 L_out=0.007 Acc=0.87 ---154578.20 ms/batch
Step 00031000 L_out=0.004 Acc=0.92 ---183537.93 ms/batch
Step 00031050 L_out=0.017 Acc=0.94 ---212402.02 ms/batch
Step 00031100 L_out=0.043 Acc=0.88 ---241559.90 ms/batch
Step 00031150 L_out=0.032 Acc=0.77 ---270540.14 ms/batch
Step 00031200 L_out=0.031 Acc=0.86 ---299508.92 ms/batch
Step 00031250 L_out=0.060 Acc=0.84 ---328880.65 ms/batch
Step 00031300 L_out=0.008 Acc=0.95 ---358280.77 ms/batch
Round 3 | epoch=16, train costTime=386.6752772331238, | total_activation_sum=3942817
Round 3 | epoch=17, current m_iou=0.6266845137763812
Round 3 | Best m_IoU is: 0.632, OA is: 0.895 | val costTime=135.40280175209045
Round 3 | ****EPOCH 17****
Step 00031350 L_out=0.021 Acc=0.86 ---  542.39 ms/batch
Step 00031400 L_out=0.013 Acc=0.90 ---30511.79 ms/batch
Step 00031450 L_out=0.007 Acc=0.89 ---60309.50 ms/batch
Step 00031500 L_out=0.008 Acc=0.84 ---95902.37 ms/batch
Step 00031550 L_out=0.043 Acc=0.90 ---128660.20 ms/batch
Step 00031600 L_out=0.030 Acc=0.88 ---162014.13 ms/batch
Step 00031650 L_out=0.040 Acc=0.77 ---195147.79 ms/batch
Step 00031700 L_out=0.011 Acc=0.89 ---228074.38 ms/batch
Step 00031750 L_out=0.017 Acc=0.93 ---265862.63 ms/batch
Step 00031800 L_out=0.005 Acc=0.86 ---300684.01 ms/batch
Step 00031850 L_out=0.024 Acc=0.90 ---336539.80 ms/batch
Step 00031900 L_out=0.038 Acc=0.90 ---371620.08 ms/batch
Step 00031950 L_out=0.014 Acc=0.81 ---407156.70 ms/batch
Step 00032000 L_out=0.020 Acc=0.92 ---442942.77 ms/batch
Round 3 | epoch=17, train costTime=454.76436591148376, | total_activation_sum=3962219
Round 3 | epoch=18, current m_iou=0.6228590742160389
Round 3 | Best m_IoU is: 0.632, OA is: 0.895 | val costTime=171.31026411056519
Round 3 | ****EPOCH 18****
Step 00032050 L_out=0.010 Acc=0.86 ---23317.66 ms/batch
Step 00032100 L_out=0.033 Acc=0.82 ---59495.12 ms/batch
Step 00032150 L_out=0.009 Acc=0.81 ---95792.47 ms/batch
Step 00032200 L_out=0.009 Acc=0.89 ---129837.23 ms/batch
Step 00032250 L_out=0.009 Acc=0.85 ---164814.42 ms/batch
Step 00032300 L_out=0.014 Acc=0.88 ---199031.18 ms/batch
Step 00032350 L_out=0.044 Acc=0.85 ---232476.59 ms/batch
Step 00032400 L_out=0.020 Acc=0.81 ---266859.86 ms/batch
Step 00032450 L_out=0.015 Acc=0.84 ---300285.67 ms/batch
Step 00032500 L_out=0.004 Acc=0.90 ---333453.92 ms/batch
Step 00032550 L_out=0.012 Acc=0.87 ---366408.69 ms/batch
Step 00032600 L_out=0.005 Acc=0.92 ---400474.59 ms/batch
Step 00032650 L_out=0.014 Acc=0.86 ---433270.07 ms/batch
Round 3 | epoch=18, train costTime=455.17759227752686, | total_activation_sum=3958253
Round 3 | epoch=19, current m_iou=0.623691919011668
Round 3 | Best m_IoU is: 0.632, OA is: 0.895 | val costTime=158.1039080619812
Round 3 | ****EPOCH 19****
Step 00032700 L_out=0.005 Acc=0.94 ---11746.45 ms/batch
Step 00032750 L_out=0.014 Acc=0.90 ---45501.23 ms/batch
Step 00032800 L_out=0.004 Acc=0.90 ---78687.32 ms/batch
Step 00032850 L_out=0.028 Acc=0.85 ---111915.22 ms/batch
Step 00032900 L_out=0.020 Acc=0.89 ---145458.99 ms/batch
Step 00032950 L_out=0.046 Acc=0.87 ---178987.28 ms/batch
Step 00033000 L_out=0.026 Acc=0.91 ---213080.65 ms/batch
Step 00033050 L_out=0.020 Acc=0.91 ---246921.52 ms/batch
Step 00033100 L_out=0.012 Acc=0.95 ---281456.23 ms/batch
Step 00033150 L_out=0.032 Acc=0.87 ---315477.10 ms/batch
Step 00033200 L_out=0.028 Acc=0.86 ---348610.01 ms/batch
Step 00033250 L_out=0.035 Acc=0.86 ---383010.06 ms/batch
Step 00033300 L_out=0.006 Acc=0.88 ---418065.34 ms/batch
Step 00033350 L_out=0.008 Acc=0.93 ---451027.82 ms/batch
Round 3 | epoch=19, train costTime=451.027884721756, | total_activation_sum=3952563
Round 3 | epoch=20, current m_iou=0.6241449926933731
Round 3 | Best m_IoU is: 0.632, OA is: 0.895 | val costTime=155.30244326591492
Round 3 | ****EPOCH 20****
Step 00033400 L_out=0.010 Acc=0.91 ---32853.57 ms/batch
Step 00033450 L_out=0.010 Acc=0.89 ---66070.53 ms/batch
Step 00033500 L_out=0.200 Acc=0.79 ---99747.02 ms/batch
Step 00033550 L_out=0.011 Acc=0.89 ---133041.66 ms/batch
Step 00033600 L_out=0.008 Acc=0.84 ---166021.65 ms/batch
Step 00033650 L_out=0.051 Acc=0.87 ---200003.18 ms/batch
Step 00033700 L_out=0.008 Acc=0.90 ---232924.31 ms/batch
Step 00033750 L_out=0.006 Acc=0.82 ---268461.98 ms/batch
Step 00033800 L_out=0.009 Acc=0.92 ---301070.33 ms/batch
Step 00033850 L_out=0.023 Acc=0.90 ---334132.12 ms/batch
Step 00033900 L_out=0.018 Acc=0.93 ---367404.44 ms/batch
Step 00033950 L_out=0.005 Acc=0.92 ---401097.76 ms/batch
Step 00034000 L_out=0.017 Acc=0.81 ---434999.15 ms/batch
Round 3 | epoch=20, train costTime=446.73612546920776, | total_activation_sum=3941704
Round 3 | epoch=21, current m_iou=0.6282114084933013
Round 3 | Best m_IoU is: 0.632, OA is: 0.895 | val costTime=157.59644651412964
Round 3 | ****EPOCH 21****
Step 00034050 L_out=0.014 Acc=0.92 ---21833.86 ms/batch
Step 00034100 L_out=0.006 Acc=0.89 ---56634.52 ms/batch
Step 00034150 L_out=0.029 Acc=0.88 ---89952.10 ms/batch
Step 00034200 L_out=0.029 Acc=0.86 ---124527.64 ms/batch
Step 00034250 L_out=0.017 Acc=0.92 ---157494.08 ms/batch
Step 00034300 L_out=0.016 Acc=0.87 ---190608.15 ms/batch
Step 00034350 L_out=0.029 Acc=0.92 ---223931.94 ms/batch
Step 00034400 L_out=0.013 Acc=0.87 ---258007.69 ms/batch
Step 00034450 L_out=0.017 Acc=0.89 ---291242.46 ms/batch
Step 00034500 L_out=0.013 Acc=0.93 ---324651.50 ms/batch
Step 00034550 L_out=0.005 Acc=0.88 ---359354.45 ms/batch
Step 00034600 L_out=0.008 Acc=0.90 ---392915.80 ms/batch
Step 00034650 L_out=0.000 Acc=0.92 ---426127.52 ms/batch
Round 3 | epoch=21, train costTime=448.686363697052, | total_activation_sum=3961119
Round 3 | epoch=22, current m_iou=0.6296370492930714
Round 3 | Best m_IoU is: 0.632, OA is: 0.895 | val costTime=157.7264277935028
Round 3 | ****EPOCH 22****
Step 00034700 L_out=0.031 Acc=0.87 ---11046.06 ms/batch
Step 00034750 L_out=0.010 Acc=0.90 ---44623.24 ms/batch
Step 00034800 L_out=0.017 Acc=0.89 ---77103.20 ms/batch
Step 00034850 L_out=0.004 Acc=0.88 ---110159.86 ms/batch
Step 00034900 L_out=0.034 Acc=0.90 ---143130.68 ms/batch
Step 00034950 L_out=0.010 Acc=0.85 ---177048.10 ms/batch
Step 00035000 L_out=0.006 Acc=0.83 ---211338.94 ms/batch
Step 00035050 L_out=0.007 Acc=0.90 ---245298.55 ms/batch
Step 00035100 L_out=0.031 Acc=0.87 ---279011.34 ms/batch
Step 00035150 L_out=0.013 Acc=0.85 ---311948.68 ms/batch
Step 00035200 L_out=0.065 Acc=0.82 ---345841.62 ms/batch
Step 00035250 L_out=0.008 Acc=0.88 ---378150.94 ms/batch
Step 00035300 L_out=0.025 Acc=0.89 ---409746.12 ms/batch
Step 00035350 L_out=0.037 Acc=0.84 ---441970.02 ms/batch
Round 3 | epoch=22, train costTime=442.5397925376892, | total_activation_sum=3945182
Round 3 | epoch=23, current m_iou=0.6278419697172228
Round 3 | Best m_IoU is: 0.632, OA is: 0.895 | val costTime=154.29049348831177
Round 3 | ****EPOCH 23****
Step 00035400 L_out=0.006 Acc=0.83 ---30620.88 ms/batch
Step 00035450 L_out=0.013 Acc=0.86 ---61774.18 ms/batch
Step 00035500 L_out=0.036 Acc=0.86 ---92330.92 ms/batch
Step 00035550 L_out=0.038 Acc=0.93 ---124056.97 ms/batch
Step 00035600 L_out=0.026 Acc=0.90 ---155368.59 ms/batch
Step 00035650 L_out=0.015 Acc=0.87 ---186697.56 ms/batch
Step 00035700 L_out=0.006 Acc=0.95 ---217972.41 ms/batch
Step 00035750 L_out=0.009 Acc=0.92 ---249011.40 ms/batch
Step 00035800 L_out=0.004 Acc=0.90 ---279840.08 ms/batch
Step 00035850 L_out=0.002 Acc=0.90 ---311533.73 ms/batch
Step 00035900 L_out=0.018 Acc=0.92 ---344499.65 ms/batch
Step 00035950 L_out=0.011 Acc=0.86 ---375844.33 ms/batch
Step 00036000 L_out=0.005 Acc=0.93 ---407063.09 ms/batch
Round 3 | epoch=23, train costTime=417.60024523735046, | total_activation_sum=3924117
Round 3 | epoch=24, current m_iou=0.6288431933777292
Round 3 | Best m_IoU is: 0.632, OA is: 0.895 | val costTime=140.15822982788086
Round 3 | ****EPOCH 24****
Step 00036050 L_out=0.020 Acc=0.91 ---18537.85 ms/batch
Step 00036100 L_out=0.022 Acc=0.82 ---47746.55 ms/batch
Step 00036150 L_out=0.036 Acc=0.89 ---76818.88 ms/batch
Step 00036200 L_out=0.041 Acc=0.89 ---106280.16 ms/batch
Step 00036250 L_out=0.007 Acc=0.91 ---137059.23 ms/batch
Step 00036300 L_out=0.011 Acc=0.88 ---167932.77 ms/batch
Step 00036350 L_out=0.006 Acc=0.89 ---200153.60 ms/batch
Step 00036400 L_out=0.007 Acc=0.94 ---231798.02 ms/batch
Step 00036450 L_out=0.011 Acc=0.92 ---264332.90 ms/batch
Step 00036500 L_out=0.013 Acc=0.87 ---295722.00 ms/batch
Step 00036550 L_out=0.024 Acc=0.92 ---326950.07 ms/batch
Step 00036600 L_out=0.003 Acc=0.96 ---357884.61 ms/batch
Step 00036650 L_out=0.009 Acc=0.82 ---388909.05 ms/batch
Round 3 | epoch=24, train costTime=410.77849864959717, | total_activation_sum=4010159
Round 3 | epoch=25, current m_iou=0.6364273336199717
Round 3 | Best m_IoU is: 0.636, OA is: 0.899 | val costTime=147.95870804786682
Round 3 | ****EPOCH 25****
Step 00036700 L_out=0.030 Acc=0.85 --- 9446.94 ms/batch
Step 00036750 L_out=0.012 Acc=0.83 ---41223.82 ms/batch
Step 00036800 L_out=0.009 Acc=0.79 ---72763.50 ms/batch
Step 00036850 L_out=0.008 Acc=0.88 ---103530.84 ms/batch
Step 00036900 L_out=0.013 Acc=0.89 ---134522.10 ms/batch
Step 00036950 L_out=0.018 Acc=0.87 ---167526.08 ms/batch
Step 00037000 L_out=0.029 Acc=0.90 ---198612.13 ms/batch
Step 00037050 L_out=0.006 Acc=0.93 ---229544.72 ms/batch
Step 00037100 L_out=0.019 Acc=0.93 ---260751.46 ms/batch
Step 00037150 L_out=0.013 Acc=0.92 ---289552.62 ms/batch
Step 00037200 L_out=0.008 Acc=0.88 ---318657.62 ms/batch
Step 00037250 L_out=0.012 Acc=0.88 ---347568.13 ms/batch
Step 00037300 L_out=0.006 Acc=0.95 ---376290.38 ms/batch
Step 00037350 L_out=0.014 Acc=0.85 ---405264.64 ms/batch
Round 3 | epoch=25, train costTime=406.4186406135559, | total_activation_sum=3988132
Round 3 | epoch=26, current m_iou=0.6328586696429381
Round 3 | Best m_IoU is: 0.636, OA is: 0.899 | val costTime=131.2749364376068
Round 3 | ****EPOCH 26****
Step 00037400 L_out=0.013 Acc=0.87 ---27741.61 ms/batch
Step 00037450 L_out=0.009 Acc=0.85 ---56823.24 ms/batch
Step 00037500 L_out=0.027 Acc=0.85 ---85964.65 ms/batch
Step 00037550 L_out=0.040 Acc=0.82 ---115109.90 ms/batch
Step 00037600 L_out=0.019 Acc=0.91 ---143788.77 ms/batch
Step 00037650 L_out=0.123 Acc=0.78 ---172635.74 ms/batch
Step 00037700 L_out=0.026 Acc=0.88 ---201336.52 ms/batch
Step 00037750 L_out=0.041 Acc=0.92 ---230330.31 ms/batch
Step 00037800 L_out=0.017 Acc=0.93 ---259653.53 ms/batch
Step 00037850 L_out=0.002 Acc=0.90 ---288576.46 ms/batch
Step 00037900 L_out=0.034 Acc=0.90 ---317555.80 ms/batch
Step 00037950 L_out=0.005 Acc=0.96 ---346448.78 ms/batch
Step 00038000 L_out=0.020 Acc=0.94 ---375632.40 ms/batch
Round 3 | epoch=26, train costTime=386.6917221546173, | total_activation_sum=3962870
Round 3 | epoch=27, current m_iou=0.6345404198797968
Round 3 | Best m_IoU is: 0.636, OA is: 0.899 | val costTime=132.54916667938232
Round 3 | ****EPOCH 27****
Step 00038050 L_out=0.016 Acc=0.90 ---17856.95 ms/batch
Step 00038100 L_out=0.025 Acc=0.81 ---46727.53 ms/batch
Step 00038150 L_out=0.019 Acc=0.94 ---75547.14 ms/batch
Step 00038200 L_out=0.009 Acc=0.84 ---104207.12 ms/batch
Step 00038250 L_out=0.021 Acc=0.89 ---133241.53 ms/batch
Step 00038300 L_out=0.007 Acc=0.95 ---162114.94 ms/batch
Step 00038350 L_out=0.003 Acc=0.94 ---191065.13 ms/batch
Step 00038400 L_out=0.002 Acc=0.91 ---220202.59 ms/batch
Step 00038450 L_out=0.016 Acc=0.93 ---249274.27 ms/batch
Step 00038500 L_out=0.010 Acc=0.85 ---278184.62 ms/batch
Step 00038550 L_out=0.006 Acc=0.89 ---307110.41 ms/batch
Step 00038600 L_out=0.015 Acc=0.81 ---336296.02 ms/batch
Step 00038650 L_out=0.011 Acc=0.90 ---365670.43 ms/batch
Round 3 | epoch=27, train costTime=386.4997761249542, | total_activation_sum=3905549
Round 3 | epoch=28, current m_iou=0.6309235668434404
Round 3 | Best m_IoU is: 0.636, OA is: 0.899 | val costTime=134.86772274971008
Round 3 | ****EPOCH 28****
Step 00038700 L_out=0.005 Acc=0.92 --- 8350.13 ms/batch
Step 00038750 L_out=0.006 Acc=0.87 ---37245.92 ms/batch
Step 00038800 L_out=0.009 Acc=0.94 ---66168.03 ms/batch
Step 00038850 L_out=0.025 Acc=0.94 ---95088.43 ms/batch
Step 00038900 L_out=0.006 Acc=0.96 ---123997.78 ms/batch
Step 00038950 L_out=0.019 Acc=0.92 ---152767.42 ms/batch
Step 00039000 L_out=0.012 Acc=0.92 ---181874.96 ms/batch
Step 00039050 L_out=0.016 Acc=0.95 ---210847.38 ms/batch
Step 00039100 L_out=0.003 Acc=0.90 ---239459.88 ms/batch
Step 00039150 L_out=0.150 Acc=0.75 ---268396.90 ms/batch
Step 00039200 L_out=0.004 Acc=0.91 ---297321.23 ms/batch
Step 00039250 L_out=0.030 Acc=0.92 ---327294.48 ms/batch
Step 00039300 L_out=0.012 Acc=0.83 ---356333.92 ms/batch
Step 00039350 L_out=0.006 Acc=0.94 ---385178.62 ms/batch
Round 3 | epoch=28, train costTime=386.90702629089355, | total_activation_sum=3954919
Round 3 | epoch=29, current m_iou=0.6297456616049975
Round 3 | Best m_IoU is: 0.636, OA is: 0.899 | val costTime=134.52737402915955
Round 3 | ****EPOCH 29****
Step 00039400 L_out=0.017 Acc=0.94 ---26849.62 ms/batch
Step 00039450 L_out=0.034 Acc=0.90 ---55659.31 ms/batch
Step 00039500 L_out=0.051 Acc=0.94 ---84558.00 ms/batch
Step 00039550 L_out=0.008 Acc=0.90 ---113556.49 ms/batch
Step 00039600 L_out=0.011 Acc=0.86 ---142305.64 ms/batch
Step 00039650 L_out=0.013 Acc=0.86 ---171334.95 ms/batch
Step 00039700 L_out=0.026 Acc=0.90 ---200335.33 ms/batch
Step 00039750 L_out=0.038 Acc=0.86 ---229905.76 ms/batch
Step 00039800 L_out=0.008 Acc=0.91 ---259284.91 ms/batch
Step 00039850 L_out=0.006 Acc=0.94 ---288049.03 ms/batch
Step 00039900 L_out=0.014 Acc=0.91 ---316847.57 ms/batch
Step 00039950 L_out=0.025 Acc=0.85 ---345786.27 ms/batch
Step 00040000 L_out=0.007 Acc=0.92 ---374705.36 ms/batch
Round 3 | epoch=29, train costTime=386.30697679519653, | total_activation_sum=3939139
Round 3 | epoch=30, current m_iou=0.6270566656379923
Round 3 | Best m_IoU is: 0.636, OA is: 0.899 | val costTime=132.7390422821045
Round 3 | ****EPOCH 30****
Round 4 | ****EPOCH 0****
Step 00040050 L_out=0.216 Acc=0.66 ---17606.14 ms/batch
Step 00040100 L_out=0.393 Acc=0.67 ---46824.50 ms/batch
Step 00040150 L_out=0.381 Acc=0.49 ---76035.38 ms/batch
Step 00040200 L_out=0.184 Acc=0.64 ---104960.30 ms/batch
Step 00040250 L_out=0.054 Acc=0.66 ---134273.91 ms/batch
Step 00040300 L_out=0.023 Acc=0.71 ---163732.93 ms/batch
Step 00040350 L_out=0.150 Acc=0.76 ---192562.24 ms/batch
Step 00040400 L_out=0.083 Acc=0.88 ---221561.32 ms/batch
Step 00040450 L_out=0.082 Acc=0.77 ---250730.76 ms/batch
Step 00040500 L_out=0.109 Acc=0.84 ---280287.66 ms/batch
Step 00040550 L_out=0.127 Acc=0.75 ---310934.43 ms/batch
Step 00040600 L_out=0.059 Acc=0.83 ---342300.76 ms/batch
Step 00040650 L_out=0.109 Acc=0.83 ---374370.22 ms/batch
Round 4 | epoch=0, train costTime=398.0655882358551, | total_activation_sum=4992898
Round 4 | epoch=1, current m_iou=0.5313355365858097
Round 4 | Best m_IoU is: 0.531, OA is: 0.847 | val costTime=152.19240045547485
Round 4 | ****EPOCH 1****
Step 00040700 L_out=0.074 Acc=0.77 --- 8011.39 ms/batch
Step 00040750 L_out=0.070 Acc=0.75 ---39430.07 ms/batch
Step 00040800 L_out=0.037 Acc=0.70 ---70282.37 ms/batch
Step 00040850 L_out=0.110 Acc=0.71 ---101644.99 ms/batch
Step 00040900 L_out=0.022 Acc=0.85 ---132609.78 ms/batch
Step 00040950 L_out=0.052 Acc=0.82 ---163882.10 ms/batch
Step 00041000 L_out=0.008 Acc=0.88 ---196057.27 ms/batch
Step 00041050 L_out=0.027 Acc=0.78 ---227391.67 ms/batch
Step 00041100 L_out=0.140 Acc=0.75 ---259089.16 ms/batch
Step 00041150 L_out=0.028 Acc=0.90 ---290406.50 ms/batch
Step 00041200 L_out=0.043 Acc=0.84 ---321884.89 ms/batch
Step 00041250 L_out=0.044 Acc=0.80 ---353533.05 ms/batch
Step 00041300 L_out=0.016 Acc=0.88 ---384755.41 ms/batch
Step 00041350 L_out=0.044 Acc=0.90 ---415812.89 ms/batch
Round 4 | epoch=1, train costTime=418.4280550479889, | total_activation_sum=4703333
Round 4 | epoch=2, current m_iou=0.586627705274162
Round 4 | Best m_IoU is: 0.587, OA is: 0.881 | val costTime=153.20920038223267
Round 4 | ****EPOCH 2****
Step 00041400 L_out=0.026 Acc=0.90 ---29153.53 ms/batch
Step 00041450 L_out=0.048 Acc=0.81 ---59835.38 ms/batch
Step 00041500 L_out=0.060 Acc=0.81 ---92279.51 ms/batch
Step 00041550 L_out=0.101 Acc=0.79 ---123066.38 ms/batch
Step 00041600 L_out=0.055 Acc=0.73 ---153963.21 ms/batch
Step 00041650 L_out=0.062 Acc=0.66 ---185392.61 ms/batch
Step 00041700 L_out=0.035 Acc=0.75 ---217141.07 ms/batch
Step 00041750 L_out=0.069 Acc=0.84 ---248380.78 ms/batch
Step 00041800 L_out=0.181 Acc=0.71 ---279552.48 ms/batch
Step 00041850 L_out=0.048 Acc=0.82 ---310476.63 ms/batch
Step 00041900 L_out=0.011 Acc=0.77 ---340769.87 ms/batch
Step 00041950 L_out=0.023 Acc=0.89 ---370090.64 ms/batch
Step 00042000 L_out=0.104 Acc=0.74 ---399469.11 ms/batch
Round 4 | epoch=2, train costTime=411.78883957862854, | total_activation_sum=4680685
Round 4 | epoch=3, current m_iou=0.6054684456914041
Round 4 | Best m_IoU is: 0.605, OA is: 0.883 | val costTime=146.33556032180786
Round 4 | ****EPOCH 3****
Step 00042050 L_out=0.019 Acc=0.82 ---17059.16 ms/batch
Step 00042100 L_out=0.022 Acc=0.89 ---46087.91 ms/batch
Step 00042150 L_out=0.159 Acc=0.84 ---75165.51 ms/batch
Step 00042200 L_out=0.110 Acc=0.89 ---104183.12 ms/batch
Step 00042250 L_out=0.009 Acc=0.91 ---133285.76 ms/batch
Step 00042300 L_out=0.043 Acc=0.80 ---162714.67 ms/batch
Step 00042350 L_out=0.126 Acc=0.74 ---191837.28 ms/batch
Step 00042400 L_out=0.009 Acc=0.84 ---221728.14 ms/batch
Step 00042450 L_out=0.042 Acc=0.92 ---250517.72 ms/batch
Step 00042500 L_out=0.086 Acc=0.73 ---279805.21 ms/batch
Step 00042550 L_out=0.064 Acc=0.63 ---308787.82 ms/batch
Step 00042600 L_out=0.033 Acc=0.83 ---338124.06 ms/batch
Step 00042650 L_out=0.033 Acc=0.83 ---367365.11 ms/batch
Round 4 | epoch=3, train costTime=389.5295960903168, | total_activation_sum=4744490
Round 4 | epoch=4, current m_iou=0.629015797362559
Round 4 | Best m_IoU is: 0.629, OA is: 0.891 | val costTime=147.16669178009033
Round 4 | ****EPOCH 4****
Step 00042700 L_out=0.008 Acc=0.90 --- 7080.89 ms/batch
Step 00042750 L_out=0.035 Acc=0.81 ---36373.09 ms/batch
Step 00042800 L_out=0.110 Acc=0.82 ---65266.62 ms/batch
Step 00042850 L_out=0.069 Acc=0.83 ---94446.29 ms/batch
Step 00042900 L_out=0.011 Acc=0.89 ---123532.43 ms/batch
Step 00042950 L_out=0.027 Acc=0.90 ---152764.09 ms/batch
Step 00043000 L_out=0.109 Acc=0.52 ---181808.40 ms/batch
Step 00043050 L_out=0.007 Acc=0.82 ---210737.17 ms/batch
Step 00043100 L_out=0.042 Acc=0.83 ---240093.87 ms/batch
Step 00043150 L_out=0.277 Acc=0.76 ---268920.85 ms/batch
Step 00043200 L_out=0.024 Acc=0.89 ---298602.39 ms/batch
Step 00043250 L_out=0.183 Acc=0.85 ---327583.06 ms/batch
Step 00043300 L_out=0.056 Acc=0.78 ---356653.31 ms/batch
Step 00043350 L_out=0.043 Acc=0.79 ---385690.42 ms/batch
Round 4 | epoch=4, train costTime=388.56780767440796, | total_activation_sum=4702476
Round 4 | epoch=5, current m_iou=0.6210154113556041
Round 4 | Best m_IoU is: 0.629, OA is: 0.891 | val costTime=145.443261384964
Round 4 | ****EPOCH 5****
Step 00043400 L_out=0.021 Acc=0.89 ---26270.23 ms/batch
Step 00043450 L_out=0.009 Acc=0.92 ---55471.82 ms/batch
Step 00043500 L_out=0.018 Acc=0.87 ---85711.34 ms/batch
Step 00043550 L_out=0.033 Acc=0.88 ---116046.03 ms/batch
Step 00043600 L_out=0.019 Acc=0.90 ---147382.83 ms/batch
Step 00043650 L_out=0.044 Acc=0.86 ---177634.93 ms/batch
Step 00043700 L_out=0.053 Acc=0.90 ---208237.23 ms/batch
Step 00043750 L_out=0.101 Acc=0.87 ---239090.27 ms/batch
Step 00043800 L_out=0.021 Acc=0.87 ---269779.54 ms/batch
Step 00043850 L_out=0.020 Acc=0.88 ---300422.98 ms/batch
Step 00043900 L_out=0.024 Acc=0.77 ---331852.40 ms/batch
Step 00043950 L_out=0.081 Acc=0.84 ---363561.37 ms/batch
Step 00044000 L_out=0.184 Acc=0.79 ---393463.35 ms/batch
Round 4 | epoch=5, train costTime=406.5776309967041, | total_activation_sum=4694478
Round 4 | epoch=6, current m_iou=0.6338116168492325
Round 4 | Best m_IoU is: 0.634, OA is: 0.893 | val costTime=153.2357258796692
Round 4 | ****EPOCH 6****
Step 00044050 L_out=0.045 Acc=0.79 ---17179.65 ms/batch
Step 00044100 L_out=0.022 Acc=0.53 ---47526.24 ms/batch
Step 00044150 L_out=0.028 Acc=0.86 ---76888.81 ms/batch
Step 00044200 L_out=0.028 Acc=0.80 ---105791.30 ms/batch
Step 00044250 L_out=0.055 Acc=0.66 ---134616.14 ms/batch
Step 00044300 L_out=0.028 Acc=0.93 ---163766.16 ms/batch
Step 00044350 L_out=0.046 Acc=0.84 ---192379.22 ms/batch
Step 00044400 L_out=0.075 Acc=0.83 ---221471.30 ms/batch
Step 00044450 L_out=0.013 Acc=0.87 ---251307.71 ms/batch
Step 00044500 L_out=0.016 Acc=0.84 ---279196.30 ms/batch
Step 00044550 L_out=0.024 Acc=0.86 ---306284.48 ms/batch
Step 00044600 L_out=0.092 Acc=0.81 ---333511.91 ms/batch
Step 00044650 L_out=0.047 Acc=0.86 ---360997.79 ms/batch
Round 4 | epoch=6, train costTime=382.1294991970062, | total_activation_sum=4727596
Round 4 | epoch=7, current m_iou=0.6232622061142811
Round 4 | Best m_IoU is: 0.634, OA is: 0.893 | val costTime=125.00570678710938
Round 4 | ****EPOCH 7****
Step 00044700 L_out=0.036 Acc=0.89 --- 6147.64 ms/batch
Step 00044750 L_out=0.010 Acc=0.88 ---33580.43 ms/batch
Step 00044800 L_out=0.025 Acc=0.90 ---60935.22 ms/batch
Step 00044850 L_out=0.028 Acc=0.90 ---88484.32 ms/batch
Step 00044900 L_out=0.006 Acc=0.89 ---115909.72 ms/batch
Step 00044950 L_out=0.072 Acc=0.89 ---142834.18 ms/batch
Step 00045000 L_out=0.022 Acc=0.91 ---170599.31 ms/batch
Step 00045050 L_out=0.040 Acc=0.90 ---198013.33 ms/batch
Step 00045100 L_out=0.031 Acc=0.91 ---225478.82 ms/batch
Step 00045150 L_out=0.037 Acc=0.86 ---253007.17 ms/batch
Step 00045200 L_out=0.016 Acc=0.92 ---280315.64 ms/batch
Step 00045250 L_out=0.038 Acc=0.88 ---307552.12 ms/batch
Step 00045300 L_out=0.030 Acc=0.88 ---334969.48 ms/batch
Step 00045350 L_out=0.039 Acc=0.92 ---362076.65 ms/batch
Round 4 | epoch=7, train costTime=365.34937739372253, | total_activation_sum=4738319
Round 4 | epoch=8, current m_iou=0.6346214725819472
Round 4 | Best m_IoU is: 0.635, OA is: 0.897 | val costTime=123.81308698654175
Round 4 | ****EPOCH 8****
Step 00045400 L_out=0.040 Acc=0.85 ---24194.83 ms/batch
Step 00045450 L_out=0.031 Acc=0.82 ---51705.53 ms/batch
Step 00045500 L_out=0.105 Acc=0.85 ---79097.57 ms/batch
Step 00045550 L_out=0.024 Acc=0.83 ---106907.06 ms/batch
Step 00045600 L_out=0.019 Acc=0.91 ---134612.78 ms/batch
Step 00045650 L_out=0.038 Acc=0.89 ---161792.54 ms/batch
Step 00045700 L_out=0.026 Acc=0.87 ---189328.65 ms/batch
Step 00045750 L_out=0.016 Acc=0.93 ---216742.63 ms/batch
Step 00045800 L_out=0.004 Acc=0.92 ---244144.06 ms/batch
Step 00045850 L_out=0.030 Acc=0.94 ---271580.63 ms/batch
Step 00045900 L_out=0.021 Acc=0.93 ---299205.74 ms/batch
Step 00045950 L_out=0.006 Acc=0.94 ---326484.88 ms/batch
Step 00046000 L_out=0.028 Acc=0.80 ---354016.56 ms/batch
Round 4 | epoch=8, train costTime=366.57800221443176, | total_activation_sum=4656490
Round 4 | epoch=9, current m_iou=0.6408716977436821
Round 4 | Best m_IoU is: 0.641, OA is: 0.901 | val costTime=124.10413551330566
Round 4 | ****EPOCH 9****
Step 00046050 L_out=0.027 Acc=0.87 ---14731.63 ms/batch
Step 00046100 L_out=0.023 Acc=0.94 ---41961.97 ms/batch
Step 00046150 L_out=0.042 Acc=0.92 ---69584.47 ms/batch
Step 00046200 L_out=0.028 Acc=0.89 ---97281.89 ms/batch
Step 00046250 L_out=0.011 Acc=0.90 ---124683.22 ms/batch
Step 00046300 L_out=0.034 Acc=0.92 ---151877.53 ms/batch
Step 00046350 L_out=0.017 Acc=0.92 ---179074.67 ms/batch
Step 00046400 L_out=0.067 Acc=0.80 ---206395.87 ms/batch
Step 00046450 L_out=0.015 Acc=0.91 ---233704.99 ms/batch
Step 00046500 L_out=0.020 Acc=0.91 ---260964.36 ms/batch
Step 00046550 L_out=0.008 Acc=0.91 ---288225.66 ms/batch
Step 00046600 L_out=0.027 Acc=0.90 ---315688.15 ms/batch
Step 00046650 L_out=0.016 Acc=0.94 ---342970.90 ms/batch
Round 4 | epoch=9, train costTime=364.6946156024933, | total_activation_sum=4786156
Round 4 | epoch=10, current m_iou=0.6343550305361698
Round 4 | Best m_IoU is: 0.641, OA is: 0.901 | val costTime=126.4592502117157
Round 4 | ****EPOCH 10****
Step 00046700 L_out=0.001 Acc=0.95 --- 5452.81 ms/batch
Step 00046750 L_out=0.021 Acc=0.91 ---32728.05 ms/batch
Step 00046800 L_out=0.010 Acc=0.84 ---60251.77 ms/batch
Step 00046850 L_out=0.031 Acc=0.86 ---87772.16 ms/batch
Step 00046900 L_out=0.033 Acc=0.89 ---115092.43 ms/batch
Step 00046950 L_out=0.008 Acc=0.92 ---142308.68 ms/batch
Step 00047000 L_out=0.016 Acc=0.95 ---169969.88 ms/batch
Step 00047050 L_out=0.009 Acc=0.88 ---197145.07 ms/batch
Step 00047100 L_out=0.007 Acc=0.90 ---224178.04 ms/batch
Step 00047150 L_out=0.013 Acc=0.88 ---251384.86 ms/batch
Step 00047200 L_out=0.009 Acc=0.92 ---278697.72 ms/batch
Step 00047250 L_out=0.066 Acc=0.87 ---305804.18 ms/batch
Step 00047300 L_out=0.086 Acc=0.89 ---333158.83 ms/batch
Step 00047350 L_out=0.012 Acc=0.90 ---360423.75 ms/batch
Round 4 | epoch=10, train costTime=364.1781702041626, | total_activation_sum=4677861
Round 4 | epoch=11, current m_iou=0.6422576005424612
Round 4 | Best m_IoU is: 0.642, OA is: 0.902 | val costTime=126.09951400756836
Round 4 | ****EPOCH 11****
Step 00047400 L_out=0.013 Acc=0.92 ---23234.51 ms/batch
Step 00047450 L_out=0.054 Acc=0.74 ---50339.38 ms/batch
Step 00047500 L_out=0.022 Acc=0.88 ---77521.41 ms/batch
Step 00047550 L_out=0.022 Acc=0.91 ---104635.90 ms/batch
Step 00047600 L_out=0.021 Acc=0.88 ---131893.20 ms/batch
Step 00047650 L_out=0.023 Acc=0.78 ---159302.56 ms/batch
Step 00047700 L_out=0.018 Acc=0.90 ---186610.01 ms/batch
Step 00047750 L_out=0.020 Acc=0.92 ---214048.67 ms/batch
Step 00047800 L_out=0.026 Acc=0.92 ---241048.89 ms/batch
Step 00047850 L_out=0.074 Acc=0.86 ---268281.04 ms/batch
Step 00047900 L_out=0.049 Acc=0.85 ---295447.54 ms/batch
Step 00047950 L_out=0.010 Acc=0.86 ---322834.36 ms/batch
Step 00048000 L_out=0.021 Acc=0.92 ---349995.21 ms/batch
Round 4 | epoch=11, train costTime=363.33938908576965, | total_activation_sum=4707880
Round 4 | epoch=12, current m_iou=0.6370570190457097
Round 4 | Best m_IoU is: 0.642, OA is: 0.902 | val costTime=126.0697066783905
Round 4 | ****EPOCH 12****
Step 00048050 L_out=0.036 Acc=0.93 ---14303.62 ms/batch
Step 00048100 L_out=0.075 Acc=0.85 ---41690.30 ms/batch
Step 00048150 L_out=0.016 Acc=0.92 ---69043.04 ms/batch
Step 00048200 L_out=0.043 Acc=0.91 ---96321.69 ms/batch
Step 00048250 L_out=0.011 Acc=0.87 ---123647.79 ms/batch
Step 00048300 L_out=0.010 Acc=0.91 ---150853.93 ms/batch
Step 00048350 L_out=0.010 Acc=0.93 ---178253.41 ms/batch
Step 00048400 L_out=0.020 Acc=0.83 ---205609.03 ms/batch
Step 00048450 L_out=0.011 Acc=0.94 ---232932.23 ms/batch
Step 00048500 L_out=0.009 Acc=0.91 ---260204.23 ms/batch
Step 00048550 L_out=0.014 Acc=0.86 ---287732.27 ms/batch
Step 00048600 L_out=0.042 Acc=0.84 ---315600.87 ms/batch
Step 00048650 L_out=0.024 Acc=0.91 ---342901.92 ms/batch
Round 4 | epoch=12, train costTime=365.3498890399933, | total_activation_sum=4692984
Round 4 | epoch=13, current m_iou=0.6413802578635963
Round 4 | Best m_IoU is: 0.642, OA is: 0.902 | val costTime=126.16964483261108
Round 4 | ****EPOCH 13****
Step 00048700 L_out=0.017 Acc=0.94 --- 4952.68 ms/batch
Step 00048750 L_out=0.006 Acc=0.93 ---32138.04 ms/batch
Step 00048800 L_out=0.035 Acc=0.83 ---59306.01 ms/batch
Step 00048850 L_out=0.032 Acc=0.88 ---86586.48 ms/batch
Step 00048900 L_out=0.021 Acc=0.92 ---113900.85 ms/batch
Step 00048950 L_out=0.004 Acc=0.89 ---141150.33 ms/batch
Step 00049000 L_out=0.177 Acc=0.78 ---168645.58 ms/batch
Step 00049050 L_out=0.019 Acc=0.86 ---196017.94 ms/batch
Step 00049100 L_out=0.039 Acc=0.92 ---223271.88 ms/batch
Step 00049150 L_out=0.016 Acc=0.91 ---250765.44 ms/batch
Step 00049200 L_out=0.281 Acc=0.69 ---278344.48 ms/batch
Step 00049250 L_out=0.036 Acc=0.89 ---305530.13 ms/batch
Step 00049300 L_out=0.063 Acc=0.93 ---332633.79 ms/batch
Step 00049350 L_out=0.005 Acc=0.90 ---360158.68 ms/batch
Round 4 | epoch=13, train costTime=364.62294006347656, | total_activation_sum=4743235
Round 4 | epoch=14, current m_iou=0.6386999738715011
Round 4 | Best m_IoU is: 0.642, OA is: 0.902 | val costTime=124.3524079322815
Round 4 | ****EPOCH 14****
Step 00049400 L_out=0.042 Acc=0.87 ---22905.50 ms/batch
Step 00049450 L_out=0.032 Acc=0.91 ---50059.23 ms/batch
Step 00049500 L_out=0.025 Acc=0.89 ---77408.24 ms/batch
Step 00049550 L_out=0.036 Acc=0.84 ---104839.33 ms/batch
Step 00049600 L_out=0.028 Acc=0.86 ---132286.77 ms/batch
Step 00049650 L_out=0.010 Acc=0.89 ---159569.21 ms/batch
Step 00049700 L_out=0.014 Acc=0.91 ---187030.36 ms/batch
Step 00049750 L_out=0.045 Acc=0.83 ---214731.89 ms/batch
Step 00049800 L_out=0.026 Acc=0.90 ---242234.60 ms/batch
Step 00049850 L_out=0.015 Acc=0.92 ---269346.33 ms/batch
Step 00049900 L_out=0.011 Acc=0.89 ---296536.28 ms/batch
Step 00049950 L_out=0.007 Acc=0.88 ---323777.95 ms/batch
Step 00050000 L_out=0.014 Acc=0.87 ---351099.27 ms/batch
Round 4 | epoch=14, train costTime=364.77045488357544, | total_activation_sum=4723507
Round 4 | epoch=15, current m_iou=0.6359510038491449
Round 4 | Best m_IoU is: 0.642, OA is: 0.902 | val costTime=125.34134531021118
Round 4 | ****EPOCH 15****
Step 00050050 L_out=0.030 Acc=0.88 ---13533.87 ms/batch
Step 00050100 L_out=0.022 Acc=0.86 ---40829.61 ms/batch
Step 00050150 L_out=0.010 Acc=0.88 ---68351.69 ms/batch
Step 00050200 L_out=0.054 Acc=0.85 ---95615.43 ms/batch
Step 00050250 L_out=0.021 Acc=0.91 ---122926.93 ms/batch
Step 00050300 L_out=0.067 Acc=0.85 ---150944.70 ms/batch
Step 00050350 L_out=0.026 Acc=0.77 ---178143.21 ms/batch
Step 00050400 L_out=0.009 Acc=0.89 ---205519.54 ms/batch
Step 00050450 L_out=0.015 Acc=0.90 ---232873.02 ms/batch
Step 00050500 L_out=0.013 Acc=0.89 ---260287.32 ms/batch
Step 00050550 L_out=0.011 Acc=0.96 ---287680.38 ms/batch
Step 00050600 L_out=0.037 Acc=0.87 ---315249.39 ms/batch
Step 00050650 L_out=0.052 Acc=0.90 ---342713.37 ms/batch
Round 4 | epoch=15, train costTime=365.603218793869, | total_activation_sum=4696551
Round 4 | epoch=16, current m_iou=0.6466949568533332
Round 4 | Best m_IoU is: 0.647, OA is: 0.907 | val costTime=123.57645964622498
Round 4 | ****EPOCH 16****
Step 00050700 L_out=0.039 Acc=0.87 --- 4469.58 ms/batch
Step 00050750 L_out=0.020 Acc=0.89 ---31753.11 ms/batch
Step 00050800 L_out=0.023 Acc=0.82 ---59186.92 ms/batch
Step 00050850 L_out=0.027 Acc=0.85 ---86830.07 ms/batch
Step 00050900 L_out=0.014 Acc=0.91 ---114542.89 ms/batch
Step 00050950 L_out=0.049 Acc=0.84 ---141959.81 ms/batch
Step 00051000 L_out=0.011 Acc=0.91 ---169258.89 ms/batch
Step 00051050 L_out=0.009 Acc=0.91 ---196763.45 ms/batch
Step 00051100 L_out=0.073 Acc=0.90 ---223910.64 ms/batch
Step 00051150 L_out=0.039 Acc=0.90 ---251229.16 ms/batch
Step 00051200 L_out=0.020 Acc=0.94 ---278493.65 ms/batch
Step 00051250 L_out=0.023 Acc=0.90 ---305610.01 ms/batch
Step 00051300 L_out=0.006 Acc=0.93 ---332989.34 ms/batch
Step 00051350 L_out=0.035 Acc=0.92 ---360560.92 ms/batch
Round 4 | epoch=16, train costTime=365.4828495979309, | total_activation_sum=4738025
Round 4 | epoch=17, current m_iou=0.6484878494992317
Round 4 | Best m_IoU is: 0.648, OA is: 0.906 | val costTime=126.44005179405212
Round 4 | ****EPOCH 17****
Step 00051400 L_out=0.009 Acc=0.86 ---22487.83 ms/batch
Step 00051450 L_out=0.023 Acc=0.93 ---50095.12 ms/batch
Step 00051500 L_out=0.021 Acc=0.89 ---77132.00 ms/batch
Step 00051550 L_out=0.017 Acc=0.94 ---104532.11 ms/batch
Step 00051600 L_out=0.011 Acc=0.94 ---131743.90 ms/batch
Step 00051650 L_out=0.020 Acc=0.87 ---158994.57 ms/batch
Step 00051700 L_out=0.020 Acc=0.87 ---186115.12 ms/batch
Step 00051750 L_out=0.008 Acc=0.92 ---213644.35 ms/batch
Step 00051800 L_out=0.013 Acc=0.91 ---240892.73 ms/batch
Step 00051850 L_out=0.012 Acc=0.92 ---267983.13 ms/batch
Step 00051900 L_out=0.009 Acc=0.87 ---295194.57 ms/batch
Step 00051950 L_out=0.023 Acc=0.93 ---322583.21 ms/batch
Step 00052000 L_out=0.023 Acc=0.87 ---349735.35 ms/batch
Round 4 | epoch=17, train costTime=363.92277216911316, | total_activation_sum=4666966
Round 4 | epoch=18, current m_iou=0.6485394122949227
Round 4 | Best m_IoU is: 0.649, OA is: 0.906 | val costTime=126.4996407032013
Round 4 | ****EPOCH 18****
Step 00052050 L_out=0.038 Acc=0.81 ---13035.65 ms/batch
Step 00052100 L_out=0.020 Acc=0.95 ---40490.85 ms/batch
Step 00052150 L_out=0.004 Acc=0.81 ---67637.50 ms/batch
Step 00052200 L_out=0.027 Acc=0.85 ---94984.84 ms/batch
Step 00052250 L_out=0.011 Acc=0.92 ---122336.89 ms/batch
Step 00052300 L_out=0.012 Acc=0.94 ---149775.81 ms/batch
Step 00052350 L_out=0.053 Acc=0.87 ---177235.49 ms/batch
Step 00052400 L_out=0.025 Acc=0.88 ---204420.04 ms/batch
Step 00052450 L_out=0.016 Acc=0.89 ---231782.72 ms/batch
Step 00052500 L_out=0.021 Acc=0.91 ---259236.56 ms/batch
Step 00052550 L_out=0.006 Acc=0.92 ---286659.84 ms/batch
Step 00052600 L_out=0.012 Acc=0.86 ---314040.98 ms/batch
Step 00052650 L_out=0.003 Acc=0.89 ---341363.10 ms/batch
Round 4 | epoch=18, train costTime=364.7033176422119, | total_activation_sum=4754500
Round 4 | epoch=19, current m_iou=0.6541385924517682
Round 4 | Best m_IoU is: 0.654, OA is: 0.907 | val costTime=127.49858570098877
Round 4 | ****EPOCH 19****
Step 00052700 L_out=0.023 Acc=0.89 --- 3852.70 ms/batch
Step 00052750 L_out=0.017 Acc=0.89 ---31313.91 ms/batch
Step 00052800 L_out=0.025 Acc=0.94 ---58356.40 ms/batch
Step 00052850 L_out=0.019 Acc=0.95 ---85538.89 ms/batch
Step 00052900 L_out=0.030 Acc=0.90 ---112859.35 ms/batch
Step 00052950 L_out=0.014 Acc=0.90 ---140025.23 ms/batch
Step 00053000 L_out=0.004 Acc=0.91 ---167470.85 ms/batch
Step 00053050 L_out=0.027 Acc=0.90 ---194660.30 ms/batch
Step 00053100 L_out=0.009 Acc=0.88 ---221816.66 ms/batch
Step 00053150 L_out=0.013 Acc=0.81 ---249441.67 ms/batch
Step 00053200 L_out=0.046 Acc=0.81 ---276949.99 ms/batch
Step 00053250 L_out=0.014 Acc=0.91 ---304093.59 ms/batch
Step 00053300 L_out=0.030 Acc=0.92 ---331321.99 ms/batch
Step 00053350 L_out=0.022 Acc=0.88 ---359354.61 ms/batch
Round 4 | epoch=19, train costTime=364.82261323928833, | total_activation_sum=4674537
Round 4 | epoch=20, current m_iou=0.649134390555157
Round 4 | Best m_IoU is: 0.654, OA is: 0.907 | val costTime=125.24561071395874
Round 4 | ****EPOCH 20****
Step 00053400 L_out=0.010 Acc=0.85 ---21910.31 ms/batch
Step 00053450 L_out=0.012 Acc=0.90 ---49076.47 ms/batch
Step 00053500 L_out=0.005 Acc=0.94 ---76434.76 ms/batch
Step 00053550 L_out=0.037 Acc=0.85 ---103668.61 ms/batch
Step 00053600 L_out=0.008 Acc=0.91 ---130916.45 ms/batch
Step 00053650 L_out=0.019 Acc=0.88 ---158378.13 ms/batch
Step 00053700 L_out=0.015 Acc=0.92 ---185608.02 ms/batch
Step 00053750 L_out=0.056 Acc=0.89 ---213031.52 ms/batch
Step 00053800 L_out=0.036 Acc=0.89 ---240459.74 ms/batch
Step 00053850 L_out=0.007 Acc=0.93 ---267732.25 ms/batch
Step 00053900 L_out=0.014 Acc=0.91 ---295552.80 ms/batch
Step 00053950 L_out=0.008 Acc=0.92 ---322899.56 ms/batch
Step 00054000 L_out=0.022 Acc=0.89 ---350242.77 ms/batch
Round 4 | epoch=20, train costTime=364.9421977996826, | total_activation_sum=4771464
Round 4 | epoch=21, current m_iou=0.6466060365116191
Round 4 | Best m_IoU is: 0.654, OA is: 0.907 | val costTime=125.32559609413147
Round 4 | ****EPOCH 21****
Step 00054050 L_out=0.006 Acc=0.90 ---12643.77 ms/batch
Step 00054100 L_out=0.006 Acc=0.93 ---39978.24 ms/batch
Step 00054150 L_out=0.023 Acc=0.91 ---67149.66 ms/batch
Step 00054200 L_out=0.007 Acc=0.87 ---94338.99 ms/batch
Step 00054250 L_out=0.048 Acc=0.93 ---121746.63 ms/batch
Step 00054300 L_out=0.025 Acc=0.86 ---149220.01 ms/batch
Step 00054350 L_out=0.018 Acc=0.90 ---176550.14 ms/batch
Step 00054400 L_out=0.022 Acc=0.89 ---204083.94 ms/batch
Step 00054450 L_out=0.010 Acc=0.89 ---231864.30 ms/batch
Step 00054500 L_out=0.006 Acc=0.90 ---259284.27 ms/batch
Step 00054550 L_out=0.006 Acc=0.93 ---286967.39 ms/batch
Step 00054600 L_out=0.032 Acc=0.93 ---314229.72 ms/batch
Step 00054650 L_out=0.005 Acc=0.90 ---341507.73 ms/batch
Round 4 | epoch=21, train costTime=365.6069061756134, | total_activation_sum=4687147
Round 4 | epoch=22, current m_iou=0.6476384085003212
Round 4 | Best m_IoU is: 0.654, OA is: 0.907 | val costTime=125.16950702667236
Round 4 | ****EPOCH 22****
Step 00054700 L_out=0.042 Acc=0.89 --- 3214.03 ms/batch
Step 00054750 L_out=0.020 Acc=0.94 ---30543.68 ms/batch
Step 00054800 L_out=0.006 Acc=0.89 ---57673.20 ms/batch
Step 00054850 L_out=0.011 Acc=0.90 ---84980.67 ms/batch
Step 00054900 L_out=0.017 Acc=0.95 ---112496.78 ms/batch
Step 00054950 L_out=0.063 Acc=0.81 ---139741.35 ms/batch
Step 00055000 L_out=0.027 Acc=0.90 ---166858.69 ms/batch
Step 00055050 L_out=0.011 Acc=0.87 ---194731.39 ms/batch
Step 00055100 L_out=0.007 Acc=0.90 ---222136.33 ms/batch
Step 00055150 L_out=0.072 Acc=0.86 ---249511.93 ms/batch
Step 00055200 L_out=0.006 Acc=0.85 ---276878.93 ms/batch
Step 00055250 L_out=0.020 Acc=0.90 ---304186.77 ms/batch
Step 00055300 L_out=0.010 Acc=0.87 ---331677.75 ms/batch
Step 00055350 L_out=0.018 Acc=0.91 ---358967.24 ms/batch
Round 4 | epoch=22, train costTime=364.94310188293457, | total_activation_sum=4763721
Round 4 | epoch=23, current m_iou=0.6473567963792338
Round 4 | Best m_IoU is: 0.654, OA is: 0.907 | val costTime=124.02970910072327
Round 4 | ****EPOCH 23****
Step 00055400 L_out=0.014 Acc=0.83 ---21302.98 ms/batch
Step 00055450 L_out=0.060 Acc=0.87 ---48600.18 ms/batch
Step 00055500 L_out=0.011 Acc=0.95 ---75824.22 ms/batch
Step 00055550 L_out=0.007 Acc=0.79 ---103204.79 ms/batch
Step 00055600 L_out=0.007 Acc=0.92 ---130970.43 ms/batch
Step 00055650 L_out=0.012 Acc=0.89 ---158360.23 ms/batch
Step 00055700 L_out=0.018 Acc=0.91 ---185861.34 ms/batch
Step 00055750 L_out=0.019 Acc=0.91 ---213153.91 ms/batch
Step 00055800 L_out=0.017 Acc=0.88 ---240271.13 ms/batch
Step 00055850 L_out=0.011 Acc=0.91 ---267516.44 ms/batch
Step 00055900 L_out=0.014 Acc=0.93 ---294860.83 ms/batch
Step 00055950 L_out=0.003 Acc=0.92 ---322184.37 ms/batch
Step 00056000 L_out=0.016 Acc=0.86 ---349392.38 ms/batch
Round 4 | epoch=23, train costTime=364.5575895309448, | total_activation_sum=4650609
Round 4 | epoch=24, current m_iou=0.6490590061493144
Round 4 | Best m_IoU is: 0.654, OA is: 0.907 | val costTime=125.17217564582825
Round 4 | ****EPOCH 24****
Step 00056050 L_out=0.009 Acc=0.95 ---12068.12 ms/batch
Step 00056100 L_out=0.031 Acc=0.92 ---39334.37 ms/batch
Step 00056150 L_out=0.009 Acc=0.93 ---67115.92 ms/batch
Step 00056200 L_out=0.018 Acc=0.91 ---94895.31 ms/batch
Step 00056250 L_out=0.011 Acc=0.91 ---122058.28 ms/batch
Step 00056300 L_out=0.047 Acc=0.88 ---149190.17 ms/batch
Step 00056350 L_out=0.012 Acc=0.85 ---176456.73 ms/batch
Step 00056400 L_out=0.026 Acc=0.94 ---203729.77 ms/batch
Step 00056450 L_out=0.064 Acc=0.87 ---231214.86 ms/batch
Step 00056500 L_out=0.011 Acc=0.91 ---258416.19 ms/batch
Step 00056550 L_out=0.010 Acc=0.91 ---285729.84 ms/batch
Step 00056600 L_out=0.011 Acc=0.94 ---312974.26 ms/batch
Step 00056650 L_out=0.013 Acc=0.87 ---340473.92 ms/batch
Round 4 | epoch=24, train costTime=365.16045355796814, | total_activation_sum=4725531
Round 4 | epoch=25, current m_iou=0.6503382385538079
Round 4 | Best m_IoU is: 0.654, OA is: 0.907 | val costTime=127.02270126342773
Round 4 | ****EPOCH 25****
Step 00056700 L_out=0.006 Acc=0.93 --- 2926.10 ms/batch
Step 00056750 L_out=0.071 Acc=0.91 ---31743.48 ms/batch
Step 00056800 L_out=0.006 Acc=0.89 ---59990.51 ms/batch
Step 00056850 L_out=0.009 Acc=0.92 ---88217.46 ms/batch
Step 00056900 L_out=0.019 Acc=0.91 ---116172.16 ms/batch
Step 00056950 L_out=0.005 Acc=0.90 ---144217.36 ms/batch
Step 00057000 L_out=0.006 Acc=0.91 ---172449.68 ms/batch
Step 00057050 L_out=0.013 Acc=0.93 ---200899.95 ms/batch
Step 00057100 L_out=0.007 Acc=0.93 ---229103.42 ms/batch
Step 00057150 L_out=0.047 Acc=0.81 ---257335.60 ms/batch
Step 00057200 L_out=0.049 Acc=0.83 ---285444.68 ms/batch
Step 00057250 L_out=0.013 Acc=0.93 ---313475.21 ms/batch
Step 00057300 L_out=0.004 Acc=0.92 ---340933.49 ms/batch
Step 00057350 L_out=0.001 Acc=0.93 ---368352.66 ms/batch
Round 4 | epoch=25, train costTime=375.08336997032166, | total_activation_sum=4823003
Round 4 | epoch=26, current m_iou=0.6493216916631428
Round 4 | Best m_IoU is: 0.654, OA is: 0.907 | val costTime=126.3108503818512
Round 4 | ****EPOCH 26****
Step 00057400 L_out=0.020 Acc=0.83 ---20771.00 ms/batch
Step 00057450 L_out=0.022 Acc=0.82 ---48069.50 ms/batch
Step 00057500 L_out=0.041 Acc=0.85 ---75390.48 ms/batch
Step 00057550 L_out=0.040 Acc=0.91 ---102473.35 ms/batch
Step 00057600 L_out=0.015 Acc=0.82 ---129766.74 ms/batch
Step 00057650 L_out=0.007 Acc=0.92 ---157073.10 ms/batch
Step 00057700 L_out=0.015 Acc=0.93 ---184493.58 ms/batch
Step 00057750 L_out=0.016 Acc=0.88 ---211568.73 ms/batch
Step 00057800 L_out=0.035 Acc=0.86 ---238973.00 ms/batch
Step 00057850 L_out=0.020 Acc=0.92 ---266036.07 ms/batch
Step 00057900 L_out=0.011 Acc=0.92 ---293477.87 ms/batch
Step 00057950 L_out=0.019 Acc=0.90 ---320636.96 ms/batch
Step 00058000 L_out=0.007 Acc=0.94 ---348083.66 ms/batch
Round 4 | epoch=26, train costTime=364.2103328704834, | total_activation_sum=4708734
Round 4 | epoch=27, current m_iou=0.6480785926946605
Round 4 | Best m_IoU is: 0.654, OA is: 0.907 | val costTime=125.46186685562134
Round 4 | ****EPOCH 27****
Step 00058050 L_out=0.008 Acc=0.92 ---11332.24 ms/batch
Step 00058100 L_out=0.037 Acc=0.88 ---38699.50 ms/batch
Step 00058150 L_out=0.006 Acc=0.91 ---65908.89 ms/batch
Step 00058200 L_out=0.044 Acc=0.88 ---92806.43 ms/batch
Step 00058250 L_out=0.012 Acc=0.94 ---120234.68 ms/batch
Step 00058300 L_out=0.019 Acc=0.92 ---147617.47 ms/batch
Step 00058350 L_out=0.018 Acc=0.87 ---174960.03 ms/batch
Step 00058400 L_out=0.003 Acc=0.93 ---202327.22 ms/batch
Step 00058450 L_out=0.009 Acc=0.89 ---229567.23 ms/batch
Step 00058500 L_out=0.006 Acc=0.90 ---256858.94 ms/batch
Step 00058550 L_out=0.017 Acc=0.87 ---284072.86 ms/batch
Step 00058600 L_out=0.006 Acc=0.86 ---312025.90 ms/batch
Step 00058650 L_out=0.027 Acc=0.84 ---339115.93 ms/batch
Round 4 | epoch=27, train costTime=364.43073058128357, | total_activation_sum=4666482
Round 4 | epoch=28, current m_iou=0.6472892626711073
Round 4 | Best m_IoU is: 0.654, OA is: 0.907 | val costTime=125.2589020729065
Round 4 | ****EPOCH 28****
Step 00058700 L_out=0.008 Acc=0.89 --- 2185.04 ms/batch
Step 00058750 L_out=0.002 Acc=0.93 ---29546.34 ms/batch
Step 00058800 L_out=0.014 Acc=0.90 ---56944.95 ms/batch
Step 00058850 L_out=0.007 Acc=0.85 ---84410.75 ms/batch
Step 00058900 L_out=0.019 Acc=0.90 ---111729.80 ms/batch
Step 00058950 L_out=0.009 Acc=0.91 ---138933.10 ms/batch
Step 00059000 L_out=0.023 Acc=0.92 ---166117.63 ms/batch
Step 00059050 L_out=0.005 Acc=0.92 ---193347.32 ms/batch
Step 00059100 L_out=0.006 Acc=0.94 ---220656.16 ms/batch
Step 00059150 L_out=0.011 Acc=0.90 ---248375.21 ms/batch
Step 00059200 L_out=0.005 Acc=0.86 ---276022.66 ms/batch
Step 00059250 L_out=0.009 Acc=0.95 ---303394.84 ms/batch
Step 00059300 L_out=0.073 Acc=0.84 ---330598.12 ms/batch
Step 00059350 L_out=0.003 Acc=0.88 ---358159.22 ms/batch
Round 4 | epoch=28, train costTime=365.3083667755127, | total_activation_sum=4727522
Round 4 | epoch=29, current m_iou=0.6472109395430099
Round 4 | Best m_IoU is: 0.654, OA is: 0.907 | val costTime=124.35362243652344
Round 4 | ****EPOCH 29****
Step 00059400 L_out=0.036 Acc=0.91 ---20070.07 ms/batch
Step 00059450 L_out=0.003 Acc=0.94 ---47417.92 ms/batch
Step 00059500 L_out=0.041 Acc=0.89 ---75055.64 ms/batch
Step 00059550 L_out=0.012 Acc=0.94 ---102435.86 ms/batch
Step 00059600 L_out=0.009 Acc=0.91 ---129998.65 ms/batch
Step 00059650 L_out=0.023 Acc=0.94 ---157390.69 ms/batch
Step 00059700 L_out=0.020 Acc=0.93 ---184857.42 ms/batch
Step 00059750 L_out=0.026 Acc=0.85 ---212362.87 ms/batch
Step 00059800 L_out=0.008 Acc=0.89 ---239744.37 ms/batch
Step 00059850 L_out=0.020 Acc=0.85 ---266879.07 ms/batch
Step 00059900 L_out=0.005 Acc=0.93 ---294329.45 ms/batch
Step 00059950 L_out=0.028 Acc=0.90 ---321488.08 ms/batch
Step 00060000 L_out=0.011 Acc=0.85 ---348926.50 ms/batch
Round 4 | epoch=29, train costTime=365.177090883255, | total_activation_sum=4681857
Round 4 | epoch=30, current m_iou=0.6473581240458468
Round 4 | Best m_IoU is: 0.654, OA is: 0.907 | val costTime=124.5978569984436
Round 4 | ****EPOCH 30****
Round 5 | ****EPOCH 0****
Step 00060050 L_out=0.070 Acc=0.49 ---10887.44 ms/batch
Step 00060100 L_out=0.261 Acc=0.31 ---38249.09 ms/batch
Step 00060150 L_out=0.429 Acc=0.48 ---65589.32 ms/batch
Step 00060200 L_out=0.322 Acc=0.68 ---92818.26 ms/batch
Step 00060250 L_out=0.144 Acc=0.64 ---120152.27 ms/batch
Step 00060300 L_out=0.124 Acc=0.78 ---147684.04 ms/batch
Step 00060350 L_out=0.076 Acc=0.86 ---174999.42 ms/batch
Step 00060400 L_out=0.114 Acc=0.75 ---202481.17 ms/batch
Step 00060450 L_out=0.065 Acc=0.79 ---229819.29 ms/batch
Step 00060500 L_out=0.013 Acc=0.93 ---257488.01 ms/batch
Step 00060550 L_out=0.039 Acc=0.73 ---284843.74 ms/batch
Step 00060600 L_out=0.058 Acc=0.83 ---312003.30 ms/batch
Step 00060650 L_out=0.083 Acc=0.85 ---339322.25 ms/batch
Round 5 | epoch=0, train costTime=364.8558180332184, | total_activation_sum=5905248
Round 5 | epoch=1, current m_iou=0.5011703844326674
Round 5 | Best m_IoU is: 0.501, OA is: 0.813 | val costTime=124.61084461212158
Round 5 | ****EPOCH 1****
Step 00060700 L_out=0.032 Acc=0.89 --- 1613.52 ms/batch
Step 00060750 L_out=0.109 Acc=0.80 ---28968.57 ms/batch
Step 00060800 L_out=0.053 Acc=0.74 ---56327.63 ms/batch
Step 00060850 L_out=0.112 Acc=0.75 ---83606.69 ms/batch
Step 00060900 L_out=0.023 Acc=0.88 ---110900.22 ms/batch
Step 00060950 L_out=0.040 Acc=0.84 ---138158.06 ms/batch
Step 00061000 L_out=0.034 Acc=0.87 ---165547.45 ms/batch
Step 00061050 L_out=0.053 Acc=0.86 ---193077.39 ms/batch
Step 00061100 L_out=0.045 Acc=0.92 ---220708.07 ms/batch
Step 00061150 L_out=0.084 Acc=0.69 ---248048.83 ms/batch
Step 00061200 L_out=0.031 Acc=0.92 ---275374.41 ms/batch
Step 00061250 L_out=0.053 Acc=0.91 ---302745.53 ms/batch
Step 00061300 L_out=0.073 Acc=0.79 ---330137.03 ms/batch
Step 00061350 L_out=0.090 Acc=0.85 ---357724.34 ms/batch
Round 5 | epoch=1, train costTime=365.4018359184265, | total_activation_sum=5515382
Round 5 | epoch=2, current m_iou=0.5871823345480514
Round 5 | Best m_IoU is: 0.587, OA is: 0.869 | val costTime=124.64001941680908
Round 5 | ****EPOCH 2****
Step 00061400 L_out=0.019 Acc=0.87 ---19580.92 ms/batch
Step 00061450 L_out=0.015 Acc=0.81 ---47115.59 ms/batch
Step 00061500 L_out=0.086 Acc=0.88 ---74610.15 ms/batch
Step 00061550 L_out=0.038 Acc=0.83 ---101850.27 ms/batch
Step 00061600 L_out=0.027 Acc=0.87 ---129324.73 ms/batch
Step 00061650 L_out=0.042 Acc=0.87 ---157449.37 ms/batch
Step 00061700 L_out=0.029 Acc=0.84 ---184888.39 ms/batch
Step 00061750 L_out=0.026 Acc=0.91 ---212366.73 ms/batch
Step 00061800 L_out=0.041 Acc=0.93 ---239847.46 ms/batch
Step 00061850 L_out=0.012 Acc=0.88 ---266998.98 ms/batch
Step 00061900 L_out=0.049 Acc=0.78 ---294630.00 ms/batch
Step 00061950 L_out=0.033 Acc=0.86 ---321841.87 ms/batch
Step 00062000 L_out=0.069 Acc=0.83 ---349010.06 ms/batch
Round 5 | epoch=2, train costTime=365.9800434112549, | total_activation_sum=5480534
Round 5 | epoch=3, current m_iou=0.617934467776441
Round 5 | Best m_IoU is: 0.618, OA is: 0.887 | val costTime=124.95041632652283
Round 5 | ****EPOCH 3****
Step 00062050 L_out=0.042 Acc=0.86 ---10399.82 ms/batch
Step 00062100 L_out=0.041 Acc=0.88 ---37961.04 ms/batch
Step 00062150 L_out=0.026 Acc=0.89 ---65603.09 ms/batch
Step 00062200 L_out=0.027 Acc=0.89 ---93616.71 ms/batch
Step 00062250 L_out=0.017 Acc=0.92 ---121127.33 ms/batch
Step 00062300 L_out=0.027 Acc=0.90 ---148573.72 ms/batch
Step 00062350 L_out=0.017 Acc=0.90 ---175714.33 ms/batch
Step 00062400 L_out=0.089 Acc=0.89 ---203301.07 ms/batch
Step 00062450 L_out=0.064 Acc=0.84 ---230813.68 ms/batch
Step 00062500 L_out=0.009 Acc=0.93 ---258149.65 ms/batch
Step 00062550 L_out=0.041 Acc=0.86 ---285788.99 ms/batch
Step 00062600 L_out=0.010 Acc=0.90 ---313369.91 ms/batch
Step 00062650 L_out=0.051 Acc=0.89 ---340544.44 ms/batch
Round 5 | epoch=3, train costTime=366.76484417915344, | total_activation_sum=5551021
Round 5 | epoch=4, current m_iou=0.6289823585496749
Round 5 | Best m_IoU is: 0.629, OA is: 0.892 | val costTime=124.6885437965393
Round 5 | ****EPOCH 4****
Step 00062700 L_out=0.074 Acc=0.87 --- 1076.96 ms/batch
Step 00062750 L_out=0.051 Acc=0.87 ---28740.05 ms/batch
Step 00062800 L_out=0.011 Acc=0.93 ---56145.98 ms/batch
Step 00062850 L_out=0.033 Acc=0.95 ---83611.09 ms/batch
Step 00062900 L_out=0.008 Acc=0.82 ---110987.59 ms/batch
Step 00062950 L_out=0.015 Acc=0.89 ---138412.10 ms/batch
Step 00063000 L_out=0.014 Acc=0.90 ---165753.25 ms/batch
Step 00063050 L_out=0.038 Acc=0.88 ---193027.36 ms/batch
Step 00063100 L_out=0.017 Acc=0.91 ---220332.11 ms/batch
Step 00063150 L_out=0.004 Acc=0.92 ---247908.29 ms/batch
Step 00063200 L_out=0.100 Acc=0.72 ---275160.72 ms/batch
Step 00063250 L_out=0.020 Acc=0.93 ---302408.96 ms/batch
Step 00063300 L_out=0.051 Acc=0.86 ---329593.64 ms/batch
Step 00063350 L_out=0.551 Acc=0.80 ---356930.70 ms/batch
Round 5 | epoch=4, train costTime=365.1308662891388, | total_activation_sum=5528248
Round 5 | epoch=5, current m_iou=0.6144844194185892
Round 5 | Best m_IoU is: 0.629, OA is: 0.892 | val costTime=124.82403016090393
Round 5 | ****EPOCH 5****
Step 00063400 L_out=0.022 Acc=0.89 ---19187.66 ms/batch
Step 00063450 L_out=0.072 Acc=0.88 ---46498.75 ms/batch
Step 00063500 L_out=0.018 Acc=0.89 ---73835.38 ms/batch
Step 00063550 L_out=0.006 Acc=0.91 ---101051.02 ms/batch
Step 00063600 L_out=0.029 Acc=0.93 ---128406.83 ms/batch
Step 00063650 L_out=0.052 Acc=0.87 ---155713.57 ms/batch
Step 00063700 L_out=0.012 Acc=0.89 ---183103.05 ms/batch
Step 00063750 L_out=0.036 Acc=0.88 ---210485.20 ms/batch
Step 00063800 L_out=0.050 Acc=0.83 ---237770.54 ms/batch
Step 00063850 L_out=0.089 Acc=0.83 ---265141.47 ms/batch
Step 00063900 L_out=0.068 Acc=0.85 ---292642.65 ms/batch
Step 00063950 L_out=0.017 Acc=0.89 ---320113.25 ms/batch
Step 00064000 L_out=0.028 Acc=0.90 ---347332.57 ms/batch
Round 5 | epoch=5, train costTime=364.7258687019348, | total_activation_sum=5532273
Round 5 | epoch=6, current m_iou=0.6308088440473014
Round 5 | Best m_IoU is: 0.631, OA is: 0.900 | val costTime=123.9975311756134
Round 5 | ****EPOCH 6****
Step 00064050 L_out=0.009 Acc=0.88 --- 9880.18 ms/batch
Step 00064100 L_out=0.008 Acc=0.88 ---37386.55 ms/batch
Step 00064150 L_out=0.035 Acc=0.87 ---64847.81 ms/batch
Step 00064200 L_out=0.008 Acc=0.93 ---92254.78 ms/batch
Step 00064250 L_out=0.013 Acc=0.91 ---119546.10 ms/batch
Step 00064300 L_out=0.065 Acc=0.83 ---146865.55 ms/batch
Step 00064350 L_out=0.024 Acc=0.81 ---174045.84 ms/batch
Step 00064400 L_out=0.044 Acc=0.86 ---201314.59 ms/batch
Step 00064450 L_out=0.059 Acc=0.92 ---228456.69 ms/batch
Step 00064500 L_out=0.031 Acc=0.85 ---255894.59 ms/batch
Step 00064550 L_out=0.031 Acc=0.90 ---283122.61 ms/batch
Step 00064600 L_out=0.005 Acc=0.95 ---310098.88 ms/batch
Step 00064650 L_out=0.027 Acc=0.91 ---337214.44 ms/batch
Round 5 | epoch=6, train costTime=364.57769227027893, | total_activation_sum=5581168
Round 5 | epoch=7, current m_iou=0.6296538522989777
Round 5 | Best m_IoU is: 0.631, OA is: 0.900 | val costTime=123.25804805755615
Round 5 | ****EPOCH 7****
Step 00064700 L_out=0.007 Acc=0.91 ---  556.10 ms/batch
Step 00064750 L_out=0.120 Acc=0.85 ---27778.41 ms/batch
Step 00064800 L_out=0.082 Acc=0.80 ---55175.47 ms/batch
Step 00064850 L_out=0.011 Acc=0.90 ---82367.73 ms/batch
Step 00064900 L_out=0.019 Acc=0.83 ---109340.82 ms/batch
Step 00064950 L_out=0.023 Acc=0.87 ---136375.09 ms/batch
Step 00065000 L_out=0.070 Acc=0.77 ---163437.51 ms/batch
Step 00065050 L_out=0.094 Acc=0.79 ---190662.71 ms/batch
Step 00065100 L_out=0.055 Acc=0.92 ---218056.87 ms/batch
Step 00065150 L_out=0.006 Acc=0.89 ---245232.55 ms/batch
Step 00065200 L_out=0.007 Acc=0.90 ---272629.17 ms/batch
Step 00065250 L_out=0.018 Acc=0.89 ---300428.99 ms/batch
Step 00065300 L_out=0.041 Acc=0.90 ---328031.91 ms/batch
Step 00065350 L_out=0.033 Acc=0.94 ---355481.19 ms/batch
Round 5 | epoch=7, train costTime=364.11022329330444, | total_activation_sum=5457226
Round 5 | epoch=8, current m_iou=0.6572829562899415
Round 5 | Best m_IoU is: 0.657, OA is: 0.912 | val costTime=124.84770464897156
Round 5 | ****EPOCH 8****
Step 00065400 L_out=0.025 Acc=0.84 ---18627.81 ms/batch
Step 00065450 L_out=0.018 Acc=0.90 ---46021.35 ms/batch
Step 00065500 L_out=0.026 Acc=0.90 ---73527.34 ms/batch
Step 00065550 L_out=0.068 Acc=0.86 ---100679.74 ms/batch
Step 00065600 L_out=0.069 Acc=0.89 ---127976.45 ms/batch
Step 00065650 L_out=0.068 Acc=0.90 ---155088.32 ms/batch
Step 00065700 L_out=0.054 Acc=0.88 ---182358.05 ms/batch
Step 00065750 L_out=0.067 Acc=0.88 ---209805.48 ms/batch
Step 00065800 L_out=0.005 Acc=0.93 ---237298.89 ms/batch
Step 00065850 L_out=0.027 Acc=0.92 ---264682.02 ms/batch
Step 00065900 L_out=0.088 Acc=0.77 ---291920.72 ms/batch
Step 00065950 L_out=0.014 Acc=0.87 ---319113.17 ms/batch
Step 00066000 L_out=0.025 Acc=0.88 ---346454.40 ms/batch
Round 5 | epoch=8, train costTime=364.5837781429291, | total_activation_sum=5493799
Round 5 | epoch=9, current m_iou=0.64788634542646
Round 5 | Best m_IoU is: 0.657, OA is: 0.912 | val costTime=123.74304032325745
Round 5 | ****EPOCH 9****
Step 00066050 L_out=0.021 Acc=0.91 --- 9226.60 ms/batch
Step 00066100 L_out=0.009 Acc=0.87 ---36319.75 ms/batch
Step 00066150 L_out=0.007 Acc=0.92 ---63643.89 ms/batch
Step 00066200 L_out=0.009 Acc=0.85 ---90777.84 ms/batch
Step 00066250 L_out=0.022 Acc=0.92 ---118290.45 ms/batch
Step 00066300 L_out=0.031 Acc=0.93 ---145461.17 ms/batch
Step 00066350 L_out=0.036 Acc=0.92 ---172730.21 ms/batch
Step 00066400 L_out=0.006 Acc=0.91 ---200524.03 ms/batch
Step 00066450 L_out=0.018 Acc=0.90 ---227664.91 ms/batch
Step 00066500 L_out=0.025 Acc=0.89 ---255062.79 ms/batch
Step 00066550 L_out=0.037 Acc=0.92 ---282159.13 ms/batch
Step 00066600 L_out=0.031 Acc=0.91 ---309583.10 ms/batch
Step 00066650 L_out=0.016 Acc=0.91 ---336956.31 ms/batch
Step 00066700 L_out=0.089 Acc=0.91 ---364280.78 ms/batch
Round 5 | epoch=9, train costTime=364.2809638977051, | total_activation_sum=5484529
Round 5 | epoch=10, current m_iou=0.6346108283138933
Round 5 | Best m_IoU is: 0.657, OA is: 0.912 | val costTime=123.97269463539124
Round 5 | ****EPOCH 10****
Step 00066750 L_out=0.008 Acc=0.93 ---27479.38 ms/batch
Step 00066800 L_out=0.013 Acc=0.94 ---55417.75 ms/batch
Step 00066850 L_out=0.017 Acc=0.95 ---82726.60 ms/batch
Step 00066900 L_out=0.026 Acc=0.88 ---109754.25 ms/batch
Step 00066950 L_out=0.048 Acc=0.82 ---137298.59 ms/batch
Step 00067000 L_out=0.012 Acc=0.92 ---164710.71 ms/batch
Step 00067050 L_out=0.008 Acc=0.89 ---191906.18 ms/batch
Step 00067100 L_out=0.007 Acc=0.93 ---219331.22 ms/batch
Step 00067150 L_out=0.015 Acc=0.95 ---246563.42 ms/batch
Step 00067200 L_out=0.013 Acc=0.95 ---273890.10 ms/batch
Step 00067250 L_out=0.018 Acc=0.89 ---301108.67 ms/batch
Step 00067300 L_out=0.020 Acc=0.92 ---328303.93 ms/batch
Step 00067350 L_out=0.029 Acc=0.92 ---355587.77 ms/batch
Round 5 | epoch=10, train costTime=364.78533387184143, | total_activation_sum=5577341
Round 5 | epoch=11, current m_iou=0.6387953578137193
Round 5 | Best m_IoU is: 0.657, OA is: 0.912 | val costTime=124.07354211807251
Round 5 | ****EPOCH 11****
Step 00067400 L_out=0.067 Acc=0.88 ---17910.71 ms/batch
Step 00067450 L_out=0.082 Acc=0.93 ---45100.63 ms/batch
Step 00067500 L_out=0.019 Acc=0.92 ---72661.73 ms/batch
Step 00067550 L_out=0.016 Acc=0.93 ---100083.10 ms/batch
Step 00067600 L_out=0.015 Acc=0.88 ---127251.47 ms/batch
Step 00067650 L_out=0.064 Acc=0.92 ---154699.14 ms/batch
Step 00067700 L_out=0.035 Acc=0.89 ---181767.02 ms/batch
Step 00067750 L_out=0.107 Acc=0.84 ---209202.96 ms/batch
Step 00067800 L_out=0.058 Acc=0.90 ---236540.10 ms/batch
Step 00067850 L_out=0.032 Acc=0.86 ---263967.32 ms/batch
Step 00067900 L_out=0.029 Acc=0.89 ---291300.91 ms/batch
Step 00067950 L_out=0.021 Acc=0.90 ---318717.37 ms/batch
Step 00068000 L_out=0.021 Acc=0.92 ---345742.27 ms/batch
Round 5 | epoch=11, train costTime=364.4909086227417, | total_activation_sum=5528087
Round 5 | epoch=12, current m_iou=0.6316231016300544
Round 5 | Best m_IoU is: 0.657, OA is: 0.912 | val costTime=124.21735095977783
Round 5 | ****EPOCH 12****
Step 00068050 L_out=0.008 Acc=0.87 --- 8829.46 ms/batch
Step 00068100 L_out=0.048 Acc=0.82 ---37064.60 ms/batch
Step 00068150 L_out=0.027 Acc=0.93 ---64316.69 ms/batch
Step 00068200 L_out=0.026 Acc=0.87 ---91530.36 ms/batch
Step 00068250 L_out=0.043 Acc=0.90 ---118600.23 ms/batch
Step 00068300 L_out=0.034 Acc=0.85 ---145918.27 ms/batch
Step 00068350 L_out=0.044 Acc=0.92 ---173357.59 ms/batch
Step 00068400 L_out=0.016 Acc=0.89 ---200799.21 ms/batch
Step 00068450 L_out=0.050 Acc=0.93 ---228062.33 ms/batch
Step 00068500 L_out=0.021 Acc=0.95 ---255349.53 ms/batch
Step 00068550 L_out=0.014 Acc=0.95 ---282702.09 ms/batch
Step 00068600 L_out=0.055 Acc=0.89 ---309834.59 ms/batch
Step 00068650 L_out=0.023 Acc=0.84 ---337004.53 ms/batch
Step 00068700 L_out=0.018 Acc=0.95 ---364226.87 ms/batch
Round 5 | epoch=12, train costTime=364.7911877632141, | total_activation_sum=5549119
Round 5 | epoch=13, current m_iou=0.638526344890582
Round 5 | Best m_IoU is: 0.657, OA is: 0.912 | val costTime=129.2581012248993
Round 5 | ****EPOCH 13****
Step 00068750 L_out=0.030 Acc=0.90 ---27642.27 ms/batch
Step 00068800 L_out=0.013 Acc=0.88 ---55451.75 ms/batch
Step 00068850 L_out=0.020 Acc=0.94 ---83723.51 ms/batch
Step 00068900 L_out=0.008 Acc=0.85 ---112109.77 ms/batch
Step 00068950 L_out=0.014 Acc=0.93 ---140016.16 ms/batch
Step 00069000 L_out=0.055 Acc=0.91 ---168284.07 ms/batch
Step 00069050 L_out=0.008 Acc=0.89 ---196348.16 ms/batch
Step 00069100 L_out=0.026 Acc=0.91 ---224626.29 ms/batch
Step 00069150 L_out=0.034 Acc=0.91 ---252236.69 ms/batch
Step 00069200 L_out=0.024 Acc=0.91 ---280183.55 ms/batch
Step 00069250 L_out=0.024 Acc=0.90 ---308387.91 ms/batch
Step 00069300 L_out=0.004 Acc=0.96 ---336153.78 ms/batch
Step 00069350 L_out=0.042 Acc=0.90 ---363335.14 ms/batch
Round 5 | epoch=13, train costTime=373.4653170108795, | total_activation_sum=5559029
Round 5 | epoch=14, current m_iou=0.6465507802244455
Round 5 | Best m_IoU is: 0.657, OA is: 0.912 | val costTime=124.06584906578064
Round 5 | ****EPOCH 14****
Step 00069400 L_out=0.020 Acc=0.98 ---17524.96 ms/batch
Step 00069450 L_out=0.010 Acc=0.94 ---44695.69 ms/batch
Step 00069500 L_out=0.017 Acc=0.93 ---72161.63 ms/batch
Step 00069550 L_out=0.033 Acc=0.88 ---99639.51 ms/batch
Step 00069600 L_out=0.040 Acc=0.89 ---126902.13 ms/batch
Step 00069650 L_out=0.058 Acc=0.89 ---154235.60 ms/batch
Step 00069700 L_out=0.023 Acc=0.89 ---181626.38 ms/batch
Step 00069750 L_out=0.003 Acc=0.95 ---208890.02 ms/batch
Step 00069800 L_out=0.008 Acc=0.91 ---236022.24 ms/batch
Step 00069850 L_out=0.028 Acc=0.92 ---263329.52 ms/batch
Step 00069900 L_out=0.115 Acc=0.88 ---290625.91 ms/batch
Step 00069950 L_out=0.021 Acc=0.91 ---318303.17 ms/batch
Step 00070000 L_out=0.019 Acc=0.80 ---345470.88 ms/batch
Round 5 | epoch=14, train costTime=364.550089597702, | total_activation_sum=5529055
Round 5 | epoch=15, current m_iou=0.6478127936959461
Round 5 | Best m_IoU is: 0.657, OA is: 0.912 | val costTime=124.62036204338074
Round 5 | ****EPOCH 15****
Step 00070050 L_out=0.143 Acc=0.83 --- 8266.78 ms/batch
Step 00070100 L_out=0.048 Acc=0.90 ---35941.88 ms/batch
Step 00070150 L_out=0.038 Acc=0.85 ---63225.23 ms/batch
Step 00070200 L_out=0.059 Acc=0.84 ---90703.19 ms/batch
Step 00070250 L_out=0.011 Acc=0.89 ---117927.67 ms/batch
Step 00070300 L_out=0.016 Acc=0.89 ---145262.77 ms/batch
Step 00070350 L_out=0.034 Acc=0.83 ---172445.77 ms/batch
Step 00070400 L_out=0.014 Acc=0.92 ---199828.83 ms/batch
Step 00070450 L_out=0.011 Acc=0.89 ---227044.50 ms/batch
Step 00070500 L_out=0.034 Acc=0.93 ---254590.90 ms/batch
Step 00070550 L_out=0.011 Acc=0.92 ---281972.27 ms/batch
Step 00070600 L_out=0.011 Acc=0.89 ---309097.34 ms/batch
Step 00070650 L_out=0.010 Acc=0.90 ---336609.39 ms/batch
Step 00070700 L_out=0.010 Acc=0.92 ---363860.68 ms/batch
Round 5 | epoch=15, train costTime=364.9773802757263, | total_activation_sum=5561674
Round 5 | epoch=16, current m_iou=0.6493888533584848
Round 5 | Best m_IoU is: 0.657, OA is: 0.912 | val costTime=125.70892596244812
Round 5 | ****EPOCH 16****
Step 00070750 L_out=0.051 Acc=0.94 ---26406.93 ms/batch
Step 00070800 L_out=0.021 Acc=0.95 ---53768.12 ms/batch
Step 00070850 L_out=0.046 Acc=0.92 ---81056.95 ms/batch
Step 00070900 L_out=0.017 Acc=0.90 ---108327.65 ms/batch
Step 00070950 L_out=0.015 Acc=0.88 ---135886.38 ms/batch
Step 00071000 L_out=0.029 Acc=0.91 ---163185.02 ms/batch
Step 00071050 L_out=0.009 Acc=0.91 ---190665.88 ms/batch
Step 00071100 L_out=0.006 Acc=0.93 ---218555.95 ms/batch
Step 00071150 L_out=0.022 Acc=0.91 ---245875.46 ms/batch
Step 00071200 L_out=0.015 Acc=0.86 ---273183.91 ms/batch
Step 00071250 L_out=0.019 Acc=0.95 ---300715.83 ms/batch
Step 00071300 L_out=0.022 Acc=0.95 ---328084.72 ms/batch
Step 00071350 L_out=0.017 Acc=0.88 ---355529.09 ms/batch
Round 5 | epoch=16, train costTime=365.79343605041504, | total_activation_sum=5528427
Round 5 | epoch=17, current m_iou=0.6569954088382997
Round 5 | Best m_IoU is: 0.657, OA is: 0.912 | val costTime=124.35027289390564
Round 5 | ****EPOCH 17****
Step 00071400 L_out=0.022 Acc=0.89 ---17036.65 ms/batch
Step 00071450 L_out=0.009 Acc=0.93 ---44409.63 ms/batch
Step 00071500 L_out=0.037 Acc=0.92 ---71928.46 ms/batch
Step 00071550 L_out=0.021 Acc=0.92 ---99383.67 ms/batch
Step 00071600 L_out=0.013 Acc=0.90 ---126850.42 ms/batch
Step 00071650 L_out=0.026 Acc=0.93 ---154736.47 ms/batch
Step 00071700 L_out=0.068 Acc=0.83 ---181823.76 ms/batch
Step 00071750 L_out=0.021 Acc=0.92 ---208951.45 ms/batch
Step 00071800 L_out=0.003 Acc=0.89 ---236072.06 ms/batch
Step 00071850 L_out=0.013 Acc=0.93 ---263391.27 ms/batch
Step 00071900 L_out=0.069 Acc=0.85 ---290597.16 ms/batch
Step 00071950 L_out=0.030 Acc=0.92 ---317902.78 ms/batch
Step 00072000 L_out=0.005 Acc=0.92 ---345053.84 ms/batch
Round 5 | epoch=17, train costTime=364.5059108734131, | total_activation_sum=5490602
Round 5 | epoch=18, current m_iou=0.6600448516144051
Round 5 | Best m_IoU is: 0.660, OA is: 0.910 | val costTime=124.38790965080261
Round 5 | ****EPOCH 18****
Step 00072050 L_out=0.050 Acc=0.88 --- 7682.41 ms/batch
Step 00072100 L_out=0.015 Acc=0.93 ---35026.21 ms/batch
Step 00072150 L_out=0.006 Acc=0.92 ---62219.80 ms/batch
Step 00072200 L_out=0.007 Acc=0.91 ---90029.66 ms/batch
Step 00072250 L_out=0.006 Acc=0.91 ---117496.85 ms/batch
Step 00072300 L_out=0.014 Acc=0.95 ---144849.96 ms/batch
Step 00072350 L_out=0.021 Acc=0.93 ---172063.31 ms/batch
Step 00072400 L_out=0.026 Acc=0.82 ---199428.86 ms/batch
Step 00072450 L_out=0.004 Acc=0.90 ---226619.49 ms/batch
Step 00072500 L_out=0.012 Acc=0.94 ---253949.29 ms/batch
Step 00072550 L_out=0.013 Acc=0.94 ---281187.51 ms/batch
Step 00072600 L_out=0.010 Acc=0.91 ---308401.93 ms/batch
Step 00072650 L_out=0.013 Acc=0.92 ---335708.50 ms/batch
Step 00072700 L_out=0.007 Acc=0.92 ---363040.96 ms/batch
Round 5 | epoch=18, train costTime=364.72367668151855, | total_activation_sum=5532648
Round 5 | epoch=19, current m_iou=0.6521892945170393
Round 5 | Best m_IoU is: 0.660, OA is: 0.910 | val costTime=123.72183132171631
Round 5 | ****EPOCH 19****
Step 00072750 L_out=0.022 Acc=0.95 ---25699.59 ms/batch
Step 00072800 L_out=0.056 Acc=0.87 ---53788.51 ms/batch
Step 00072850 L_out=0.012 Acc=0.86 ---80980.03 ms/batch
Step 00072900 L_out=0.012 Acc=0.92 ---108293.29 ms/batch
Step 00072950 L_out=0.025 Acc=0.87 ---135619.97 ms/batch
Step 00073000 L_out=0.007 Acc=0.93 ---162874.61 ms/batch
Step 00073050 L_out=0.017 Acc=0.93 ---190136.55 ms/batch
Step 00073100 L_out=0.033 Acc=0.93 ---217376.38 ms/batch
Step 00073150 L_out=0.014 Acc=0.92 ---244701.36 ms/batch
Step 00073200 L_out=0.009 Acc=0.94 ---272109.97 ms/batch
Step 00073250 L_out=0.026 Acc=0.89 ---299330.64 ms/batch
Step 00073300 L_out=0.004 Acc=0.89 ---326513.32 ms/batch
Step 00073350 L_out=0.018 Acc=0.88 ---353958.96 ms/batch
Round 5 | epoch=19, train costTime=364.9112331867218, | total_activation_sum=5537188
Round 5 | epoch=20, current m_iou=0.6489532880333629
Round 5 | Best m_IoU is: 0.660, OA is: 0.910 | val costTime=125.62082600593567
Round 5 | ****EPOCH 20****
Step 00073400 L_out=0.040 Acc=0.87 ---16526.50 ms/batch
Step 00073450 L_out=0.040 Acc=0.91 ---43761.91 ms/batch
Step 00073500 L_out=0.011 Acc=0.88 ---70849.48 ms/batch
Step 00073550 L_out=0.004 Acc=0.94 ---98157.53 ms/batch
Step 00073600 L_out=0.006 Acc=0.96 ---125489.11 ms/batch
Step 00073650 L_out=0.015 Acc=0.93 ---152854.90 ms/batch
Step 00073700 L_out=0.022 Acc=0.91 ---180142.11 ms/batch
Step 00073750 L_out=0.003 Acc=0.93 ---207463.50 ms/batch
Step 00073800 L_out=0.011 Acc=0.88 ---234955.30 ms/batch
Step 00073850 L_out=0.017 Acc=0.90 ---262450.24 ms/batch
Step 00073900 L_out=0.003 Acc=0.92 ---289524.53 ms/batch
Step 00073950 L_out=0.043 Acc=0.88 ---316634.77 ms/batch
Step 00074000 L_out=0.014 Acc=0.94 ---343901.57 ms/batch
Round 5 | epoch=20, train costTime=364.27068281173706, | total_activation_sum=5561214
Round 5 | epoch=21, current m_iou=0.6563341199448696
Round 5 | Best m_IoU is: 0.660, OA is: 0.910 | val costTime=126.04211926460266
Round 5 | ****EPOCH 21****
Step 00074050 L_out=0.012 Acc=0.93 --- 7080.09 ms/batch
Step 00074100 L_out=0.002 Acc=0.93 ---34331.59 ms/batch
Step 00074150 L_out=0.003 Acc=0.94 ---61519.72 ms/batch
Step 00074200 L_out=0.020 Acc=0.94 ---88781.95 ms/batch
Step 00074250 L_out=0.008 Acc=0.92 ---116012.30 ms/batch
Step 00074300 L_out=0.005 Acc=0.95 ---143304.26 ms/batch
Step 00074350 L_out=0.012 Acc=0.96 ---170668.97 ms/batch
Step 00074400 L_out=0.005 Acc=0.93 ---197882.49 ms/batch
Step 00074450 L_out=0.006 Acc=0.96 ---225065.28 ms/batch
Step 00074500 L_out=0.021 Acc=0.88 ---252092.76 ms/batch
Step 00074550 L_out=0.005 Acc=0.94 ---279067.88 ms/batch
Step 00074600 L_out=0.004 Acc=0.95 ---306406.65 ms/batch
Step 00074650 L_out=0.011 Acc=0.93 ---333889.45 ms/batch
Step 00074700 L_out=0.009 Acc=0.92 ---361507.32 ms/batch
Round 5 | epoch=21, train costTime=363.6931908130646, | total_activation_sum=5475500
Round 5 | epoch=22, current m_iou=0.6619807667857358
Round 5 | Best m_IoU is: 0.662, OA is: 0.912 | val costTime=124.63719868659973
Round 5 | ****EPOCH 22****
Step 00074750 L_out=0.027 Acc=0.90 ---25120.09 ms/batch
Step 00074800 L_out=0.029 Acc=0.91 ---52415.42 ms/batch
Step 00074850 L_out=0.009 Acc=0.91 ---79838.12 ms/batch
Step 00074900 L_out=0.014 Acc=0.92 ---107463.91 ms/batch
Step 00074950 L_out=0.004 Acc=0.95 ---134926.95 ms/batch
Step 00075000 L_out=0.007 Acc=0.89 ---162298.63 ms/batch
Step 00075050 L_out=0.025 Acc=0.92 ---189595.51 ms/batch
Step 00075100 L_out=0.025 Acc=0.90 ---216905.62 ms/batch
Step 00075150 L_out=0.033 Acc=0.95 ---244141.14 ms/batch
Step 00075200 L_out=0.012 Acc=0.89 ---271381.44 ms/batch
Step 00075250 L_out=0.011 Acc=0.95 ---298743.63 ms/batch
Step 00075300 L_out=0.024 Acc=0.93 ---326267.19 ms/batch
Step 00075350 L_out=0.004 Acc=0.92 ---353808.56 ms/batch
Round 5 | epoch=22, train costTime=365.25281286239624, | total_activation_sum=5522739
Round 5 | epoch=23, current m_iou=0.654593927507902
Round 5 | Best m_IoU is: 0.662, OA is: 0.912 | val costTime=124.06628966331482
Round 5 | ****EPOCH 23****
Step 00075400 L_out=0.023 Acc=0.90 ---15908.11 ms/batch
Step 00075450 L_out=0.006 Acc=0.93 ---43060.02 ms/batch
Step 00075500 L_out=0.037 Acc=0.89 ---70459.15 ms/batch
Step 00075550 L_out=0.108 Acc=0.87 ---97802.78 ms/batch
Step 00075600 L_out=0.019 Acc=0.89 ---124763.62 ms/batch
Step 00075650 L_out=0.012 Acc=0.94 ---152104.57 ms/batch
Step 00075700 L_out=0.011 Acc=0.92 ---179429.58 ms/batch
Step 00075750 L_out=0.011 Acc=0.95 ---206704.87 ms/batch
Step 00075800 L_out=0.050 Acc=0.92 ---233716.90 ms/batch
Step 00075850 L_out=0.018 Acc=0.94 ---261281.78 ms/batch
Step 00075900 L_out=0.017 Acc=0.88 ---288370.85 ms/batch
Step 00075950 L_out=0.002 Acc=0.89 ---315515.88 ms/batch
Step 00076000 L_out=0.011 Acc=0.93 ---342597.05 ms/batch
Round 5 | epoch=23, train costTime=363.42019176483154, | total_activation_sum=5583253
Round 5 | epoch=24, current m_iou=0.6524625633188237
Round 5 | Best m_IoU is: 0.662, OA is: 0.912 | val costTime=124.32372760772705
Round 5 | ****EPOCH 24****
Step 00076050 L_out=0.006 Acc=0.91 --- 6633.79 ms/batch
Step 00076100 L_out=0.033 Acc=0.92 ---33958.35 ms/batch
Step 00076150 L_out=0.021 Acc=0.90 ---61243.43 ms/batch
Step 00076200 L_out=0.008 Acc=0.90 ---88645.12 ms/batch
Step 00076250 L_out=0.006 Acc=0.94 ---115713.32 ms/batch
Step 00076300 L_out=0.006 Acc=0.92 ---142922.21 ms/batch
Step 00076350 L_out=0.020 Acc=0.91 ---170078.52 ms/batch
Step 00076400 L_out=0.015 Acc=0.91 ---198027.13 ms/batch
Step 00076450 L_out=0.008 Acc=0.94 ---225325.18 ms/batch
Step 00076500 L_out=0.004 Acc=0.90 ---252649.95 ms/batch
Step 00076550 L_out=0.003 Acc=0.95 ---280131.50 ms/batch
Step 00076600 L_out=0.002 Acc=0.90 ---307766.03 ms/batch
Step 00076650 L_out=0.003 Acc=0.97 ---334987.50 ms/batch
Step 00076700 L_out=0.010 Acc=0.92 ---362013.85 ms/batch
Round 5 | epoch=24, train costTime=364.7059111595154, | total_activation_sum=5484454
Round 5 | epoch=25, current m_iou=0.6538348571551498
Round 5 | Best m_IoU is: 0.662, OA is: 0.912 | val costTime=122.3271336555481
Round 5 | ****EPOCH 25****
Step 00076750 L_out=0.009 Acc=0.90 ---24667.09 ms/batch
Step 00076800 L_out=0.033 Acc=0.90 ---51924.60 ms/batch
Step 00076850 L_out=0.002 Acc=0.95 ---79259.19 ms/batch
Step 00076900 L_out=0.006 Acc=0.93 ---106651.20 ms/batch
Step 00076950 L_out=0.005 Acc=0.93 ---134481.52 ms/batch
Step 00077000 L_out=0.012 Acc=0.89 ---162148.72 ms/batch
Step 00077050 L_out=0.015 Acc=0.93 ---189177.71 ms/batch
Step 00077100 L_out=0.007 Acc=0.93 ---216315.32 ms/batch
Step 00077150 L_out=0.016 Acc=0.92 ---243830.38 ms/batch
Step 00077200 L_out=0.066 Acc=0.91 ---271232.63 ms/batch
Step 00077250 L_out=0.078 Acc=0.89 ---298618.42 ms/batch
Step 00077300 L_out=0.019 Acc=0.91 ---325818.50 ms/batch
Step 00077350 L_out=0.012 Acc=0.91 ---353276.60 ms/batch
Round 5 | epoch=25, train costTime=365.2752661705017, | total_activation_sum=5548841
Round 5 | epoch=26, current m_iou=0.6505471470829938
Round 5 | Best m_IoU is: 0.662, OA is: 0.912 | val costTime=122.94351696968079
Round 5 | ****EPOCH 26****
Step 00077400 L_out=0.004 Acc=0.92 ---15227.00 ms/batch
Step 00077450 L_out=0.012 Acc=0.92 ---42548.65 ms/batch
Step 00077500 L_out=0.028 Acc=0.94 ---69513.83 ms/batch
Step 00077550 L_out=0.011 Acc=0.84 ---97327.02 ms/batch
Step 00077600 L_out=0.010 Acc=0.94 ---124439.73 ms/batch
Step 00077650 L_out=0.011 Acc=0.93 ---151365.34 ms/batch
Step 00077700 L_out=0.005 Acc=0.93 ---178750.80 ms/batch
Step 00077750 L_out=0.007 Acc=0.94 ---206013.50 ms/batch
Step 00077800 L_out=0.010 Acc=0.91 ---233521.82 ms/batch
Step 00077850 L_out=0.003 Acc=0.91 ---261044.11 ms/batch
Step 00077900 L_out=0.014 Acc=0.91 ---288146.39 ms/batch
Step 00077950 L_out=0.004 Acc=0.92 ---315522.35 ms/batch
Step 00078000 L_out=0.006 Acc=0.89 ---342882.27 ms/batch
Round 5 | epoch=26, train costTime=364.0940728187561, | total_activation_sum=5479959
Round 5 | epoch=27, current m_iou=0.6549886616358698
Round 5 | Best m_IoU is: 0.662, OA is: 0.912 | val costTime=122.89194416999817
Round 5 | ****EPOCH 27****
Step 00078050 L_out=0.037 Acc=0.89 --- 6012.24 ms/batch
Step 00078100 L_out=0.007 Acc=0.93 ---33753.06 ms/batch
Step 00078150 L_out=0.014 Acc=0.91 ---62810.32 ms/batch
Step 00078200 L_out=0.008 Acc=0.91 ---91268.64 ms/batch
Step 00078250 L_out=0.011 Acc=0.95 ---120075.22 ms/batch
Step 00078300 L_out=0.004 Acc=0.93 ---148268.53 ms/batch
Step 00078350 L_out=0.011 Acc=0.94 ---176949.36 ms/batch
Step 00078400 L_out=0.014 Acc=0.90 ---205434.81 ms/batch
Step 00078450 L_out=0.014 Acc=0.91 ---234195.13 ms/batch
Step 00078500 L_out=0.007 Acc=0.91 ---263053.23 ms/batch
Step 00078550 L_out=0.005 Acc=0.94 ---291589.94 ms/batch
Step 00078600 L_out=0.015 Acc=0.95 ---320130.23 ms/batch
Step 00078650 L_out=0.018 Acc=0.87 ---348803.25 ms/batch
Step 00078700 L_out=0.015 Acc=0.94 ---377578.63 ms/batch
Round 5 | epoch=27, train costTime=380.9833655357361, | total_activation_sum=5563360
Round 5 | epoch=28, current m_iou=0.6566536877836722
Round 5 | Best m_IoU is: 0.662, OA is: 0.912 | val costTime=127.88693237304688
Round 5 | ****EPOCH 28****
Step 00078750 L_out=0.050 Acc=0.85 ---27219.81 ms/batch
Step 00078800 L_out=0.011 Acc=0.93 ---56431.06 ms/batch
Step 00078850 L_out=0.008 Acc=0.92 ---84574.14 ms/batch
Step 00078900 L_out=0.008 Acc=0.88 ---113280.88 ms/batch
Step 00078950 L_out=0.014 Acc=0.93 ---141919.90 ms/batch
Step 00079000 L_out=0.010 Acc=0.94 ---170480.02 ms/batch
Step 00079050 L_out=0.008 Acc=0.96 ---199352.04 ms/batch
Step 00079100 L_out=0.007 Acc=0.92 ---227948.98 ms/batch
Step 00079150 L_out=0.009 Acc=0.92 ---256589.13 ms/batch
Step 00079200 L_out=0.007 Acc=0.91 ---285248.69 ms/batch
Step 00079250 L_out=0.005 Acc=0.93 ---313668.81 ms/batch
Step 00079300 L_out=0.026 Acc=0.95 ---342084.53 ms/batch
Step 00079350 L_out=0.012 Acc=0.93 ---370515.02 ms/batch
Round 5 | epoch=28, train costTime=384.14642882347107, | total_activation_sum=5610333
Round 5 | epoch=29, current m_iou=0.659326057426632
Round 5 | Best m_IoU is: 0.662, OA is: 0.912 | val costTime=126.77474999427795
Round 5 | ****EPOCH 29****
Step 00079400 L_out=0.029 Acc=0.90 ---15632.46 ms/batch
Step 00079450 L_out=0.011 Acc=0.91 ---44276.66 ms/batch
Step 00079500 L_out=0.014 Acc=0.92 ---73105.99 ms/batch
Step 00079550 L_out=0.006 Acc=0.96 ---102188.47 ms/batch
Step 00079600 L_out=0.004 Acc=0.96 ---130829.68 ms/batch
Step 00079650 L_out=0.022 Acc=0.84 ---159870.83 ms/batch
Step 00079700 L_out=0.027 Acc=0.88 ---188920.49 ms/batch
Step 00079750 L_out=0.004 Acc=0.92 ---217607.24 ms/batch
Step 00079800 L_out=0.002 Acc=0.90 ---246616.57 ms/batch
Step 00079850 L_out=0.008 Acc=0.91 ---275412.31 ms/batch
Step 00079900 L_out=0.002 Acc=0.91 ---304106.03 ms/batch
Step 00079950 L_out=0.008 Acc=0.93 ---332551.85 ms/batch
Step 00080000 L_out=0.015 Acc=0.95 ---360813.27 ms/batch
Round 5 | epoch=29, train costTime=383.40353322029114, | total_activation_sum=5492757
Round 5 | epoch=30, current m_iou=0.6617054613587872
Round 5 | Best m_IoU is: 0.662, OA is: 0.912 | val costTime=127.0169768333435
Round 5 | ****EPOCH 30****
Round 6 | ****EPOCH 0****
Step 00080050 L_out=0.022 Acc=0.80 --- 5672.88 ms/batch
Step 00080100 L_out=0.190 Acc=0.72 ---35269.69 ms/batch
Step 00080150 L_out=0.427 Acc=0.50 ---63822.14 ms/batch
Step 00080200 L_out=0.220 Acc=0.58 ---92295.59 ms/batch
Step 00080250 L_out=0.148 Acc=0.62 ---121834.61 ms/batch
Step 00080300 L_out=0.501 Acc=0.72 ---151097.00 ms/batch
Step 00080350 L_out=0.077 Acc=0.70 ---179606.39 ms/batch
Step 00080400 L_out=0.066 Acc=0.78 ---208464.85 ms/batch
Step 00080450 L_out=0.130 Acc=0.79 ---237371.64 ms/batch
Step 00080500 L_out=0.070 Acc=0.82 ---266020.25 ms/batch
Step 00080550 L_out=0.270 Acc=0.72 ---294657.38 ms/batch
Step 00080600 L_out=0.101 Acc=0.89 ---323452.86 ms/batch
Step 00080650 L_out=0.104 Acc=0.88 ---351935.96 ms/batch
Step 00080700 L_out=0.019 Acc=0.91 ---380555.83 ms/batch
Round 6 | epoch=0, train costTime=384.52893447875977, | total_activation_sum=6867112
Round 6 | epoch=1, current m_iou=0.6120554074668048
Round 6 | Best m_IoU is: 0.612, OA is: 0.883 | val costTime=127.86417412757874
Round 6 | ****EPOCH 1****
Step 00080750 L_out=0.046 Acc=0.86 ---24316.61 ms/batch
Step 00080800 L_out=0.034 Acc=0.92 ---53305.01 ms/batch
Step 00080850 L_out=0.168 Acc=0.86 ---81915.35 ms/batch
Step 00080900 L_out=0.041 Acc=0.82 ---110235.16 ms/batch
Step 00080950 L_out=0.021 Acc=0.86 ---138974.80 ms/batch
Step 00081000 L_out=0.034 Acc=0.90 ---167287.49 ms/batch
Step 00081050 L_out=0.141 Acc=0.86 ---195790.16 ms/batch
Step 00081100 L_out=0.038 Acc=0.90 ---224233.92 ms/batch
Step 00081150 L_out=0.020 Acc=0.86 ---252885.51 ms/batch
Step 00081200 L_out=0.089 Acc=0.86 ---281666.84 ms/batch
Step 00081250 L_out=0.220 Acc=0.76 ---309948.16 ms/batch
Step 00081300 L_out=0.108 Acc=0.66 ---338737.02 ms/batch
Step 00081350 L_out=0.069 Acc=0.87 ---367352.63 ms/batch
Round 6 | epoch=1, train costTime=380.9940404891968, | total_activation_sum=6540870
Round 6 | epoch=2, current m_iou=0.6350475201551753
Round 6 | Best m_IoU is: 0.635, OA is: 0.894 | val costTime=126.24469947814941
Round 6 | ****EPOCH 2****
Step 00081400 L_out=0.071 Acc=0.80 ---15032.90 ms/batch
Step 00081450 L_out=0.021 Acc=0.79 ---44053.06 ms/batch
Step 00081500 L_out=0.134 Acc=0.84 ---73037.56 ms/batch
Step 00081550 L_out=0.089 Acc=0.82 ---101517.60 ms/batch
Step 00081600 L_out=0.020 Acc=0.88 ---130144.79 ms/batch
Step 00081650 L_out=0.049 Acc=0.88 ---158751.89 ms/batch
Step 00081700 L_out=0.022 Acc=0.84 ---187266.49 ms/batch
Step 00081750 L_out=0.016 Acc=0.93 ---216157.17 ms/batch
Step 00081800 L_out=0.034 Acc=0.93 ---244627.57 ms/batch
Step 00081850 L_out=0.036 Acc=0.85 ---273062.05 ms/batch
Step 00081900 L_out=0.077 Acc=0.77 ---301841.80 ms/batch
Step 00081950 L_out=0.071 Acc=0.84 ---330383.12 ms/batch
Step 00082000 L_out=0.033 Acc=0.91 ---358733.55 ms/batch
Round 6 | epoch=2, train costTime=382.13721108436584, | total_activation_sum=6522692
Round 6 | epoch=3, current m_iou=0.6083760601048933
Round 6 | Best m_IoU is: 0.635, OA is: 0.894 | val costTime=134.57986760139465
Round 6 | ****EPOCH 3****
Step 00082050 L_out=0.051 Acc=0.83 --- 5109.31 ms/batch
Step 00082100 L_out=0.021 Acc=0.89 ---33645.11 ms/batch
Step 00082150 L_out=0.030 Acc=0.83 ---62673.46 ms/batch
Step 00082200 L_out=0.046 Acc=0.85 ---91099.93 ms/batch
Step 00082250 L_out=0.024 Acc=0.93 ---119648.45 ms/batch
Step 00082300 L_out=0.085 Acc=0.86 ---148074.64 ms/batch
Step 00082350 L_out=0.020 Acc=0.92 ---176192.21 ms/batch
Step 00082400 L_out=0.017 Acc=0.85 ---204899.24 ms/batch
Step 00082450 L_out=0.030 Acc=0.91 ---233697.85 ms/batch
Step 00082500 L_out=0.044 Acc=0.87 ---262500.21 ms/batch
Step 00082550 L_out=0.047 Acc=0.86 ---291364.15 ms/batch
Step 00082600 L_out=0.017 Acc=0.91 ---320261.13 ms/batch
Step 00082650 L_out=0.024 Acc=0.93 ---349104.72 ms/batch
Step 00082700 L_out=0.212 Acc=0.84 ---377759.21 ms/batch
Round 6 | epoch=3, train costTime=382.2573871612549, | total_activation_sum=6583340
Round 6 | epoch=4, current m_iou=0.5805878835648156
Round 6 | Best m_IoU is: 0.635, OA is: 0.894 | val costTime=126.21982383728027
Round 6 | ****EPOCH 4****
Step 00082750 L_out=0.079 Acc=0.84 ---24117.85 ms/batch
Step 00082800 L_out=0.050 Acc=0.91 ---52877.67 ms/batch
Step 00082850 L_out=0.010 Acc=0.91 ---82324.41 ms/batch
Step 00082900 L_out=0.066 Acc=0.89 ---111046.35 ms/batch
Step 00082950 L_out=0.032 Acc=0.84 ---139679.34 ms/batch
Step 00083000 L_out=0.058 Acc=0.88 ---168481.84 ms/batch
Step 00083050 L_out=0.040 Acc=0.89 ---197213.19 ms/batch
Step 00083100 L_out=0.004 Acc=0.89 ---226005.33 ms/batch
Step 00083150 L_out=0.019 Acc=0.92 ---254286.93 ms/batch
Step 00083200 L_out=0.031 Acc=0.87 ---282568.39 ms/batch
Step 00083250 L_out=0.017 Acc=0.90 ---311252.06 ms/batch
Step 00083300 L_out=0.021 Acc=0.89 ---340436.10 ms/batch
Step 00083350 L_out=0.051 Acc=0.79 ---368790.98 ms/batch
Round 6 | epoch=4, train costTime=383.1000304222107, | total_activation_sum=6572260
Round 6 | epoch=5, current m_iou=0.5840219120353124
Round 6 | Best m_IoU is: 0.635, OA is: 0.894 | val costTime=127.39653491973877
Round 6 | ****EPOCH 5****
Step 00083400 L_out=0.012 Acc=0.91 ---14508.48 ms/batch
Step 00083450 L_out=0.120 Acc=0.82 ---42838.48 ms/batch
Step 00083500 L_out=0.020 Acc=0.94 ---71799.55 ms/batch
Step 00083550 L_out=0.014 Acc=0.90 ---100376.22 ms/batch
Step 00083600 L_out=0.026 Acc=0.86 ---129045.46 ms/batch
Step 00083650 L_out=0.058 Acc=0.79 ---157467.24 ms/batch
Step 00083700 L_out=0.059 Acc=0.89 ---186014.45 ms/batch
Step 00083750 L_out=0.007 Acc=0.93 ---215270.59 ms/batch
Step 00083800 L_out=0.059 Acc=0.87 ---244108.02 ms/batch
Step 00083850 L_out=0.016 Acc=0.91 ---272495.02 ms/batch
Step 00083900 L_out=0.040 Acc=0.92 ---301081.18 ms/batch
Step 00083950 L_out=0.027 Acc=0.92 ---329676.39 ms/batch
Step 00084000 L_out=0.044 Acc=0.88 ---358279.34 ms/batch
Round 6 | epoch=5, train costTime=382.22035574913025, | total_activation_sum=6638329
Round 6 | epoch=6, current m_iou=0.6084277415305009
Round 6 | Best m_IoU is: 0.635, OA is: 0.894 | val costTime=126.14375829696655
Round 6 | ****EPOCH 6****
Step 00084050 L_out=0.015 Acc=0.93 --- 5017.00 ms/batch
Step 00084100 L_out=0.015 Acc=0.92 ---36091.29 ms/batch
Step 00084150 L_out=0.048 Acc=0.90 ---66252.20 ms/batch
Step 00084200 L_out=0.018 Acc=0.95 ---94771.08 ms/batch
Step 00084250 L_out=0.025 Acc=0.94 ---123646.01 ms/batch
Step 00084300 L_out=0.103 Acc=0.82 ---152106.27 ms/batch
Step 00084350 L_out=0.006 Acc=0.81 ---180708.07 ms/batch
Step 00084400 L_out=0.018 Acc=0.90 ---209317.00 ms/batch
Step 00084450 L_out=0.129 Acc=0.81 ---238350.74 ms/batch
Step 00084500 L_out=0.057 Acc=0.90 ---266550.51 ms/batch
Step 00084550 L_out=0.024 Acc=0.86 ---295215.11 ms/batch
Step 00084600 L_out=0.054 Acc=0.86 ---324127.54 ms/batch
Step 00084650 L_out=0.094 Acc=0.84 ---352672.37 ms/batch
Step 00084700 L_out=0.015 Acc=0.86 ---381565.21 ms/batch
Round 6 | epoch=6, train costTime=386.7356493473053, | total_activation_sum=6562607
Round 6 | epoch=7, current m_iou=0.6251180158987129
Round 6 | Best m_IoU is: 0.635, OA is: 0.894 | val costTime=125.91553163528442
Round 6 | ****EPOCH 7****
Step 00084750 L_out=0.020 Acc=0.91 ---23628.25 ms/batch
Step 00084800 L_out=0.120 Acc=0.90 ---52286.75 ms/batch
Step 00084850 L_out=0.088 Acc=0.86 ---80677.49 ms/batch
Step 00084900 L_out=0.008 Acc=0.95 ---109308.27 ms/batch
Step 00084950 L_out=0.042 Acc=0.87 ---137777.80 ms/batch
Step 00085000 L_out=0.160 Acc=0.74 ---166652.02 ms/batch
Step 00085050 L_out=0.013 Acc=0.87 ---195583.68 ms/batch
Step 00085100 L_out=0.054 Acc=0.81 ---224001.33 ms/batch
Step 00085150 L_out=0.007 Acc=0.88 ---252994.39 ms/batch
Step 00085200 L_out=0.041 Acc=0.85 ---281373.35 ms/batch
Step 00085250 L_out=0.011 Acc=0.87 ---309755.96 ms/batch
Step 00085300 L_out=0.047 Acc=0.78 ---338453.10 ms/batch
Step 00085350 L_out=0.049 Acc=0.91 ---367018.56 ms/batch
Round 6 | epoch=7, train costTime=382.17284750938416, | total_activation_sum=6538617
Round 6 | epoch=8, current m_iou=0.6256684291716075
Round 6 | Best m_IoU is: 0.635, OA is: 0.894 | val costTime=125.88595247268677
Round 6 | ****EPOCH 8****
Step 00085400 L_out=0.014 Acc=0.91 ---13674.42 ms/batch
Step 00085450 L_out=0.010 Acc=0.95 ---42218.57 ms/batch
Step 00085500 L_out=0.013 Acc=0.90 ---71268.09 ms/batch
Step 00085550 L_out=0.034 Acc=0.89 ---100031.82 ms/batch
Step 00085600 L_out=0.026 Acc=0.92 ---128701.23 ms/batch
Step 00085650 L_out=0.056 Acc=0.91 ---157021.03 ms/batch
Step 00085700 L_out=0.077 Acc=0.89 ---185262.78 ms/batch
Step 00085750 L_out=0.046 Acc=0.87 ---213655.60 ms/batch
Step 00085800 L_out=0.019 Acc=0.89 ---242491.79 ms/batch
Step 00085850 L_out=0.012 Acc=0.95 ---270988.53 ms/batch
Step 00085900 L_out=0.027 Acc=0.88 ---300085.01 ms/batch
Step 00085950 L_out=0.039 Acc=0.91 ---328706.40 ms/batch
Step 00086000 L_out=0.010 Acc=0.95 ---357329.01 ms/batch
Round 6 | epoch=8, train costTime=381.55783700942993, | total_activation_sum=6568279
Round 6 | epoch=9, current m_iou=0.6379638907714107
Round 6 | Best m_IoU is: 0.638, OA is: 0.903 | val costTime=127.01413369178772
Round 6 | ****EPOCH 9****
Step 00086050 L_out=0.015 Acc=0.91 --- 3841.50 ms/batch
Step 00086100 L_out=0.019 Acc=0.92 ---32742.99 ms/batch
Step 00086150 L_out=0.017 Acc=0.87 ---61442.79 ms/batch
Step 00086200 L_out=0.034 Acc=0.90 ---90091.82 ms/batch
Step 00086250 L_out=0.038 Acc=0.87 ---121395.42 ms/batch
Step 00086300 L_out=0.008 Acc=0.87 ---152636.18 ms/batch
Step 00086350 L_out=0.022 Acc=0.95 ---181513.67 ms/batch
Step 00086400 L_out=0.035 Acc=0.92 ---210199.58 ms/batch
Step 00086450 L_out=0.029 Acc=0.87 ---239030.80 ms/batch
Step 00086500 L_out=0.026 Acc=0.88 ---268035.73 ms/batch
Step 00086550 L_out=0.019 Acc=0.94 ---296742.48 ms/batch
Step 00086600 L_out=0.018 Acc=0.90 ---325150.66 ms/batch
Step 00086650 L_out=0.030 Acc=0.94 ---353823.61 ms/batch
Step 00086700 L_out=0.046 Acc=0.91 ---382706.62 ms/batch
Round 6 | epoch=9, train costTime=388.44502878189087, | total_activation_sum=6573113
Round 6 | epoch=10, current m_iou=0.6315677320924169
Round 6 | Best m_IoU is: 0.638, OA is: 0.903 | val costTime=126.27695870399475
Round 6 | ****EPOCH 10****
Step 00086750 L_out=0.006 Acc=0.93 ---22878.66 ms/batch
Step 00086800 L_out=0.033 Acc=0.98 ---51691.46 ms/batch
Step 00086850 L_out=0.033 Acc=0.88 ---80350.14 ms/batch
Step 00086900 L_out=0.007 Acc=0.91 ---108911.68 ms/batch
Step 00086950 L_out=0.008 Acc=0.95 ---137723.26 ms/batch
Step 00087000 L_out=0.008 Acc=0.92 ---166271.09 ms/batch
Step 00087050 L_out=0.028 Acc=0.92 ---194717.55 ms/batch
Step 00087100 L_out=0.048 Acc=0.87 ---223593.70 ms/batch
Step 00087150 L_out=0.008 Acc=0.97 ---252674.42 ms/batch
Step 00087200 L_out=0.264 Acc=0.91 ---281124.89 ms/batch
Step 00087250 L_out=0.066 Acc=0.84 ---309751.67 ms/batch
Step 00087300 L_out=0.025 Acc=0.91 ---338225.91 ms/batch
Step 00087350 L_out=0.041 Acc=0.89 ---367324.20 ms/batch
Round 6 | epoch=10, train costTime=382.8842980861664, | total_activation_sum=6535798
Round 6 | epoch=11, current m_iou=0.6405577733217334
Round 6 | Best m_IoU is: 0.641, OA is: 0.905 | val costTime=126.9573962688446
Round 6 | ****EPOCH 11****
Step 00087400 L_out=0.020 Acc=0.93 ---13065.58 ms/batch
Step 00087450 L_out=0.041 Acc=0.84 ---41630.02 ms/batch
Step 00087500 L_out=0.036 Acc=0.86 ---70376.16 ms/batch
Step 00087550 L_out=0.058 Acc=0.93 ---99107.51 ms/batch
Step 00087600 L_out=0.039 Acc=0.89 ---127783.24 ms/batch
Step 00087650 L_out=0.048 Acc=0.88 ---157172.39 ms/batch
Step 00087700 L_out=0.013 Acc=0.88 ---185737.48 ms/batch
Step 00087750 L_out=0.009 Acc=0.95 ---214748.59 ms/batch
Step 00087800 L_out=0.036 Acc=0.91 ---243085.87 ms/batch
Step 00087850 L_out=0.041 Acc=0.89 ---271799.60 ms/batch
Step 00087900 L_out=0.016 Acc=0.90 ---300379.20 ms/batch
Step 00087950 L_out=0.033 Acc=0.90 ---328754.13 ms/batch
Step 00088000 L_out=0.028 Acc=0.89 ---357335.43 ms/batch
Round 6 | epoch=11, train costTime=382.4655873775482, | total_activation_sum=6631724
Round 6 | epoch=12, current m_iou=0.641472643125407
Round 6 | Best m_IoU is: 0.641, OA is: 0.904 | val costTime=126.82280588150024
Round 6 | ****EPOCH 12****
Step 00088050 L_out=0.078 Acc=0.80 --- 3397.45 ms/batch
Step 00088100 L_out=0.010 Acc=0.91 ---32154.08 ms/batch
Step 00088150 L_out=0.117 Acc=0.89 ---60700.77 ms/batch
Step 00088200 L_out=0.034 Acc=0.92 ---89571.35 ms/batch
Step 00088250 L_out=0.038 Acc=0.87 ---118363.82 ms/batch
Step 00088300 L_out=0.088 Acc=0.86 ---147002.67 ms/batch
Step 00088350 L_out=0.027 Acc=0.93 ---175550.39 ms/batch
Step 00088400 L_out=0.019 Acc=0.94 ---205618.43 ms/batch
Step 00088450 L_out=0.020 Acc=0.94 ---236761.72 ms/batch
Step 00088500 L_out=0.013 Acc=0.90 ---267030.63 ms/batch
Step 00088550 L_out=0.007 Acc=0.92 ---295875.48 ms/batch
Step 00088600 L_out=0.022 Acc=0.92 ---324342.33 ms/batch
Step 00088650 L_out=0.034 Acc=0.86 ---352655.18 ms/batch
Step 00088700 L_out=0.035 Acc=0.90 ---381415.54 ms/batch
Round 6 | epoch=12, train costTime=387.76972246170044, | total_activation_sum=6540657
Round 6 | epoch=13, current m_iou=0.6511437866923213
Round 6 | Best m_IoU is: 0.651, OA is: 0.905 | val costTime=127.01047945022583
Round 6 | ****EPOCH 13****
Step 00088750 L_out=0.017 Acc=0.93 ---22304.53 ms/batch
Step 00088800 L_out=0.002 Acc=0.87 ---51263.17 ms/batch
Step 00088850 L_out=0.031 Acc=0.87 ---79926.22 ms/batch
Step 00088900 L_out=0.040 Acc=0.90 ---108481.90 ms/batch
Step 00088950 L_out=0.037 Acc=0.91 ---136951.30 ms/batch
Step 00089000 L_out=0.042 Acc=0.84 ---165434.02 ms/batch
Step 00089050 L_out=0.019 Acc=0.89 ---193891.03 ms/batch
Step 00089100 L_out=0.044 Acc=0.90 ---222521.31 ms/batch
Step 00089150 L_out=0.017 Acc=0.88 ---250799.25 ms/batch
Step 00089200 L_out=0.023 Acc=0.91 ---279399.78 ms/batch
Step 00089250 L_out=0.072 Acc=0.92 ---307975.95 ms/batch
Step 00089300 L_out=0.012 Acc=0.92 ---336739.14 ms/batch
Step 00089350 L_out=0.022 Acc=0.92 ---365517.70 ms/batch
Round 6 | epoch=13, train costTime=381.5752956867218, | total_activation_sum=6643515
Round 6 | epoch=14, current m_iou=0.6459608758484837
Round 6 | Best m_IoU is: 0.651, OA is: 0.905 | val costTime=126.83725929260254
Round 6 | ****EPOCH 14****
Step 00089400 L_out=0.009 Acc=0.97 ---13031.94 ms/batch
Step 00089450 L_out=0.085 Acc=0.89 ---41412.88 ms/batch
Step 00089500 L_out=0.048 Acc=0.86 ---70534.70 ms/batch
Step 00089550 L_out=0.012 Acc=0.93 ---99046.82 ms/batch
Step 00089600 L_out=0.013 Acc=0.90 ---127702.64 ms/batch
Step 00089650 L_out=0.036 Acc=0.90 ---156638.38 ms/batch
Step 00089700 L_out=0.024 Acc=0.92 ---184953.01 ms/batch
Step 00089750 L_out=0.014 Acc=0.92 ---214258.43 ms/batch
Step 00089800 L_out=0.029 Acc=0.92 ---242693.98 ms/batch
Step 00089850 L_out=0.013 Acc=0.85 ---271464.62 ms/batch
Step 00089900 L_out=0.031 Acc=0.90 ---300224.28 ms/batch
Step 00089950 L_out=0.029 Acc=0.92 ---328828.03 ms/batch
Step 00090000 L_out=0.021 Acc=0.93 ---357583.30 ms/batch
Round 6 | epoch=14, train costTime=383.41351318359375, | total_activation_sum=6560983
Round 6 | epoch=15, current m_iou=0.6422164163539276
Round 6 | Best m_IoU is: 0.651, OA is: 0.905 | val costTime=127.19739508628845
Round 6 | ****EPOCH 15****
Step 00090050 L_out=0.023 Acc=0.89 --- 2892.31 ms/batch
Step 00090100 L_out=0.024 Acc=0.94 ---31579.05 ms/batch
Step 00090150 L_out=0.012 Acc=0.94 ---60532.25 ms/batch
Step 00090200 L_out=0.019 Acc=0.94 ---89311.79 ms/batch
Step 00090250 L_out=0.008 Acc=0.88 ---118044.94 ms/batch
Step 00090300 L_out=0.034 Acc=0.92 ---146688.49 ms/batch
Step 00090350 L_out=0.012 Acc=0.92 ---175288.20 ms/batch
Step 00090400 L_out=0.012 Acc=0.93 ---203727.28 ms/batch
Step 00090450 L_out=0.083 Acc=0.89 ---232315.90 ms/batch
Step 00090500 L_out=0.012 Acc=0.94 ---260629.06 ms/batch
Step 00090550 L_out=0.008 Acc=0.92 ---288843.72 ms/batch
Step 00090600 L_out=0.054 Acc=0.88 ---319427.20 ms/batch
Step 00090650 L_out=0.038 Acc=0.97 ---350599.69 ms/batch
Step 00090700 L_out=0.007 Acc=0.91 ---381197.20 ms/batch
Round 6 | epoch=15, train costTime=388.2605586051941, | total_activation_sum=6534933
Round 6 | epoch=16, current m_iou=0.6425353642528671
Round 6 | Best m_IoU is: 0.651, OA is: 0.905 | val costTime=146.2934443950653
Round 6 | ****EPOCH 16****
Step 00090750 L_out=0.009 Acc=0.95 ---23808.30 ms/batch
Step 00090800 L_out=0.046 Acc=0.88 ---54586.71 ms/batch
Step 00090850 L_out=0.013 Acc=0.85 ---85190.35 ms/batch
Step 00090900 L_out=0.005 Acc=0.95 ---115728.00 ms/batch
Step 00090950 L_out=0.019 Acc=0.95 ---146604.96 ms/batch
Step 00091000 L_out=0.027 Acc=0.90 ---177304.05 ms/batch
Step 00091050 L_out=0.018 Acc=0.94 ---207837.80 ms/batch
Step 00091100 L_out=0.025 Acc=0.94 ---238216.57 ms/batch
Step 00091150 L_out=0.026 Acc=0.94 ---269125.34 ms/batch
Step 00091200 L_out=0.079 Acc=0.85 ---299604.28 ms/batch
Step 00091250 L_out=0.021 Acc=0.92 ---330725.39 ms/batch
Step 00091300 L_out=0.014 Acc=0.96 ---361088.06 ms/batch
Step 00091350 L_out=0.028 Acc=0.90 ---391800.35 ms/batch
Round 6 | epoch=16, train costTime=409.9724314212799, | total_activation_sum=6588705
Round 6 | epoch=17, current m_iou=0.6356382444778707
Round 6 | Best m_IoU is: 0.651, OA is: 0.905 | val costTime=146.02785515785217
Round 6 | ****EPOCH 17****
Step 00091400 L_out=0.021 Acc=0.94 ---12981.51 ms/batch
Step 00091450 L_out=0.036 Acc=0.92 ---44088.27 ms/batch
Step 00091500 L_out=0.008 Acc=0.94 ---74697.27 ms/batch
Step 00091550 L_out=0.047 Acc=0.93 ---105425.72 ms/batch
Step 00091600 L_out=0.026 Acc=0.93 ---136437.31 ms/batch
Step 00091650 L_out=0.005 Acc=0.94 ---167430.58 ms/batch
Step 00091700 L_out=0.015 Acc=0.93 ---197666.24 ms/batch
Step 00091750 L_out=0.005 Acc=0.95 ---228874.26 ms/batch
Step 00091800 L_out=0.035 Acc=0.94 ---260371.78 ms/batch
Step 00091850 L_out=0.016 Acc=0.94 ---290976.49 ms/batch
Step 00091900 L_out=0.032 Acc=0.92 ---321836.48 ms/batch
Step 00091950 L_out=0.011 Acc=0.98 ---352716.68 ms/batch
Step 00092000 L_out=0.024 Acc=0.89 ---383241.25 ms/batch
Round 6 | epoch=17, train costTime=411.34771609306335, | total_activation_sum=6578519
Round 6 | epoch=18, current m_iou=0.638962021370048
Round 6 | Best m_IoU is: 0.651, OA is: 0.905 | val costTime=147.64108538627625
Round 6 | ****EPOCH 18****
Step 00092050 L_out=0.059 Acc=0.87 --- 2421.08 ms/batch
Step 00092100 L_out=0.007 Acc=0.87 ---32680.51 ms/batch
Step 00092150 L_out=0.019 Acc=0.91 ---63466.15 ms/batch
Step 00092200 L_out=0.015 Acc=0.92 ---94529.33 ms/batch
Step 00092250 L_out=0.030 Acc=0.90 ---125064.79 ms/batch
Step 00092300 L_out=0.018 Acc=0.95 ---156016.45 ms/batch
Step 00092350 L_out=0.030 Acc=0.90 ---186208.58 ms/batch
Step 00092400 L_out=0.002 Acc=0.86 ---217168.16 ms/batch
Step 00092450 L_out=0.015 Acc=0.95 ---248074.82 ms/batch
Step 00092500 L_out=0.017 Acc=0.96 ---278790.25 ms/batch
Step 00092550 L_out=0.002 Acc=0.97 ---309354.93 ms/batch
Step 00092600 L_out=0.028 Acc=0.94 ---340415.26 ms/batch
Step 00092650 L_out=0.026 Acc=0.92 ---371217.65 ms/batch
Step 00092700 L_out=0.007 Acc=0.94 ---401026.15 ms/batch
Round 6 | epoch=18, train costTime=408.0660719871521, | total_activation_sum=6588988
Round 6 | epoch=19, current m_iou=0.6421703156813332
Round 6 | Best m_IoU is: 0.651, OA is: 0.905 | val costTime=128.595867395401
Round 6 | ****EPOCH 19****
Step 00092750 L_out=0.035 Acc=0.90 ---20182.50 ms/batch
Step 00092800 L_out=0.012 Acc=0.92 ---47005.93 ms/batch
Step 00092850 L_out=0.026 Acc=0.90 ---73893.91 ms/batch
Step 00092900 L_out=0.006 Acc=0.87 ---101156.43 ms/batch
Step 00092950 L_out=0.005 Acc=0.91 ---128411.97 ms/batch
Step 00093000 L_out=0.002 Acc=0.92 ---155418.66 ms/batch
Step 00093050 L_out=0.029 Acc=0.94 ---182799.97 ms/batch
Step 00093100 L_out=0.003 Acc=0.95 ---209794.26 ms/batch
Step 00093150 L_out=0.014 Acc=0.84 ---237015.98 ms/batch
Step 00093200 L_out=0.014 Acc=0.92 ---264086.37 ms/batch
Step 00093250 L_out=0.004 Acc=0.90 ---291098.90 ms/batch
Step 00093300 L_out=0.028 Acc=0.96 ---318590.00 ms/batch
Step 00093350 L_out=0.010 Acc=0.96 ---345748.72 ms/batch
Round 6 | epoch=19, train costTime=361.96856689453125, | total_activation_sum=6591929
Round 6 | epoch=20, current m_iou=0.6398809125663388
Round 6 | Best m_IoU is: 0.651, OA is: 0.905 | val costTime=127.59679293632507
Round 6 | ****EPOCH 20****
Step 00093400 L_out=0.006 Acc=0.91 ---10956.19 ms/batch
Step 00093450 L_out=0.002 Acc=0.95 ---38143.19 ms/batch
Step 00093500 L_out=0.015 Acc=0.95 ---65146.12 ms/batch
Step 00093550 L_out=0.006 Acc=0.95 ---92349.96 ms/batch
Step 00093600 L_out=0.036 Acc=0.92 ---119526.69 ms/batch
Step 00093650 L_out=0.020 Acc=0.93 ---146663.02 ms/batch
Step 00093700 L_out=0.023 Acc=0.93 ---173713.81 ms/batch
Step 00093750 L_out=0.010 Acc=0.92 ---200897.63 ms/batch
Step 00093800 L_out=0.008 Acc=0.87 ---227987.23 ms/batch
Step 00093850 L_out=0.008 Acc=0.92 ---254950.20 ms/batch
Step 00093900 L_out=0.017 Acc=0.91 ---281931.59 ms/batch
Step 00093950 L_out=0.027 Acc=0.90 ---309240.25 ms/batch
Step 00094000 L_out=0.021 Acc=0.81 ---336028.34 ms/batch
Round 6 | epoch=20, train costTime=364.56943798065186, | total_activation_sum=6504946
Round 6 | epoch=21, current m_iou=0.6418374294772351
Round 6 | Best m_IoU is: 0.651, OA is: 0.905 | val costTime=141.6483986377716
Round 6 | ****EPOCH 21****
Step 00094050 L_out=0.015 Acc=0.94 --- 1689.13 ms/batch
Step 00094100 L_out=0.012 Acc=0.93 ---29213.87 ms/batch
Step 00094150 L_out=0.009 Acc=0.92 ---56822.41 ms/batch
Step 00094200 L_out=0.027 Acc=0.95 ---84222.56 ms/batch
Step 00094250 L_out=0.005 Acc=0.90 ---111855.67 ms/batch
Step 00094300 L_out=0.007 Acc=0.91 ---139597.69 ms/batch
Step 00094350 L_out=0.214 Acc=0.79 ---166556.47 ms/batch
Step 00094400 L_out=0.009 Acc=0.94 ---193502.42 ms/batch
Step 00094450 L_out=0.013 Acc=0.93 ---220432.96 ms/batch
Step 00094500 L_out=0.005 Acc=0.95 ---247380.43 ms/batch
Step 00094550 L_out=0.249 Acc=0.93 ---274319.92 ms/batch
Step 00094600 L_out=0.017 Acc=0.92 ---301242.73 ms/batch
Step 00094650 L_out=0.044 Acc=0.86 ---328355.94 ms/batch
Step 00094700 L_out=0.014 Acc=0.90 ---355389.67 ms/batch
Round 6 | epoch=21, train costTime=362.9395201206207, | total_activation_sum=6599938
Round 6 | epoch=22, current m_iou=0.6411790944958478
Round 6 | Best m_IoU is: 0.651, OA is: 0.905 | val costTime=134.37300848960876
Round 6 | ****EPOCH 22****
Step 00094750 L_out=0.029 Acc=0.92 ---19530.44 ms/batch
Step 00094800 L_out=0.033 Acc=0.93 ---46362.00 ms/batch
Step 00094850 L_out=0.021 Acc=0.92 ---73299.25 ms/batch
Step 00094900 L_out=0.016 Acc=0.94 ---100098.98 ms/batch
Step 00094950 L_out=0.006 Acc=0.94 ---127172.12 ms/batch
Step 00095000 L_out=0.017 Acc=0.86 ---154728.01 ms/batch
Step 00095050 L_out=0.004 Acc=0.94 ---181672.39 ms/batch
Step 00095100 L_out=0.017 Acc=0.94 ---208607.40 ms/batch
Step 00095150 L_out=0.008 Acc=0.93 ---235485.80 ms/batch
Step 00095200 L_out=0.010 Acc=0.88 ---262825.02 ms/batch
Step 00095250 L_out=0.021 Acc=0.92 ---289944.86 ms/batch
Step 00095300 L_out=0.018 Acc=0.94 ---321444.88 ms/batch
Step 00095350 L_out=0.018 Acc=0.93 ---353343.06 ms/batch
Round 6 | epoch=22, train costTime=372.1188323497772, | total_activation_sum=6582034
Round 6 | epoch=23, current m_iou=0.6394059865646637
Round 6 | Best m_IoU is: 0.651, OA is: 0.905 | val costTime=171.07783770561218
Round 6 | ****EPOCH 23****
Step 00095400 L_out=0.011 Acc=0.96 ---18993.94 ms/batch
Step 00095450 L_out=0.009 Acc=0.93 ---50562.75 ms/batch
Step 00095500 L_out=0.005 Acc=0.91 ---82212.94 ms/batch
Step 00095550 L_out=0.018 Acc=0.93 ---112829.39 ms/batch
Step 00095600 L_out=0.011 Acc=0.93 ---144663.03 ms/batch
Step 00095650 L_out=0.002 Acc=0.87 ---176175.64 ms/batch
Step 00095700 L_out=0.016 Acc=0.94 ---206992.33 ms/batch
Step 00095750 L_out=0.022 Acc=0.94 ---238680.24 ms/batch
Step 00095800 L_out=0.011 Acc=0.92 ---270179.31 ms/batch
Step 00095850 L_out=0.007 Acc=0.94 ---301052.01 ms/batch
Step 00095900 L_out=0.030 Acc=0.90 ---332609.90 ms/batch
Step 00095950 L_out=0.005 Acc=0.93 ---363795.82 ms/batch
Step 00096000 L_out=0.018 Acc=0.96 ---394765.40 ms/batch
Round 6 | epoch=23, train costTime=424.95798087120056, | total_activation_sum=6605420
Round 6 | epoch=24, current m_iou=0.6358988602882767
Round 6 | Best m_IoU is: 0.651, OA is: 0.905 | val costTime=157.67489075660706
Round 6 | ****EPOCH 24****
Step 00096050 L_out=0.024 Acc=0.90 --- 1157.23 ms/batch
Step 00096100 L_out=0.017 Acc=0.89 ---32768.38 ms/batch
Step 00096150 L_out=0.008 Acc=0.90 ---63930.97 ms/batch
Step 00096200 L_out=0.066 Acc=0.89 ---96410.80 ms/batch
Step 00096250 L_out=0.019 Acc=0.93 ---127734.94 ms/batch
Step 00096300 L_out=0.016 Acc=0.96 ---159444.99 ms/batch
Step 00096350 L_out=0.020 Acc=0.88 ---191112.18 ms/batch
Step 00096400 L_out=0.019 Acc=0.92 ---222605.07 ms/batch
Step 00096450 L_out=0.006 Acc=0.96 ---253168.59 ms/batch
Step 00096500 L_out=0.004 Acc=0.91 ---284221.87 ms/batch
Step 00096550 L_out=0.068 Acc=0.85 ---315550.25 ms/batch
Step 00096600 L_out=0.008 Acc=0.95 ---346752.46 ms/batch
Step 00096650 L_out=0.065 Acc=0.88 ---377650.71 ms/batch
Step 00096700 L_out=0.020 Acc=0.91 ---410316.47 ms/batch
Round 6 | epoch=24, train costTime=420.3226194381714, | total_activation_sum=6565277
Round 6 | epoch=25, current m_iou=0.6389401711244063
Round 6 | Best m_IoU is: 0.651, OA is: 0.905 | val costTime=160.86083555221558
Round 6 | ****EPOCH 25****
Step 00096750 L_out=0.007 Acc=0.95 ---23058.23 ms/batch
Step 00096800 L_out=0.032 Acc=0.94 ---55525.26 ms/batch
Step 00096850 L_out=0.024 Acc=0.94 ---88534.84 ms/batch
Step 00096900 L_out=0.005 Acc=0.90 ---121222.18 ms/batch
Step 00096950 L_out=0.019 Acc=0.83 ---153981.34 ms/batch
Step 00097000 L_out=0.010 Acc=0.91 ---186539.81 ms/batch
Step 00097050 L_out=0.009 Acc=0.91 ---219543.95 ms/batch
Step 00097100 L_out=0.037 Acc=0.92 ---252649.50 ms/batch
Step 00097150 L_out=0.003 Acc=0.94 ---285662.06 ms/batch
Step 00097200 L_out=0.007 Acc=0.92 ---319669.30 ms/batch
Step 00097250 L_out=0.008 Acc=0.87 ---353097.01 ms/batch
Step 00097300 L_out=0.011 Acc=0.84 ---386385.32 ms/batch
Step 00097350 L_out=0.012 Acc=0.96 ---419549.45 ms/batch
Round 6 | epoch=25, train costTime=439.96813774108887, | total_activation_sum=6581349
Round 6 | epoch=26, current m_iou=0.6408707018560236
Round 6 | Best m_IoU is: 0.651, OA is: 0.905 | val costTime=160.75723814964294
Round 6 | ****EPOCH 26****
Step 00097400 L_out=0.016 Acc=0.92 ---11647.62 ms/batch
Step 00097450 L_out=0.035 Acc=0.93 ---44564.64 ms/batch
Step 00097500 L_out=0.018 Acc=0.90 ---77662.58 ms/batch
Step 00097550 L_out=0.004 Acc=0.93 ---107312.38 ms/batch
Step 00097600 L_out=0.015 Acc=0.93 ---134629.02 ms/batch
Step 00097650 L_out=0.017 Acc=0.92 ---161790.60 ms/batch
Step 00097700 L_out=0.021 Acc=0.92 ---189125.73 ms/batch
Step 00097750 L_out=0.008 Acc=0.92 ---216601.26 ms/batch
Step 00097800 L_out=0.009 Acc=0.93 ---243885.66 ms/batch
Step 00097850 L_out=0.017 Acc=0.95 ---271172.01 ms/batch
Step 00097900 L_out=0.010 Acc=0.89 ---298435.53 ms/batch
Step 00097950 L_out=0.041 Acc=0.91 ---325802.91 ms/batch
Step 00098000 L_out=0.014 Acc=0.88 ---353393.16 ms/batch
Round 6 | epoch=26, train costTime=380.1506156921387, | total_activation_sum=6567425
Round 6 | epoch=27, current m_iou=0.6416306090841817
Round 6 | Best m_IoU is: 0.651, OA is: 0.905 | val costTime=127.8121588230133
Round 6 | ****EPOCH 27****
Step 00098050 L_out=0.005 Acc=0.90 ---  560.68 ms/batch
Step 00098100 L_out=0.016 Acc=0.95 ---27987.38 ms/batch
Step 00098150 L_out=0.003 Acc=0.90 ---55387.39 ms/batch
Step 00098200 L_out=0.030 Acc=0.95 ---82507.58 ms/batch
Step 00098250 L_out=0.012 Acc=0.92 ---109891.87 ms/batch
Step 00098300 L_out=0.024 Acc=0.96 ---137045.87 ms/batch
Step 00098350 L_out=0.016 Acc=0.92 ---164465.17 ms/batch
Step 00098400 L_out=0.013 Acc=0.95 ---191480.27 ms/batch
Step 00098450 L_out=0.016 Acc=0.91 ---218718.05 ms/batch
Step 00098500 L_out=0.001 Acc=0.96 ---246404.56 ms/batch
Step 00098550 L_out=0.018 Acc=0.93 ---274162.43 ms/batch
Step 00098600 L_out=0.010 Acc=0.96 ---301536.09 ms/batch
Step 00098650 L_out=0.019 Acc=0.93 ---328876.01 ms/batch
Step 00098700 L_out=0.025 Acc=0.95 ---356069.12 ms/batch
Round 6 | epoch=27, train costTime=364.70481514930725, | total_activation_sum=6573596
Round 6 | epoch=28, current m_iou=0.641809886839094
Round 6 | Best m_IoU is: 0.651, OA is: 0.905 | val costTime=125.11743021011353
Round 6 | ****EPOCH 28****
Step 00098750 L_out=0.029 Acc=0.87 ---18349.92 ms/batch
Step 00098800 L_out=0.009 Acc=0.91 ---45550.55 ms/batch
Step 00098850 L_out=0.014 Acc=0.95 ---72962.26 ms/batch
Step 00098900 L_out=0.015 Acc=0.91 ---100082.65 ms/batch
Step 00098950 L_out=0.007 Acc=0.90 ---127424.13 ms/batch
Step 00099000 L_out=0.007 Acc=0.96 ---154742.27 ms/batch
Step 00099050 L_out=0.005 Acc=0.95 ---181948.37 ms/batch
Step 00099100 L_out=0.013 Acc=0.92 ---209899.51 ms/batch
Step 00099150 L_out=0.012 Acc=0.92 ---237009.69 ms/batch
Step 00099200 L_out=0.135 Acc=0.80 ---264305.09 ms/batch
Step 00099250 L_out=0.015 Acc=0.96 ---291817.43 ms/batch
Step 00099300 L_out=0.005 Acc=0.91 ---319230.10 ms/batch
Step 00099350 L_out=0.007 Acc=0.94 ---346793.01 ms/batch
Round 6 | epoch=28, train costTime=365.10395979881287, | total_activation_sum=6607096
Round 6 | epoch=29, current m_iou=0.6406239495156789
Round 6 | Best m_IoU is: 0.651, OA is: 0.905 | val costTime=126.73716855049133
Round 6 | ****EPOCH 29****
Step 00099400 L_out=0.043 Acc=0.91 --- 9421.21 ms/batch
Step 00099450 L_out=0.016 Acc=0.94 ---36555.35 ms/batch
Step 00099500 L_out=0.010 Acc=0.87 ---64010.48 ms/batch
Step 00099550 L_out=0.025 Acc=0.90 ---91628.43 ms/batch
Step 00099600 L_out=0.009 Acc=0.88 ---119025.27 ms/batch
Step 00099650 L_out=0.023 Acc=0.91 ---146626.05 ms/batch
Step 00099700 L_out=0.014 Acc=0.93 ---173981.00 ms/batch
Step 00099750 L_out=0.017 Acc=0.92 ---201427.75 ms/batch
Step 00099800 L_out=0.032 Acc=0.91 ---236342.59 ms/batch
Step 00099850 L_out=0.003 Acc=0.93 ---280223.72 ms/batch
Step 00099900 L_out=0.011 Acc=0.91 ---309206.61 ms/batch
Step 00099950 L_out=0.027 Acc=0.91 ---336508.74 ms/batch
Step 00100000 L_out=0.013 Acc=0.92 ---363884.49 ms/batch
Step 00100050 L_out=0.007 Acc=0.95 ---391046.49 ms/batch
Round 6 | epoch=29, train costTime=391.04660201072693, | total_activation_sum=6547821
Round 6 | epoch=30, current m_iou=0.6408162779079043
Round 6 | Best m_IoU is: 0.651, OA is: 0.905 | val costTime=137.98346209526062
Round 6 | ****EPOCH 30****
Round 7 | ****EPOCH 0****
Step 00100100 L_out=0.154 Acc=0.69 ---27454.73 ms/batch
Step 00100150 L_out=0.139 Acc=0.83 ---54852.32 ms/batch
Step 00100200 L_out=0.129 Acc=0.83 ---82179.21 ms/batch
Step 00100250 L_out=0.020 Acc=0.90 ---109561.35 ms/batch
Step 00100300 L_out=0.031 Acc=0.84 ---137068.52 ms/batch
Step 00100350 L_out=0.046 Acc=0.88 ---164756.00 ms/batch
Step 00100400 L_out=0.042 Acc=0.87 ---192082.26 ms/batch
Step 00100450 L_out=0.068 Acc=0.78 ---220399.66 ms/batch
Step 00100500 L_out=0.048 Acc=0.86 ---248007.11 ms/batch
Step 00100550 L_out=0.018 Acc=0.89 ---275282.33 ms/batch
Step 00100600 L_out=0.065 Acc=0.91 ---303233.55 ms/batch
Step 00100650 L_out=0.150 Acc=0.79 ---331028.22 ms/batch
Step 00100700 L_out=0.025 Acc=0.91 ---358449.99 ms/batch
Round 7 | epoch=0, train costTime=367.75752687454224, | total_activation_sum=7687436
Round 7 | epoch=1, current m_iou=0.5221517202226956
Round 7 | Best m_IoU is: 0.522, OA is: 0.845 | val costTime=128.5398416519165
Round 7 | ****EPOCH 1****
Step 00100750 L_out=0.087 Acc=0.82 ---17974.24 ms/batch
Step 00100800 L_out=0.018 Acc=0.85 ---45328.96 ms/batch
Step 00100850 L_out=0.112 Acc=0.86 ---72622.80 ms/batch
Step 00100900 L_out=0.038 Acc=0.86 ---100425.78 ms/batch
Step 00100950 L_out=0.013 Acc=0.84 ---128005.57 ms/batch
Step 00101000 L_out=0.031 Acc=0.87 ---155336.97 ms/batch
Step 00101050 L_out=0.036 Acc=0.89 ---182911.99 ms/batch
Step 00101100 L_out=0.039 Acc=0.86 ---210060.16 ms/batch
Step 00101150 L_out=0.049 Acc=0.89 ---237393.89 ms/batch
Step 00101200 L_out=0.084 Acc=0.83 ---265056.80 ms/batch
Step 00101250 L_out=0.027 Acc=0.91 ---295213.56 ms/batch
Step 00101300 L_out=0.026 Acc=0.83 ---326653.60 ms/batch
Step 00101350 L_out=0.031 Acc=0.91 ---357891.22 ms/batch
Round 7 | epoch=1, train costTime=376.3394396305084, | total_activation_sum=7263994
Round 7 | epoch=2, current m_iou=0.6349522399713601
Round 7 | Best m_IoU is: 0.635, OA is: 0.900 | val costTime=128.66935443878174
Round 7 | ****EPOCH 2****
Step 00101400 L_out=0.140 Acc=0.90 --- 8773.63 ms/batch
Step 00101450 L_out=0.028 Acc=0.89 ---36581.20 ms/batch
Step 00101500 L_out=0.053 Acc=0.93 ---64470.59 ms/batch
Step 00101550 L_out=0.045 Acc=0.92 ---91593.42 ms/batch
Step 00101600 L_out=0.057 Acc=0.88 ---119308.73 ms/batch
Step 00101650 L_out=0.042 Acc=0.90 ---147223.47 ms/batch
Step 00101700 L_out=0.035 Acc=0.89 ---174685.81 ms/batch
Step 00101750 L_out=0.058 Acc=0.91 ---202117.12 ms/batch
Step 00101800 L_out=0.041 Acc=0.92 ---229380.39 ms/batch
Step 00101850 L_out=0.058 Acc=0.82 ---260450.28 ms/batch
Step 00101900 L_out=0.035 Acc=0.91 ---291762.53 ms/batch
Step 00101950 L_out=0.047 Acc=0.95 ---322737.82 ms/batch
Step 00102000 L_out=0.027 Acc=0.91 ---350022.03 ms/batch
Step 00102050 L_out=0.096 Acc=0.84 ---379219.06 ms/batch
Round 7 | epoch=2, train costTime=379.8589458465576, | total_activation_sum=7304260
Round 7 | epoch=3, current m_iou=0.6291436749962227
Round 7 | Best m_IoU is: 0.635, OA is: 0.900 | val costTime=139.3774812221527
Round 7 | ****EPOCH 3****
Step 00102100 L_out=0.135 Acc=0.87 ---26791.97 ms/batch
Step 00102150 L_out=0.103 Acc=0.79 ---54444.78 ms/batch
Step 00102200 L_out=0.222 Acc=0.71 ---81720.94 ms/batch
Step 00102250 L_out=0.111 Acc=0.67 ---109014.55 ms/batch
Step 00102300 L_out=0.198 Acc=0.63 ---136370.32 ms/batch
Step 00102350 L_out=0.098 Acc=0.78 ---163546.05 ms/batch
Step 00102400 L_out=0.266 Acc=0.79 ---190800.01 ms/batch
Step 00102450 L_out=0.012 Acc=0.86 ---218070.32 ms/batch
Step 00102500 L_out=0.025 Acc=0.89 ---245581.92 ms/batch
Step 00102550 L_out=0.010 Acc=0.91 ---272953.60 ms/batch
Step 00102600 L_out=0.006 Acc=0.92 ---300276.29 ms/batch
Step 00102650 L_out=0.020 Acc=0.85 ---327541.82 ms/batch
Step 00102700 L_out=0.077 Acc=0.86 ---354822.73 ms/batch
Round 7 | epoch=3, train costTime=364.7895932197571, | total_activation_sum=7310325
Round 7 | epoch=4, current m_iou=0.6338321676777896
Round 7 | Best m_IoU is: 0.635, OA is: 0.900 | val costTime=126.20123505592346
Round 7 | ****EPOCH 4****
Step 00102750 L_out=0.056 Acc=0.93 ---17591.21 ms/batch
Step 00102800 L_out=0.022 Acc=0.89 ---44762.26 ms/batch
Step 00102850 L_out=0.045 Acc=0.93 ---72236.42 ms/batch
Step 00102900 L_out=0.022 Acc=0.95 ---99463.26 ms/batch
Step 00102950 L_out=0.064 Acc=0.87 ---126668.67 ms/batch
Step 00103000 L_out=0.015 Acc=0.92 ---154152.74 ms/batch
Step 00103050 L_out=0.021 Acc=0.88 ---181543.77 ms/batch
Step 00103100 L_out=0.073 Acc=0.89 ---208945.41 ms/batch
Step 00103150 L_out=0.031 Acc=0.91 ---236272.02 ms/batch
Step 00103200 L_out=0.050 Acc=0.84 ---263659.08 ms/batch
Step 00103250 L_out=0.037 Acc=0.92 ---291128.75 ms/batch
Step 00103300 L_out=0.022 Acc=0.87 ---318594.96 ms/batch
Step 00103350 L_out=0.040 Acc=0.82 ---346327.12 ms/batch
Round 7 | epoch=4, train costTime=365.6857953071594, | total_activation_sum=7350279
Round 7 | epoch=5, current m_iou=0.6301431865124641
Round 7 | Best m_IoU is: 0.635, OA is: 0.900 | val costTime=125.07437372207642
Round 7 | ****EPOCH 5****
Step 00103400 L_out=0.016 Acc=0.87 --- 8299.11 ms/batch
Step 00103450 L_out=0.034 Acc=0.93 ---35624.99 ms/batch
Step 00103500 L_out=0.333 Acc=0.84 ---63033.93 ms/batch
Step 00103550 L_out=0.023 Acc=0.88 ---90293.20 ms/batch
Step 00103600 L_out=0.016 Acc=0.85 ---117317.75 ms/batch
Step 00103650 L_out=0.010 Acc=0.92 ---144832.06 ms/batch
Step 00103700 L_out=0.590 Acc=0.71 ---172180.29 ms/batch
Step 00103750 L_out=0.009 Acc=0.93 ---199682.86 ms/batch
Step 00103800 L_out=0.022 Acc=0.89 ---226901.08 ms/batch
Step 00103850 L_out=0.012 Acc=0.90 ---254185.40 ms/batch
Step 00103900 L_out=0.022 Acc=0.92 ---282027.25 ms/batch
Step 00103950 L_out=0.036 Acc=0.91 ---309327.81 ms/batch
Step 00104000 L_out=0.031 Acc=0.89 ---336568.82 ms/batch
Step 00104050 L_out=0.033 Acc=0.91 ---363817.95 ms/batch
Round 7 | epoch=5, train costTime=364.88152408599854, | total_activation_sum=7332881
Round 7 | epoch=6, current m_iou=0.635577706877023
Round 7 | Best m_IoU is: 0.636, OA is: 0.906 | val costTime=125.62878847122192
Round 7 | ****EPOCH 6****
Step 00104100 L_out=0.005 Acc=0.92 ---26245.86 ms/batch
Step 00104150 L_out=0.041 Acc=0.92 ---53418.97 ms/batch
Step 00104200 L_out=0.009 Acc=0.89 ---80777.14 ms/batch
Step 00104250 L_out=0.021 Acc=0.89 ---108158.82 ms/batch
Step 00104300 L_out=0.022 Acc=0.95 ---135543.88 ms/batch
Step 00104350 L_out=0.038 Acc=0.90 ---163044.55 ms/batch
Step 00104400 L_out=0.040 Acc=0.87 ---190697.10 ms/batch
Step 00104450 L_out=0.037 Acc=0.84 ---218380.90 ms/batch
Step 00104500 L_out=0.005 Acc=0.95 ---245932.97 ms/batch
Step 00104550 L_out=0.131 Acc=0.81 ---273454.30 ms/batch
Step 00104600 L_out=0.015 Acc=0.94 ---300726.91 ms/batch
Step 00104650 L_out=0.017 Acc=0.94 ---328102.49 ms/batch
Step 00104700 L_out=0.026 Acc=0.93 ---355628.73 ms/batch
Round 7 | epoch=6, train costTime=365.9681749343872, | total_activation_sum=7313713
Round 7 | epoch=7, current m_iou=0.6402131844610914
Round 7 | Best m_IoU is: 0.640, OA is: 0.907 | val costTime=125.80760741233826
Round 7 | ****EPOCH 7****
Step 00104750 L_out=0.042 Acc=0.93 ---17257.44 ms/batch
Step 00104800 L_out=0.022 Acc=0.93 ---44901.70 ms/batch
Step 00104850 L_out=0.021 Acc=0.88 ---72286.19 ms/batch
Step 00104900 L_out=0.087 Acc=0.82 ---99499.07 ms/batch
Step 00104950 L_out=0.062 Acc=0.83 ---126954.93 ms/batch
Step 00105000 L_out=0.050 Acc=0.92 ---154496.09 ms/batch
Step 00105050 L_out=0.010 Acc=0.88 ---181878.81 ms/batch
Step 00105100 L_out=0.045 Acc=0.94 ---209279.76 ms/batch
Step 00105150 L_out=0.044 Acc=0.90 ---236914.61 ms/batch
Step 00105200 L_out=0.041 Acc=0.93 ---269297.52 ms/batch
Step 00105250 L_out=0.030 Acc=0.85 ---300669.06 ms/batch
Step 00105300 L_out=0.020 Acc=0.96 ---329114.97 ms/batch
Step 00105350 L_out=0.022 Acc=0.93 ---356699.65 ms/batch
Round 7 | epoch=7, train costTime=376.21291613578796, | total_activation_sum=7250157
Round 7 | epoch=8, current m_iou=0.6401814971193746
Round 7 | Best m_IoU is: 0.640, OA is: 0.907 | val costTime=126.25660800933838
Round 7 | ****EPOCH 8****
Step 00105400 L_out=0.009 Acc=0.94 --- 7614.86 ms/batch
Step 00105450 L_out=0.018 Acc=0.89 ---35221.62 ms/batch
Step 00105500 L_out=0.025 Acc=0.94 ---62498.21 ms/batch
Step 00105550 L_out=0.050 Acc=0.89 ---91538.30 ms/batch
Step 00105600 L_out=0.025 Acc=0.88 ---119496.72 ms/batch
Step 00105650 L_out=0.047 Acc=0.89 ---146856.29 ms/batch
Step 00105700 L_out=0.056 Acc=0.82 ---174471.87 ms/batch
Step 00105750 L_out=0.021 Acc=0.96 ---202043.15 ms/batch
Step 00105800 L_out=0.010 Acc=0.96 ---229519.69 ms/batch
Step 00105850 L_out=0.041 Acc=0.95 ---256864.34 ms/batch
Step 00105900 L_out=0.150 Acc=0.85 ---284145.18 ms/batch
Step 00105950 L_out=0.027 Acc=0.93 ---311199.86 ms/batch
Step 00106000 L_out=0.010 Acc=0.90 ---338610.21 ms/batch
Step 00106050 L_out=0.029 Acc=0.91 ---365887.53 ms/batch
Round 7 | epoch=8, train costTime=367.4836223125458, | total_activation_sum=7333243
Round 7 | epoch=9, current m_iou=0.6352008039891032
Round 7 | Best m_IoU is: 0.640, OA is: 0.907 | val costTime=126.77892780303955
Round 7 | ****EPOCH 9****
Step 00106100 L_out=0.032 Acc=0.93 ---26305.09 ms/batch
Step 00106150 L_out=0.113 Acc=0.84 ---53916.37 ms/batch
Step 00106200 L_out=0.023 Acc=0.95 ---81418.29 ms/batch
Step 00106250 L_out=0.039 Acc=0.90 ---108698.28 ms/batch
Step 00106300 L_out=0.080 Acc=0.93 ---136316.76 ms/batch
Step 00106350 L_out=0.012 Acc=0.91 ---163527.87 ms/batch
Step 00106400 L_out=0.022 Acc=0.93 ---190829.41 ms/batch
Step 00106450 L_out=0.092 Acc=0.88 ---218222.84 ms/batch
Step 00106500 L_out=0.080 Acc=0.85 ---245475.31 ms/batch
Step 00106550 L_out=0.045 Acc=0.90 ---272841.53 ms/batch
Step 00106600 L_out=0.029 Acc=0.93 ---300196.53 ms/batch
Step 00106650 L_out=0.007 Acc=0.94 ---327574.70 ms/batch
Step 00106700 L_out=0.016 Acc=0.91 ---354759.64 ms/batch
Round 7 | epoch=9, train costTime=365.5282053947449, | total_activation_sum=7349422
Round 7 | epoch=10, current m_iou=0.6298620076677255
Round 7 | Best m_IoU is: 0.640, OA is: 0.907 | val costTime=127.19196486473083
Round 7 | ****EPOCH 10****
Step 00106750 L_out=0.039 Acc=0.89 ---16472.95 ms/batch
Step 00106800 L_out=0.025 Acc=0.93 ---43701.02 ms/batch
Step 00106850 L_out=0.005 Acc=0.92 ---71069.23 ms/batch
Step 00106900 L_out=0.016 Acc=0.93 ---98570.87 ms/batch
Step 00106950 L_out=0.049 Acc=0.87 ---125987.21 ms/batch
Step 00107000 L_out=0.028 Acc=0.91 ---153219.94 ms/batch
Step 00107050 L_out=0.015 Acc=0.90 ---180607.17 ms/batch
Step 00107100 L_out=0.020 Acc=0.91 ---207861.68 ms/batch
Step 00107150 L_out=0.014 Acc=0.91 ---235391.75 ms/batch
Step 00107200 L_out=0.023 Acc=0.92 ---263479.61 ms/batch
Step 00107250 L_out=0.064 Acc=0.88 ---306561.18 ms/batch
Step 00107300 L_out=0.011 Acc=0.94 ---349582.20 ms/batch
Step 00107350 L_out=0.039 Acc=0.87 ---393207.81 ms/batch
Round 7 | epoch=10, train costTime=425.8638401031494, | total_activation_sum=7334260
Round 7 | epoch=11, current m_iou=0.628175396067749
Round 7 | Best m_IoU is: 0.640, OA is: 0.907 | val costTime=191.2819061279297
Round 7 | ****EPOCH 11****
Step 00107400 L_out=0.013 Acc=0.92 ---11166.48 ms/batch
Step 00107450 L_out=0.007 Acc=0.95 ---54643.71 ms/batch
Step 00107500 L_out=0.033 Acc=0.93 ---98615.41 ms/batch
Step 00107550 L_out=0.005 Acc=0.93 ---141931.69 ms/batch
Step 00107600 L_out=0.027 Acc=0.90 ---185809.39 ms/batch
Step 00107650 L_out=0.059 Acc=0.91 ---230226.04 ms/batch
Step 00107700 L_out=0.008 Acc=0.92 ---273738.50 ms/batch
Step 00107750 L_out=0.129 Acc=0.84 ---317316.56 ms/batch
Step 00107800 L_out=0.038 Acc=0.93 ---361098.47 ms/batch
Step 00107850 L_out=0.015 Acc=0.93 ---404582.61 ms/batch
Step 00107900 L_out=0.017 Acc=0.90 ---448140.84 ms/batch
Step 00107950 L_out=0.071 Acc=0.89 ---492248.62 ms/batch
Step 00108000 L_out=0.028 Acc=0.91 ---535991.60 ms/batch
Step 00108050 L_out=0.006 Acc=0.96 ---579355.60 ms/batch
Round 7 | epoch=11, train costTime=582.8521633148193, | total_activation_sum=7241908
Round 7 | epoch=12, current m_iou=0.6290417195873992
Round 7 | Best m_IoU is: 0.640, OA is: 0.907 | val costTime=195.51381635665894
Round 7 | ****EPOCH 12****
Step 00108100 L_out=0.096 Acc=0.94 ---42769.17 ms/batch
Step 00108150 L_out=0.037 Acc=0.88 ---89084.03 ms/batch
Step 00108200 L_out=0.067 Acc=0.84 ---133929.59 ms/batch
Step 00108250 L_out=0.010 Acc=0.93 ---179348.55 ms/batch
Step 00108300 L_out=0.034 Acc=0.94 ---224732.39 ms/batch
Step 00108350 L_out=0.025 Acc=0.86 ---270869.65 ms/batch
Step 00108400 L_out=0.012 Acc=0.90 ---317725.66 ms/batch
Step 00108450 L_out=0.010 Acc=0.93 ---363276.43 ms/batch
Step 00108500 L_out=0.026 Acc=0.91 ---408709.47 ms/batch
Step 00108550 L_out=0.013 Acc=0.93 ---446977.04 ms/batch
Step 00108600 L_out=0.021 Acc=0.94 ---475075.72 ms/batch
Step 00108650 L_out=0.043 Acc=0.88 ---503247.37 ms/batch
Step 00108700 L_out=0.030 Acc=0.90 ---530668.07 ms/batch
Round 7 | epoch=12, train costTime=542.2320327758789, | total_activation_sum=7291198
Round 7 | epoch=13, current m_iou=0.63299763805472
Round 7 | Best m_IoU is: 0.640, OA is: 0.907 | val costTime=182.8976926803589
Round 7 | ****EPOCH 13****
Step 00108750 L_out=0.026 Acc=0.91 ---25413.28 ms/batch
Step 00108800 L_out=0.013 Acc=0.93 ---63597.39 ms/batch
Step 00108850 L_out=0.039 Acc=0.94 ---90924.00 ms/batch
Step 00108900 L_out=0.015 Acc=0.91 ---118385.17 ms/batch
Step 00108950 L_out=0.023 Acc=0.91 ---145851.46 ms/batch
Step 00109000 L_out=0.014 Acc=0.92 ---173398.68 ms/batch
Step 00109050 L_out=0.017 Acc=0.92 ---200738.13 ms/batch
Step 00109100 L_out=0.007 Acc=0.92 ---228324.42 ms/batch
Step 00109150 L_out=0.020 Acc=0.92 ---255952.78 ms/batch
Step 00109200 L_out=0.019 Acc=0.89 ---283086.26 ms/batch
Step 00109250 L_out=0.028 Acc=0.77 ---310335.37 ms/batch
Step 00109300 L_out=0.007 Acc=0.86 ---337915.18 ms/batch
Step 00109350 L_out=0.014 Acc=0.94 ---365293.68 ms/batch
Round 7 | epoch=13, train costTime=386.11632919311523, | total_activation_sum=7363187
Round 7 | epoch=14, current m_iou=0.6317554969653529
Round 7 | Best m_IoU is: 0.640, OA is: 0.907 | val costTime=136.4718782901764
Round 7 | ****EPOCH 14****
Step 00109400 L_out=0.007 Acc=0.98 --- 8924.79 ms/batch
Step 00109450 L_out=0.019 Acc=0.93 ---45060.02 ms/batch
Step 00109500 L_out=0.006 Acc=0.96 ---81882.01 ms/batch
Step 00109550 L_out=0.035 Acc=0.93 ---118845.10 ms/batch
Step 00109600 L_out=0.019 Acc=0.88 ---154645.71 ms/batch
Step 00109650 L_out=0.002 Acc=0.95 ---192103.64 ms/batch
Step 00109700 L_out=0.013 Acc=0.92 ---229801.48 ms/batch
Step 00109750 L_out=0.010 Acc=0.91 ---266680.69 ms/batch
Step 00109800 L_out=0.015 Acc=0.93 ---304361.45 ms/batch
Step 00109850 L_out=0.024 Acc=0.91 ---336545.59 ms/batch
Step 00109900 L_out=0.015 Acc=0.90 ---363923.54 ms/batch
Step 00109950 L_out=0.036 Acc=0.89 ---394415.10 ms/batch
Step 00110000 L_out=0.031 Acc=0.91 ---430805.10 ms/batch
Step 00110050 L_out=0.015 Acc=0.90 ---467669.81 ms/batch
Round 7 | epoch=14, train costTime=471.25490045547485, | total_activation_sum=7286025
Round 7 | epoch=15, current m_iou=0.6336800785041077
Round 7 | Best m_IoU is: 0.640, OA is: 0.907 | val costTime=167.07428884506226
Round 7 | ****EPOCH 15****
Step 00110100 L_out=0.017 Acc=0.90 ---33596.78 ms/batch
Step 00110150 L_out=0.016 Acc=0.95 ---70604.65 ms/batch
Step 00110200 L_out=0.022 Acc=0.86 ---105803.54 ms/batch
Step 00110250 L_out=0.015 Acc=0.94 ---141954.61 ms/batch
Step 00110300 L_out=0.049 Acc=0.92 ---178998.48 ms/batch
Step 00110350 L_out=0.029 Acc=0.92 ---215198.96 ms/batch
Step 00110400 L_out=0.031 Acc=0.92 ---251050.36 ms/batch
Step 00110450 L_out=0.015 Acc=0.95 ---286897.19 ms/batch
Step 00110500 L_out=0.019 Acc=0.83 ---323974.65 ms/batch
Step 00110550 L_out=0.015 Acc=0.92 ---360889.66 ms/batch
Step 00110600 L_out=0.011 Acc=0.95 ---397103.41 ms/batch
Step 00110650 L_out=0.055 Acc=0.83 ---433438.19 ms/batch
Step 00110700 L_out=0.005 Acc=0.94 ---470201.32 ms/batch
Round 7 | epoch=15, train costTime=486.43709778785706, | total_activation_sum=7346878
Round 7 | epoch=16, current m_iou=0.6352072833497534
Round 7 | Best m_IoU is: 0.640, OA is: 0.907 | val costTime=168.65674686431885
Round 7 | ****EPOCH 16****
Step 00110750 L_out=0.015 Acc=0.88 ---18012.70 ms/batch
Step 00110800 L_out=0.010 Acc=0.96 ---47264.28 ms/batch
Step 00110850 L_out=0.017 Acc=0.93 ---81939.88 ms/batch
Step 00110900 L_out=0.011 Acc=0.92 ---114429.71 ms/batch
Step 00110950 L_out=0.008 Acc=0.93 ---145574.25 ms/batch
Step 00111000 L_out=0.029 Acc=0.90 ---176993.51 ms/batch
Step 00111050 L_out=0.021 Acc=0.92 ---208534.65 ms/batch
Step 00111100 L_out=0.025 Acc=0.89 ---240380.65 ms/batch
Step 00111150 L_out=0.011 Acc=0.91 ---271755.81 ms/batch
Step 00111200 L_out=0.008 Acc=0.87 ---303000.30 ms/batch
Step 00111250 L_out=0.011 Acc=0.91 ---335871.59 ms/batch
Step 00111300 L_out=0.029 Acc=0.90 ---368377.92 ms/batch
Step 00111350 L_out=0.065 Acc=0.88 ---400239.79 ms/batch
Round 7 | epoch=16, train costTime=424.9433386325836, | total_activation_sum=7296979
Round 7 | epoch=17, current m_iou=0.642324950258235
Round 7 | Best m_IoU is: 0.642, OA is: 0.907 | val costTime=155.77193760871887
Round 7 | ****EPOCH 17****
Step 00111400 L_out=0.011 Acc=0.92 --- 6135.29 ms/batch
Step 00111450 L_out=0.054 Acc=0.86 ---35015.40 ms/batch
Step 00111500 L_out=0.019 Acc=0.96 ---66246.05 ms/batch
Step 00111550 L_out=0.013 Acc=0.93 ---97121.25 ms/batch
Step 00111600 L_out=0.140 Acc=0.86 ---129078.57 ms/batch
Step 00111650 L_out=0.012 Acc=0.91 ---160531.72 ms/batch
Step 00111700 L_out=0.005 Acc=0.96 ---191744.53 ms/batch
Step 00111750 L_out=0.051 Acc=0.88 ---223584.33 ms/batch
Step 00111800 L_out=0.028 Acc=0.91 ---257348.19 ms/batch
Step 00111850 L_out=0.028 Acc=0.83 ---288913.52 ms/batch
Step 00111900 L_out=0.048 Acc=0.91 ---320981.09 ms/batch
Step 00111950 L_out=0.043 Acc=0.84 ---351844.65 ms/batch
Step 00112000 L_out=0.020 Acc=0.86 ---383607.27 ms/batch
Step 00112050 L_out=0.015 Acc=0.92 ---415126.49 ms/batch
Round 7 | epoch=17, train costTime=418.9917678833008, | total_activation_sum=7334420
Round 7 | epoch=18, current m_iou=0.6423786658527664
Round 7 | Best m_IoU is: 0.642, OA is: 0.909 | val costTime=158.31960606575012
Round 7 | ****EPOCH 18****
Step 00112100 L_out=0.040 Acc=0.91 ---28364.52 ms/batch
Step 00112150 L_out=0.044 Acc=0.91 ---59880.65 ms/batch
Step 00112200 L_out=0.017 Acc=0.92 ---91633.94 ms/batch
Step 00112250 L_out=0.032 Acc=0.93 ---123390.48 ms/batch
Step 00112300 L_out=0.014 Acc=0.93 ---156109.89 ms/batch
Step 00112350 L_out=0.034 Acc=0.91 ---188302.34 ms/batch
Step 00112400 L_out=0.018 Acc=0.91 ---220065.04 ms/batch
Step 00112450 L_out=0.016 Acc=0.92 ---251256.96 ms/batch
Step 00112500 L_out=0.018 Acc=0.86 ---283466.93 ms/batch
Step 00112550 L_out=0.006 Acc=0.92 ---314753.27 ms/batch
Step 00112600 L_out=0.015 Acc=0.94 ---347876.44 ms/batch
Step 00112650 L_out=0.004 Acc=0.92 ---380491.75 ms/batch
Step 00112700 L_out=0.065 Acc=0.87 ---412602.31 ms/batch
Round 7 | epoch=18, train costTime=427.1459527015686, | total_activation_sum=7277197
Round 7 | epoch=19, current m_iou=0.6434626395582247
Round 7 | Best m_IoU is: 0.643, OA is: 0.909 | val costTime=165.5402328968048
Round 7 | ****EPOCH 19****
Step 00112750 L_out=0.058 Acc=0.90 ---25729.09 ms/batch
Step 00112800 L_out=0.044 Acc=0.85 ---73700.78 ms/batch
Step 00112850 L_out=0.015 Acc=0.90 ---120471.67 ms/batch
Step 00112900 L_out=0.009 Acc=0.95 ---167737.13 ms/batch
Step 00112950 L_out=0.007 Acc=0.95 ---215462.33 ms/batch
Step 00113000 L_out=0.054 Acc=0.84 ---263299.44 ms/batch
Step 00113050 L_out=0.049 Acc=0.95 ---311985.09 ms/batch
Step 00113100 L_out=0.021 Acc=0.95 ---358444.26 ms/batch
Step 00113150 L_out=0.008 Acc=0.93 ---406195.72 ms/batch
Step 00113200 L_out=0.062 Acc=0.92 ---453970.92 ms/batch
Step 00113250 L_out=0.004 Acc=0.86 ---501611.70 ms/batch
Step 00113300 L_out=0.010 Acc=0.93 ---540266.56 ms/batch
Step 00113350 L_out=0.005 Acc=0.96 ---572545.61 ms/batch
Round 7 | epoch=19, train costTime=598.1027872562408, | total_activation_sum=7310267
Round 2 | ****EPOCH 0****
Step 00000050 L_out=0.070 Acc=0.33 ---52264.17 ms/batch
Step 00000100 L_out=0.061 Acc=0.59 ---101280.52 ms/batch
Step 00000150 L_out=0.175 Acc=0.45 ---153828.73 ms/batch
Round 2 | ****EPOCH 0****
Step 00000050 L_out=0.071 Acc=0.39 ---49820.36 ms/batch
Step 00000100 L_out=0.141 Acc=0.69 ---93060.85 ms/batch
Step 00000150 L_out=0.047 Acc=0.55 ---134111.70 ms/batch
Step 00000200 L_out=0.056 Acc=0.37 ---176987.08 ms/batch
Step 00000250 L_out=0.035 Acc=0.57 ---220674.70 ms/batch
Step 00000300 L_out=0.088 Acc=0.22 ---266800.27 ms/batch
Step 00000350 L_out=0.049 Acc=0.72 ---312398.25 ms/batch
Step 00000400 L_out=0.034 Acc=0.56 ---357974.30 ms/batch
Step 00000450 L_out=0.039 Acc=0.38 ---404087.84 ms/batch
Step 00000500 L_out=0.057 Acc=0.51 ---449997.53 ms/batch
Step 00000550 L_out=0.079 Acc=0.57 ---496716.06 ms/batch
Step 00000600 L_out=0.100 Acc=0.63 ---542296.24 ms/batch
Step 00000650 L_out=0.099 Acc=0.64 ---587353.65 ms/batch
Round 2 | epoch=0, train costTime=603.2850484848022, | total_activation_sum=2863615
Round 2 | ****EPOCH 0****
Round 2 | ****EPOCH 0****
Round 2 | ****EPOCH 0****
Round 2 | ****EPOCH 0****
Round 2 | ****EPOCH 0****
Round 2 | ****EPOCH 0****
Step 00000050 L_out=0.125 Acc=0.33 ---29676.79 ms/batch
Step 00000100 L_out=0.030 Acc=0.29 ---57415.43 ms/batch
Step 00000150 L_out=0.043 Acc=0.48 ---84858.08 ms/batch
Step 00000200 L_out=0.361 Acc=0.53 ---112880.11 ms/batch
Step 00000250 L_out=0.064 Acc=0.44 ---140567.53 ms/batch
Step 00000300 L_out=0.163 Acc=0.51 ---168312.86 ms/batch
Step 00000350 L_out=0.058 Acc=0.47 ---195992.46 ms/batch
Step 00000400 L_out=0.065 Acc=0.52 ---223359.92 ms/batch
Step 00000450 L_out=0.136 Acc=0.60 ---250913.34 ms/batch
Step 00000500 L_out=0.159 Acc=0.30 ---278306.54 ms/batch
Step 00000550 L_out=0.163 Acc=0.54 ---306106.63 ms/batch
Step 00000600 L_out=0.041 Acc=0.67 ---333779.62 ms/batch
Round 2 | ****EPOCH 0****
Step 00000050 L_out=0.541 Acc=0.37 ---29361.76 ms/batch
Step 00000100 L_out=0.158 Acc=0.50 ---56915.93 ms/batch
Step 00000150 L_out=0.104 Acc=0.75 ---84639.24 ms/batch
Step 00000200 L_out=0.136 Acc=0.63 ---112127.88 ms/batch
Step 00000250 L_out=0.166 Acc=0.65 ---139682.07 ms/batch
Step 00000300 L_out=0.048 Acc=0.67 ---167234.53 ms/batch
Step 00000350 L_out=0.063 Acc=0.75 ---194663.92 ms/batch
Step 00000400 L_out=0.106 Acc=0.71 ---222017.20 ms/batch
Step 00000450 L_out=0.047 Acc=0.58 ---249556.31 ms/batch
Step 00000500 L_out=0.121 Acc=0.51 ---277005.16 ms/batch
Step 00000550 L_out=0.086 Acc=0.56 ---304658.63 ms/batch
Step 00000600 L_out=0.139 Acc=0.55 ---332448.45 ms/batch
Step 00000650 L_out=0.123 Acc=0.46 ---359645.19 ms/batch
Round 2 | epoch=0, train costTime=368.9291944503784, | total_activation_sum=4957829
Round 2 | epoch=1, current m_iou=0.2256510583002068
Round 2 | Best m_IoU is: 0.226, OA is: 0.480 | val costTime=133.72886896133423
Round 2 | ****EPOCH 1****
Step 00000700 L_out=0.115 Acc=0.75 ---17947.18 ms/batch
Step 00000750 L_out=0.092 Acc=0.64 ---45234.85 ms/batch
Step 00000800 L_out=0.236 Acc=0.56 ---72358.76 ms/batch
Step 00000850 L_out=0.140 Acc=0.50 ---99772.44 ms/batch
Step 00000900 L_out=0.065 Acc=0.71 ---127125.23 ms/batch
Step 00000950 L_out=0.081 Acc=0.83 ---154231.39 ms/batch
Step 00001000 L_out=0.130 Acc=0.56 ---181621.42 ms/batch
Step 00001050 L_out=0.267 Acc=0.28 ---208707.35 ms/batch
Step 00001100 L_out=0.030 Acc=0.74 ---236091.19 ms/batch
Step 00001150 L_out=0.182 Acc=0.72 ---263602.49 ms/batch
Step 00001200 L_out=0.301 Acc=0.71 ---290678.52 ms/batch
Step 00001250 L_out=0.114 Acc=0.70 ---317844.48 ms/batch
Step 00001300 L_out=0.025 Acc=0.66 ---344770.17 ms/batch
Round 2 | epoch=1, train costTime=363.3301365375519, | total_activation_sum=4483175
Round 2 | epoch=2, current m_iou=0.23969541062998947
Round 2 | Best m_IoU is: 0.240, OA is: 0.472 | val costTime=130.08913588523865
Round 2 | ****EPOCH 2****
Step 00001350 L_out=0.018 Acc=0.51 --- 8787.14 ms/batch
Step 00001400 L_out=0.082 Acc=0.57 ---35955.43 ms/batch
Step 00001450 L_out=0.072 Acc=0.57 ---63433.26 ms/batch
Step 00001500 L_out=0.149 Acc=0.62 ---90557.99 ms/batch
Step 00001550 L_out=0.160 Acc=0.67 ---117864.76 ms/batch
Step 00001600 L_out=0.405 Acc=0.61 ---145125.95 ms/batch
Step 00001650 L_out=0.116 Acc=0.69 ---172399.83 ms/batch
Step 00001700 L_out=0.201 Acc=0.68 ---199842.26 ms/batch
Step 00001750 L_out=0.487 Acc=0.66 ---227010.82 ms/batch
Step 00001800 L_out=0.181 Acc=0.71 ---254225.60 ms/batch
Step 00001850 L_out=0.115 Acc=0.76 ---281703.21 ms/batch
Step 00001900 L_out=0.098 Acc=0.72 ---308667.30 ms/batch
Step 00001950 L_out=0.215 Acc=0.44 ---335661.95 ms/batch
Step 00002000 L_out=0.067 Acc=0.68 ---362985.58 ms/batch
Round 2 | epoch=2, train costTime=363.5286762714386, | total_activation_sum=4395429
Round 2 | epoch=3, current m_iou=0.367157709708157
Round 2 | Best m_IoU is: 0.367, OA is: 0.742 | val costTime=129.10547876358032
Round 2 | ****EPOCH 3****
Step 00002050 L_out=0.067 Acc=0.79 ---26852.46 ms/batch
Step 00002100 L_out=0.174 Acc=0.59 ---54264.54 ms/batch
Step 00002150 L_out=0.208 Acc=0.71 ---81436.67 ms/batch
Step 00002200 L_out=0.209 Acc=0.70 ---108642.65 ms/batch
Step 00002250 L_out=0.096 Acc=0.77 ---136629.28 ms/batch
Step 00002300 L_out=0.031 Acc=0.85 ---163698.64 ms/batch
Step 00002350 L_out=0.152 Acc=0.61 ---190897.22 ms/batch
Step 00002400 L_out=0.027 Acc=0.68 ---218078.71 ms/batch
Step 00002450 L_out=0.163 Acc=0.72 ---245186.36 ms/batch
Step 00002500 L_out=0.060 Acc=0.75 ---272522.59 ms/batch
Step 00002550 L_out=0.056 Acc=0.62 ---299866.73 ms/batch
Step 00002600 L_out=0.021 Acc=0.69 ---326941.15 ms/batch
Step 00002650 L_out=0.063 Acc=0.78 ---354108.96 ms/batch
Round 2 | epoch=3, train costTime=363.9155206680298, | total_activation_sum=4383593
Round 2 | epoch=4, current m_iou=0.434546969310367
Round 2 | Best m_IoU is: 0.435, OA is: 0.779 | val costTime=130.28974676132202
Round 2 | ****EPOCH 4****
Step 00002700 L_out=0.040 Acc=0.77 ---17531.89 ms/batch
Step 00002750 L_out=0.135 Acc=0.81 ---44685.91 ms/batch
Step 00002800 L_out=0.058 Acc=0.69 ---72563.97 ms/batch
Step 00002850 L_out=0.317 Acc=0.82 ---99922.53 ms/batch
Step 00002900 L_out=0.009 Acc=0.58 ---127259.30 ms/batch
Step 00002950 L_out=0.032 Acc=0.75 ---154429.48 ms/batch
Step 00003000 L_out=0.103 Acc=0.72 ---181501.36 ms/batch
Step 00003050 L_out=0.302 Acc=0.62 ---208295.67 ms/batch
Step 00003100 L_out=0.143 Acc=0.71 ---235709.76 ms/batch
Step 00003150 L_out=0.110 Acc=0.79 ---263189.89 ms/batch
Step 00003200 L_out=0.171 Acc=0.42 ---290394.67 ms/batch
Step 00003250 L_out=0.112 Acc=0.64 ---317703.00 ms/batch
Step 00003300 L_out=0.073 Acc=0.76 ---344543.07 ms/batch
Round 2 | epoch=4, train costTime=363.5690588951111, | total_activation_sum=4456112
Round 2 | epoch=5, current m_iou=0.38815954529757424
Round 2 | Best m_IoU is: 0.435, OA is: 0.779 | val costTime=130.33867263793945
Round 2 | ****EPOCH 5****
Step 00003350 L_out=0.043 Acc=0.81 --- 8406.80 ms/batch
Step 00003400 L_out=0.170 Acc=0.67 ---35839.49 ms/batch
Step 00003450 L_out=0.045 Acc=0.67 ---63211.51 ms/batch
Step 00003500 L_out=0.060 Acc=0.76 ---90501.15 ms/batch
Step 00003550 L_out=0.068 Acc=0.77 ---117664.46 ms/batch
Step 00003600 L_out=0.121 Acc=0.74 ---144987.30 ms/batch
Step 00003650 L_out=0.207 Acc=0.60 ---172069.61 ms/batch
Step 00003700 L_out=0.048 Acc=0.77 ---199458.17 ms/batch
Step 00003750 L_out=0.104 Acc=0.77 ---226895.60 ms/batch
Step 00003800 L_out=0.064 Acc=0.72 ---254054.49 ms/batch
Step 00003850 L_out=0.062 Acc=0.80 ---281295.67 ms/batch
Step 00003900 L_out=0.026 Acc=0.77 ---308662.24 ms/batch
Step 00003950 L_out=0.053 Acc=0.72 ---336027.51 ms/batch
Step 00004000 L_out=0.159 Acc=0.81 ---363256.22 ms/batch
Round 2 | epoch=5, train costTime=364.3486125469208, | total_activation_sum=4536758
Round 2 | epoch=6, current m_iou=0.490785293707569
Round 2 | Best m_IoU is: 0.491, OA is: 0.827 | val costTime=130.60634922981262
Round 2 | ****EPOCH 6****
Step 00004050 L_out=0.066 Acc=0.81 ---26193.54 ms/batch
Step 00004100 L_out=0.031 Acc=0.86 ---53413.02 ms/batch
Step 00004150 L_out=0.096 Acc=0.74 ---80648.21 ms/batch
Step 00004200 L_out=0.094 Acc=0.72 ---107928.77 ms/batch
Step 00004250 L_out=0.049 Acc=0.81 ---135445.42 ms/batch
Step 00004300 L_out=0.141 Acc=0.78 ---162510.37 ms/batch
Step 00004350 L_out=0.019 Acc=0.76 ---189771.18 ms/batch
Step 00004400 L_out=0.093 Acc=0.71 ---217309.39 ms/batch
Step 00004450 L_out=0.070 Acc=0.58 ---244602.67 ms/batch
Step 00004500 L_out=0.035 Acc=0.73 ---271899.53 ms/batch
Step 00004550 L_out=0.141 Acc=0.80 ---299241.91 ms/batch
Step 00004600 L_out=0.037 Acc=0.71 ---326470.84 ms/batch
Step 00004650 L_out=0.043 Acc=0.67 ---353692.85 ms/batch
Round 2 | epoch=6, train costTime=363.9800980091095, | total_activation_sum=4373153
Round 2 | epoch=7, current m_iou=0.4666299539561225
Round 2 | Best m_IoU is: 0.491, OA is: 0.827 | val costTime=132.20748019218445
Round 2 | ****EPOCH 7****
Step 00004700 L_out=0.063 Acc=0.80 ---16874.54 ms/batch
Step 00004750 L_out=0.056 Acc=0.77 ---44227.68 ms/batch
Step 00004800 L_out=0.054 Acc=0.67 ---71527.59 ms/batch
Step 00004850 L_out=0.083 Acc=0.83 ---98660.30 ms/batch
Step 00004900 L_out=0.193 Acc=0.70 ---125903.53 ms/batch
Step 00004950 L_out=0.059 Acc=0.66 ---153520.72 ms/batch
Step 00005000 L_out=0.044 Acc=0.83 ---184718.43 ms/batch
Step 00005050 L_out=0.064 Acc=0.69 ---216075.48 ms/batch
Step 00005100 L_out=0.105 Acc=0.74 ---247876.35 ms/batch
Step 00005150 L_out=0.013 Acc=0.76 ---278913.31 ms/batch
Step 00005200 L_out=0.010 Acc=0.81 ---310525.57 ms/batch
Step 00005250 L_out=0.065 Acc=0.79 ---343050.55 ms/batch
Step 00005300 L_out=0.039 Acc=0.85 ---374326.75 ms/batch
Round 2 | epoch=7, train costTime=396.8343210220337, | total_activation_sum=4534781
Round 2 | epoch=8, current m_iou=0.5353615379201911
Round 2 | Best m_IoU is: 0.535, OA is: 0.839 | val costTime=158.53537607192993
Round 2 | ****EPOCH 8****
Step 00005350 L_out=0.040 Acc=0.72 --- 9245.80 ms/batch
Step 00005400 L_out=0.013 Acc=0.80 ---42414.51 ms/batch
Step 00005450 L_out=0.075 Acc=0.75 ---74930.58 ms/batch
Step 00005500 L_out=0.027 Acc=0.75 ---108720.09 ms/batch
Step 00005550 L_out=0.074 Acc=0.78 ---142046.99 ms/batch
Step 00005600 L_out=0.045 Acc=0.81 ---174922.17 ms/batch
Step 00005650 L_out=0.082 Acc=0.84 ---208272.67 ms/batch
Step 00005700 L_out=0.045 Acc=0.81 ---242776.59 ms/batch
Step 00005750 L_out=0.052 Acc=0.85 ---276558.55 ms/batch
Step 00005800 L_out=0.089 Acc=0.76 ---309393.96 ms/batch
Step 00005850 L_out=0.167 Acc=0.84 ---342808.13 ms/batch
Step 00005900 L_out=0.377 Acc=0.77 ---376215.13 ms/batch
Step 00005950 L_out=0.052 Acc=0.90 ---409023.26 ms/batch
Step 00006000 L_out=0.169 Acc=0.87 ---442359.10 ms/batch
Round 2 | epoch=8, train costTime=444.31257033348083, | total_activation_sum=4371871
Round 2 | epoch=9, current m_iou=0.5372948189805801
Round 2 | Best m_IoU is: 0.537, OA is: 0.844 | val costTime=166.39366626739502
Round 2 | ****EPOCH 9****
Step 00006050 L_out=0.026 Acc=0.80 ---28837.18 ms/batch
Step 00006100 L_out=0.040 Acc=0.76 ---59904.85 ms/batch
Step 00006150 L_out=0.013 Acc=0.74 ---90945.42 ms/batch
Step 00006200 L_out=0.152 Acc=0.80 ---122654.81 ms/batch
Step 00006250 L_out=0.060 Acc=0.84 ---154135.10 ms/batch
Step 00006300 L_out=0.080 Acc=0.73 ---184985.90 ms/batch
Step 00006350 L_out=0.144 Acc=0.77 ---216907.53 ms/batch
Step 00006400 L_out=0.059 Acc=0.85 ---248127.39 ms/batch
Step 00006450 L_out=0.089 Acc=0.77 ---279073.69 ms/batch
Step 00006500 L_out=0.021 Acc=0.86 ---308844.23 ms/batch
Step 00006550 L_out=0.027 Acc=0.77 ---336000.76 ms/batch
Step 00006600 L_out=0.021 Acc=0.82 ---363289.41 ms/batch
Step 00006650 L_out=0.094 Acc=0.86 ---390441.69 ms/batch
Round 2 | epoch=9, train costTime=401.30772280693054, | total_activation_sum=4454954
Round 2 | epoch=10, current m_iou=0.5304508567347691
Round 2 | Best m_IoU is: 0.537, OA is: 0.844 | val costTime=129.73991537094116
Round 2 | ****EPOCH 10****
Step 00006700 L_out=0.100 Acc=0.68 ---16484.82 ms/batch
Step 00006750 L_out=0.123 Acc=0.74 ---43803.93 ms/batch
Step 00006800 L_out=0.032 Acc=0.86 ---71024.99 ms/batch
Step 00006850 L_out=0.007 Acc=0.81 ---98041.87 ms/batch
Step 00006900 L_out=0.057 Acc=0.74 ---124955.09 ms/batch
Step 00006950 L_out=0.035 Acc=0.82 ---152005.20 ms/batch
Step 00007000 L_out=0.043 Acc=0.68 ---179029.80 ms/batch
Step 00007050 L_out=0.017 Acc=0.83 ---206204.52 ms/batch
Step 00007100 L_out=0.024 Acc=0.84 ---233546.59 ms/batch
Step 00007150 L_out=0.025 Acc=0.83 ---260568.12 ms/batch
Step 00007200 L_out=0.039 Acc=0.80 ---287487.86 ms/batch
Step 00007250 L_out=0.006 Acc=0.79 ---314743.78 ms/batch
Step 00007300 L_out=0.014 Acc=0.79 ---341654.46 ms/batch
Round 2 | epoch=10, train costTime=361.91028809547424, | total_activation_sum=4453187
Round 2 | epoch=11, current m_iou=0.5763587310158496
Round 2 | Best m_IoU is: 0.576, OA is: 0.865 | val costTime=131.6851737499237
Round 2 | ****EPOCH 11****
Step 00007350 L_out=0.103 Acc=0.83 --- 6937.23 ms/batch
Step 00007400 L_out=0.050 Acc=0.89 ---34180.92 ms/batch
Step 00007450 L_out=0.046 Acc=0.82 ---61403.78 ms/batch
Step 00007500 L_out=0.026 Acc=0.66 ---88588.02 ms/batch
Step 00007550 L_out=0.073 Acc=0.76 ---115717.85 ms/batch
Step 00007600 L_out=0.036 Acc=0.73 ---142994.97 ms/batch
Step 00007650 L_out=0.049 Acc=0.81 ---170228.22 ms/batch
Step 00007700 L_out=0.102 Acc=0.63 ---197631.26 ms/batch
Step 00007750 L_out=0.039 Acc=0.72 ---224736.42 ms/batch
Step 00007800 L_out=0.005 Acc=0.86 ---251950.70 ms/batch
Step 00007850 L_out=0.019 Acc=0.79 ---279137.68 ms/batch
Step 00007900 L_out=0.049 Acc=0.78 ---306397.38 ms/batch
Step 00007950 L_out=0.064 Acc=0.79 ---333449.85 ms/batch
Step 00008000 L_out=0.005 Acc=0.77 ---360611.94 ms/batch
Round 2 | epoch=11, train costTime=362.7358658313751, | total_activation_sum=4432154
Round 2 | epoch=12, current m_iou=0.5579290109935497
Round 2 | Best m_IoU is: 0.576, OA is: 0.865 | val costTime=131.39888644218445
Round 2 | ****EPOCH 12****
Step 00008050 L_out=0.036 Acc=0.89 ---25173.56 ms/batch
Step 00008100 L_out=0.092 Acc=0.82 ---52258.11 ms/batch
Step 00008150 L_out=0.028 Acc=0.81 ---79245.54 ms/batch
Step 00008200 L_out=0.008 Acc=0.77 ---106326.07 ms/batch
Step 00008250 L_out=0.062 Acc=0.79 ---133418.27 ms/batch
Step 00008300 L_out=0.068 Acc=0.80 ---160508.53 ms/batch
Step 00008350 L_out=0.154 Acc=0.72 ---187627.14 ms/batch
Step 00008400 L_out=0.072 Acc=0.87 ---214768.70 ms/batch
Step 00008450 L_out=0.059 Acc=0.80 ---241870.54 ms/batch
Step 00008500 L_out=0.044 Acc=0.87 ---269206.33 ms/batch
Step 00008550 L_out=0.058 Acc=0.68 ---296343.74 ms/batch
Step 00008600 L_out=0.044 Acc=0.80 ---323473.62 ms/batch
Step 00008650 L_out=0.030 Acc=0.86 ---350985.65 ms/batch
Round 2 | epoch=12, train costTime=362.29891777038574, | total_activation_sum=4500933
Round 2 | epoch=13, current m_iou=0.5690273315442355
Round 2 | Best m_IoU is: 0.576, OA is: 0.865 | val costTime=136.8799958229065
Round 2 | ****EPOCH 13****
Step 00008700 L_out=0.010 Acc=0.82 ---15777.15 ms/batch
Step 00008750 L_out=0.064 Acc=0.90 ---43043.11 ms/batch
Step 00008800 L_out=0.049 Acc=0.88 ---70229.94 ms/batch
Step 00008850 L_out=0.012 Acc=0.83 ---97367.70 ms/batch
Step 00008900 L_out=0.005 Acc=0.80 ---124604.13 ms/batch
Step 00008950 L_out=0.060 Acc=0.75 ---152098.97 ms/batch
Step 00009000 L_out=0.023 Acc=0.92 ---179534.84 ms/batch
Step 00009050 L_out=0.076 Acc=0.85 ---210585.50 ms/batch
Step 00009100 L_out=0.058 Acc=0.77 ---241963.56 ms/batch
Step 00009150 L_out=0.119 Acc=0.76 ---272376.18 ms/batch
Step 00009200 L_out=0.046 Acc=0.85 ---300810.58 ms/batch
Step 00009250 L_out=0.024 Acc=0.83 ---328175.15 ms/batch
Step 00009300 L_out=0.080 Acc=0.83 ---355632.90 ms/batch
Round 2 | epoch=13, train costTime=377.9956216812134, | total_activation_sum=4508544
Round 2 | epoch=14, current m_iou=0.588168717398093
Round 2 | Best m_IoU is: 0.588, OA is: 0.874 | val costTime=159.33759903907776
Round 2 | ****EPOCH 14****
Step 00009350 L_out=0.024 Acc=0.82 --- 7795.13 ms/batch
Step 00009400 L_out=0.064 Acc=0.79 ---40373.50 ms/batch
Step 00009450 L_out=0.075 Acc=0.81 ---74826.40 ms/batch
Step 00009500 L_out=0.009 Acc=0.87 ---107283.37 ms/batch
Step 00009550 L_out=0.007 Acc=0.93 ---139310.91 ms/batch
Step 00009600 L_out=0.026 Acc=0.88 ---171914.18 ms/batch
Step 00009650 L_out=0.049 Acc=0.69 ---204519.20 ms/batch
Step 00009700 L_out=0.042 Acc=0.85 ---239591.02 ms/batch
Step 00009750 L_out=0.181 Acc=0.82 ---271960.95 ms/batch
Step 00009800 L_out=0.048 Acc=0.86 ---303433.66 ms/batch
Step 00009850 L_out=0.025 Acc=0.84 ---335414.52 ms/batch
Step 00009900 L_out=0.022 Acc=0.85 ---367277.33 ms/batch
Step 00009950 L_out=0.031 Acc=0.65 ---399184.27 ms/batch
Step 00010000 L_out=0.046 Acc=0.76 ---431123.06 ms/batch
Round 2 | epoch=14, train costTime=434.413640499115, | total_activation_sum=4434199
Round 2 | epoch=15, current m_iou=0.588950312605657
Round 2 | Best m_IoU is: 0.589, OA is: 0.878 | val costTime=160.58965635299683
Round 2 | ****EPOCH 15****
Step 00010050 L_out=0.015 Acc=0.92 ---28940.04 ms/batch
Step 00010100 L_out=0.045 Acc=0.77 ---61596.36 ms/batch
Step 00010150 L_out=0.019 Acc=0.85 ---93880.35 ms/batch
Step 00010200 L_out=0.077 Acc=0.70 ---127109.39 ms/batch
Step 00010250 L_out=0.060 Acc=0.86 ---159399.94 ms/batch
Step 00010300 L_out=0.008 Acc=0.82 ---192092.88 ms/batch
Step 00010350 L_out=0.030 Acc=0.83 ---224802.30 ms/batch
Step 00010400 L_out=0.036 Acc=0.87 ---257422.73 ms/batch
Step 00010450 L_out=0.080 Acc=0.72 ---289954.72 ms/batch
Step 00010500 L_out=0.041 Acc=0.83 ---332949.92 ms/batch
Step 00010550 L_out=0.033 Acc=0.88 ---369302.25 ms/batch
Step 00010600 L_out=0.012 Acc=0.92 ---417824.12 ms/batch
Step 00010650 L_out=0.058 Acc=0.87 ---460116.45 ms/batch
Round 2 | epoch=15, train costTime=474.8917760848999, | total_activation_sum=4472374
Round 2 | epoch=16, current m_iou=0.5858259538496603
Round 2 | Best m_IoU is: 0.589, OA is: 0.878 | val costTime=174.47019720077515
Round 2 | ****EPOCH 16****
Step 00010700 L_out=0.016 Acc=0.81 ---30848.55 ms/batch
Step 00010750 L_out=0.030 Acc=0.88 ---84567.59 ms/batch
Step 00010800 L_out=0.038 Acc=0.82 ---139788.52 ms/batch
Step 00010850 L_out=0.064 Acc=0.72 ---193042.93 ms/batch
Step 00010900 L_out=0.044 Acc=0.89 ---245371.89 ms/batch
Step 00010950 L_out=0.047 Acc=0.87 ---299012.16 ms/batch
Step 00011000 L_out=0.015 Acc=0.91 ---353428.46 ms/batch
Step 00011050 L_out=0.053 Acc=0.88 ---407406.87 ms/batch
Step 00011100 L_out=0.007 Acc=0.80 ---461266.85 ms/batch
Step 00011150 L_out=0.063 Acc=0.87 ---514845.27 ms/batch
Step 00011200 L_out=0.031 Acc=0.87 ---569333.79 ms/batch
Step 00011250 L_out=0.025 Acc=0.90 ---623712.18 ms/batch
Step 00011300 L_out=0.039 Acc=0.85 ---677247.88 ms/batch
Round 2 | epoch=16, train costTime=719.5780386924744, | total_activation_sum=4441746
Round 2 | epoch=17, current m_iou=0.5818362135430223
Round 2 | Best m_IoU is: 0.589, OA is: 0.878 | val costTime=214.1831886768341
Round 2 | ****EPOCH 17****
Step 00011350 L_out=0.014 Acc=0.92 ---11322.18 ms/batch
Step 00011400 L_out=0.046 Acc=0.77 ---63676.82 ms/batch
Step 00011450 L_out=0.017 Acc=0.91 ---118447.21 ms/batch
Step 00011500 L_out=0.035 Acc=0.85 ---171643.47 ms/batch
Step 00011550 L_out=0.095 Acc=0.84 ---226046.44 ms/batch
Step 00011600 L_out=0.038 Acc=0.85 ---274569.82 ms/batch
Step 00011650 L_out=0.015 Acc=0.86 ---313363.92 ms/batch
Step 00011700 L_out=0.077 Acc=0.84 ---352145.23 ms/batch
Step 00011750 L_out=0.026 Acc=0.81 ---391284.63 ms/batch
Step 00011800 L_out=0.037 Acc=0.86 ---429805.22 ms/batch
Step 00011850 L_out=0.035 Acc=0.86 ---468025.21 ms/batch
Step 00011900 L_out=0.009 Acc=0.79 ---505997.67 ms/batch
Step 00011950 L_out=0.073 Acc=0.80 ---543542.02 ms/batch
Step 00012000 L_out=0.170 Acc=0.70 ---582437.97 ms/batch
Round 2 | epoch=17, train costTime=586.6268095970154, | total_activation_sum=4425621
Round 2 | epoch=18, current m_iou=0.6065439369797512
Round 2 | Best m_IoU is: 0.607, OA is: 0.887 | val costTime=196.27404379844666
Round 2 | ****EPOCH 18****
Step 00012050 L_out=0.032 Acc=0.88 ---44657.81 ms/batch
Step 00012100 L_out=0.024 Acc=0.77 ---98693.86 ms/batch
Step 00012150 L_out=0.011 Acc=0.75 ---149451.24 ms/batch
Step 00012200 L_out=0.036 Acc=0.86 ---203901.21 ms/batch
Step 00012250 L_out=0.029 Acc=0.87 ---258181.71 ms/batch
Step 00012300 L_out=0.019 Acc=0.85 ---309057.63 ms/batch
Step 00012350 L_out=0.026 Acc=0.91 ---355479.59 ms/batch
Step 00012400 L_out=0.026 Acc=0.90 ---392895.95 ms/batch
Step 00012450 L_out=0.060 Acc=0.88 ---429631.36 ms/batch
Step 00012500 L_out=0.035 Acc=0.85 ---466125.86 ms/batch
Step 00012550 L_out=0.037 Acc=0.85 ---503045.28 ms/batch
Step 00012600 L_out=0.043 Acc=0.81 ---539998.05 ms/batch
Step 00012650 L_out=0.031 Acc=0.81 ---576298.84 ms/batch
Round 2 | epoch=18, train costTime=593.505642414093, | total_activation_sum=4477664
Round 2 | epoch=19, current m_iou=0.5988292317779625
Round 2 | Best m_IoU is: 0.607, OA is: 0.887 | val costTime=177.63542318344116
Round 2 | ****EPOCH 19****
Step 00012700 L_out=0.119 Acc=0.82 ---19925.92 ms/batch
Step 00012750 L_out=0.028 Acc=0.89 ---57386.87 ms/batch
Step 00012800 L_out=0.043 Acc=0.83 ---95020.61 ms/batch
Step 00012850 L_out=0.020 Acc=0.92 ---132664.28 ms/batch
Step 00012900 L_out=0.052 Acc=0.83 ---169091.21 ms/batch
Step 00012950 L_out=0.015 Acc=0.86 ---206266.69 ms/batch
Step 00013000 L_out=0.042 Acc=0.82 ---244016.48 ms/batch
Step 00013050 L_out=0.026 Acc=0.91 ---281277.64 ms/batch
Step 00013100 L_out=0.005 Acc=0.90 ---317671.99 ms/batch
Step 00013150 L_out=0.016 Acc=0.85 ---354564.45 ms/batch
Step 00013200 L_out=0.006 Acc=0.78 ---390481.67 ms/batch
Step 00013250 L_out=0.044 Acc=0.82 ---426838.70 ms/batch
Step 00013300 L_out=0.078 Acc=0.90 ---463976.87 ms/batch
Round 2 | epoch=19, train costTime=493.50342202186584, | total_activation_sum=4458556
Round 2 | epoch=20, current m_iou=0.5824939918445531
Round 2 | Best m_IoU is: 0.607, OA is: 0.887 | val costTime=170.43699860572815
Round 2 | ****EPOCH 20****
Step 00013350 L_out=0.017 Acc=0.83 --- 7691.00 ms/batch
Step 00013400 L_out=0.015 Acc=0.84 ---44818.44 ms/batch
Step 00013450 L_out=0.031 Acc=0.84 ---80319.24 ms/batch
Step 00013500 L_out=0.042 Acc=0.85 ---117765.43 ms/batch
Step 00013550 L_out=0.042 Acc=0.81 ---155459.80 ms/batch
Step 00013600 L_out=0.027 Acc=0.83 ---192663.20 ms/batch
Step 00013650 L_out=0.022 Acc=0.78 ---229918.58 ms/batch
Step 00013700 L_out=0.014 Acc=0.81 ---268097.16 ms/batch
Step 00013750 L_out=0.032 Acc=0.77 ---304992.46 ms/batch
Step 00013800 L_out=0.058 Acc=0.86 ---343278.68 ms/batch
Step 00013850 L_out=0.007 Acc=0.90 ---380073.15 ms/batch
Step 00013900 L_out=0.014 Acc=0.79 ---417659.30 ms/batch
Step 00013950 L_out=0.033 Acc=0.85 ---454292.36 ms/batch
Step 00014000 L_out=0.006 Acc=0.89 ---491349.44 ms/batch
Round 2 | epoch=20, train costTime=496.62999629974365, | total_activation_sum=4497325
Round 2 | epoch=21, current m_iou=0.5928459894155133
Round 2 | Best m_IoU is: 0.607, OA is: 0.887 | val costTime=171.51086616516113
Round 2 | ****EPOCH 21****
Step 00014050 L_out=0.015 Acc=0.90 ---32152.56 ms/batch
Step 00014100 L_out=0.012 Acc=0.83 ---70078.62 ms/batch
Step 00014150 L_out=0.045 Acc=0.87 ---107915.27 ms/batch
Step 00014200 L_out=0.024 Acc=0.81 ---145218.00 ms/batch
Step 00014250 L_out=0.020 Acc=0.87 ---181408.43 ms/batch
Step 00014300 L_out=0.024 Acc=0.83 ---217447.50 ms/batch
Step 00014350 L_out=0.002 Acc=0.79 ---253951.74 ms/batch
Step 00014400 L_out=0.012 Acc=0.91 ---291665.51 ms/batch
Step 00014450 L_out=0.069 Acc=0.82 ---328729.53 ms/batch
Step 00014500 L_out=0.022 Acc=0.83 ---365340.26 ms/batch
Step 00014550 L_out=0.007 Acc=0.88 ---402818.95 ms/batch
Step 00014600 L_out=0.021 Acc=0.85 ---440573.92 ms/batch
Step 00014650 L_out=0.038 Acc=0.83 ---477966.66 ms/batch
Round 2 | epoch=21, train costTime=496.19329261779785, | total_activation_sum=4419037
Round 2 | epoch=22, current m_iou=0.587127051165742
Round 2 | Best m_IoU is: 0.607, OA is: 0.887 | val costTime=174.23217105865479
Round 2 | ****EPOCH 22****
Step 00014700 L_out=0.068 Acc=0.70 ---18740.01 ms/batch
Step 00014750 L_out=0.032 Acc=0.85 ---55801.77 ms/batch
Step 00014800 L_out=0.009 Acc=0.80 ---93355.02 ms/batch
Step 00014850 L_out=0.005 Acc=0.93 ---130953.48 ms/batch
Step 00014900 L_out=0.003 Acc=0.84 ---170310.39 ms/batch
Step 00014950 L_out=0.066 Acc=0.89 ---207512.84 ms/batch
Step 00015000 L_out=0.027 Acc=0.84 ---245332.89 ms/batch
Step 00015050 L_out=0.044 Acc=0.89 ---283441.25 ms/batch
Step 00015100 L_out=0.036 Acc=0.86 ---321395.36 ms/batch
Step 00015150 L_out=0.050 Acc=0.86 ---359459.92 ms/batch
Step 00015200 L_out=0.023 Acc=0.91 ---397244.79 ms/batch
Step 00015250 L_out=0.014 Acc=0.90 ---435532.35 ms/batch
Step 00015300 L_out=0.008 Acc=0.86 ---472876.65 ms/batch
Round 2 | epoch=22, train costTime=503.52123618125916, | total_activation_sum=4392986
Round 2 | epoch=23, current m_iou=0.5962156217827186
Round 2 | Best m_IoU is: 0.607, OA is: 0.887 | val costTime=173.8110499382019
Round 2 | ****EPOCH 23****
Step 00015350 L_out=0.006 Acc=0.89 --- 7527.69 ms/batch
Step 00015400 L_out=0.015 Acc=0.88 ---49042.36 ms/batch
Step 00015450 L_out=0.015 Acc=0.78 ---90482.09 ms/batch
Step 00015500 L_out=0.010 Acc=0.88 ---132058.36 ms/batch
Step 00015550 L_out=0.019 Acc=0.81 ---169385.81 ms/batch
Step 00015600 L_out=0.019 Acc=0.87 ---206853.09 ms/batch
Step 00015650 L_out=0.037 Acc=0.82 ---244484.87 ms/batch
Step 00015700 L_out=0.020 Acc=0.86 ---282276.16 ms/batch
Step 00015750 L_out=0.008 Acc=0.80 ---319509.33 ms/batch
Step 00015800 L_out=0.031 Acc=0.72 ---357248.81 ms/batch
Step 00015850 L_out=0.056 Acc=0.86 ---394874.81 ms/batch
Step 00015900 L_out=0.027 Acc=0.88 ---431059.97 ms/batch
Step 00015950 L_out=0.049 Acc=0.89 ---468537.29 ms/batch
Step 00016000 L_out=0.022 Acc=0.85 ---505990.67 ms/batch
Round 2 | epoch=23, train costTime=512.072199344635, | total_activation_sum=4493034
Round 2 | epoch=24, current m_iou=0.5827492647394967
Round 2 | Best m_IoU is: 0.607, OA is: 0.887 | val costTime=173.2064652442932
Round 2 | ****EPOCH 24****
Step 00016050 L_out=0.020 Acc=0.85 ---30445.55 ms/batch
Step 00016100 L_out=0.017 Acc=0.83 ---67782.04 ms/batch
Step 00016150 L_out=0.007 Acc=0.89 ---104765.46 ms/batch
Step 00016200 L_out=0.020 Acc=0.77 ---140501.85 ms/batch
Step 00016250 L_out=0.008 Acc=0.89 ---178010.04 ms/batch
Step 00016300 L_out=0.012 Acc=0.88 ---215551.97 ms/batch
Step 00016350 L_out=0.009 Acc=0.85 ---253526.95 ms/batch
Step 00016400 L_out=0.038 Acc=0.81 ---290843.01 ms/batch
Step 00016450 L_out=0.021 Acc=0.87 ---327844.10 ms/batch
Step 00016500 L_out=0.027 Acc=0.91 ---365056.22 ms/batch
Step 00016550 L_out=0.016 Acc=0.86 ---402353.80 ms/batch
Step 00016600 L_out=0.008 Acc=0.92 ---439745.22 ms/batch
Step 00016650 L_out=0.030 Acc=0.91 ---476625.37 ms/batch
Round 2 | epoch=24, train costTime=494.40762066841125, | total_activation_sum=4468905
Round 2 | epoch=25, current m_iou=0.587675974408377
Round 2 | Best m_IoU is: 0.607, OA is: 0.887 | val costTime=178.36232495307922
Round 2 | ****EPOCH 25****
Step 00016700 L_out=0.021 Acc=0.82 ---18947.06 ms/batch
Step 00016750 L_out=0.027 Acc=0.90 ---49144.78 ms/batch
Step 00016800 L_out=0.010 Acc=0.90 ---77605.49 ms/batch
Step 00016850 L_out=0.006 Acc=0.89 ---113506.08 ms/batch
Step 00016900 L_out=0.012 Acc=0.86 ---150026.66 ms/batch
Step 00016950 L_out=0.007 Acc=0.89 ---186383.51 ms/batch
Step 00017000 L_out=0.025 Acc=0.78 ---223841.95 ms/batch
Step 00017050 L_out=0.058 Acc=0.81 ---258175.77 ms/batch
Step 00017100 L_out=0.010 Acc=0.93 ---294853.27 ms/batch
Step 00017150 L_out=0.014 Acc=0.86 ---330215.86 ms/batch
Step 00017200 L_out=0.029 Acc=0.81 ---358441.49 ms/batch
Step 00017250 L_out=0.036 Acc=0.87 ---389686.88 ms/batch
Step 00017300 L_out=0.020 Acc=0.83 ---426685.84 ms/batch
Round 2 | epoch=25, train costTime=457.3125813007355, | total_activation_sum=4417422
Round 2 | epoch=26, current m_iou=0.5911576259312061
Round 2 | Best m_IoU is: 0.607, OA is: 0.887 | val costTime=162.78545999526978
Round 2 | ****EPOCH 26****
Step 00017350 L_out=0.034 Acc=0.85 --- 4498.30 ms/batch
Step 00017400 L_out=0.006 Acc=0.86 ---41361.12 ms/batch
Step 00017450 L_out=0.058 Acc=0.82 ---78411.92 ms/batch
Step 00017500 L_out=0.008 Acc=0.83 ---116372.50 ms/batch
Step 00017550 L_out=0.027 Acc=0.89 ---154115.27 ms/batch
Step 00017600 L_out=0.022 Acc=0.89 ---193000.31 ms/batch
Step 00017650 L_out=0.150 Acc=0.81 ---229929.96 ms/batch
Step 00017700 L_out=0.006 Acc=0.88 ---281143.83 ms/batch
Step 00017750 L_out=0.021 Acc=0.84 ---335318.75 ms/batch
Step 00017800 L_out=0.035 Acc=0.88 ---390020.97 ms/batch
Step 00017850 L_out=0.015 Acc=0.89 ---444129.30 ms/batch
Step 00017900 L_out=0.016 Acc=0.82 ---484302.40 ms/batch
Step 00017950 L_out=0.021 Acc=0.85 ---514269.09 ms/batch
Step 00018000 L_out=0.026 Acc=0.87 ---542585.84 ms/batch
Round 2 | epoch=26, train costTime=547.5517268180847, | total_activation_sum=4551632
Round 2 | epoch=27, current m_iou=0.594629433286995
Round 2 | Best m_IoU is: 0.607, OA is: 0.887 | val costTime=143.21666812896729
Round 2 | ****EPOCH 27****
Step 00018050 L_out=0.013 Acc=0.90 ---26833.62 ms/batch
Step 00018100 L_out=0.004 Acc=0.88 ---63470.88 ms/batch
Step 00018150 L_out=0.013 Acc=0.93 ---101720.82 ms/batch
Step 00018200 L_out=0.017 Acc=0.86 ---140623.76 ms/batch
Step 00018250 L_out=0.023 Acc=0.91 ---176547.80 ms/batch
Step 00018300 L_out=0.013 Acc=0.90 ---209089.21 ms/batch
Step 00018350 L_out=0.012 Acc=0.84 ---242393.70 ms/batch
Step 00018400 L_out=0.015 Acc=0.91 ---274926.13 ms/batch
Step 00018450 L_out=0.020 Acc=0.87 ---308344.92 ms/batch
Step 00018500 L_out=0.042 Acc=0.80 ---341106.56 ms/batch
Step 00018550 L_out=0.088 Acc=0.78 ---374292.14 ms/batch
Step 00018600 L_out=0.049 Acc=0.95 ---407599.31 ms/batch
Step 00018650 L_out=0.020 Acc=0.89 ---441322.53 ms/batch
Round 2 | epoch=27, train costTime=458.89417266845703, | total_activation_sum=4382289
Round 2 | epoch=28, current m_iou=0.6005861247124555
Round 2 | Best m_IoU is: 0.607, OA is: 0.887 | val costTime=174.12036657333374
Round 2 | ****EPOCH 28****
Step 00018700 L_out=0.008 Acc=0.91 ---15733.05 ms/batch
Step 00018750 L_out=0.027 Acc=0.83 ---48490.74 ms/batch
Step 00018800 L_out=0.018 Acc=0.78 ---80957.96 ms/batch
Step 00018850 L_out=0.024 Acc=0.87 ---112997.06 ms/batch
Step 00018900 L_out=0.027 Acc=0.90 ---146539.99 ms/batch
Step 00018950 L_out=0.019 Acc=0.89 ---180141.81 ms/batch
Step 00019000 L_out=0.036 Acc=0.85 ---213558.35 ms/batch
Step 00019050 L_out=0.010 Acc=0.86 ---252427.87 ms/batch
Step 00019100 L_out=0.005 Acc=0.91 ---286538.52 ms/batch
Step 00019150 L_out=0.015 Acc=0.90 ---318944.56 ms/batch
Step 00019200 L_out=0.081 Acc=0.90 ---348817.45 ms/batch
Step 00019250 L_out=0.003 Acc=0.90 ---383065.75 ms/batch
Step 00019300 L_out=0.022 Acc=0.92 ---419613.10 ms/batch
Round 2 | epoch=28, train costTime=451.60828590393066, | total_activation_sum=4506676
Round 2 | epoch=29, current m_iou=0.6052016781828009
Round 2 | Best m_IoU is: 0.607, OA is: 0.887 | val costTime=165.28192973136902
Round 2 | ****EPOCH 29****
Step 00019350 L_out=0.005 Acc=0.86 --- 5351.69 ms/batch
Step 00019400 L_out=0.010 Acc=0.76 ---42189.42 ms/batch
Step 00019450 L_out=0.026 Acc=0.90 ---79949.00 ms/batch
Step 00019500 L_out=0.010 Acc=0.84 ---115735.95 ms/batch
Step 00019550 L_out=0.006 Acc=0.88 ---152277.63 ms/batch
Step 00019600 L_out=0.009 Acc=0.92 ---190002.17 ms/batch
Step 00019650 L_out=0.017 Acc=0.89 ---226710.78 ms/batch
Step 00019700 L_out=0.029 Acc=0.88 ---263201.46 ms/batch
Step 00019750 L_out=0.038 Acc=0.91 ---299283.82 ms/batch
Step 00019800 L_out=0.010 Acc=0.84 ---335424.86 ms/batch
Step 00019850 L_out=0.025 Acc=0.91 ---372753.27 ms/batch
Step 00019900 L_out=0.010 Acc=0.87 ---409700.14 ms/batch
Step 00019950 L_out=0.007 Acc=0.92 ---445726.81 ms/batch
Step 00020000 L_out=0.029 Acc=0.90 ---482710.86 ms/batch
Round 2 | epoch=29, train costTime=490.14926314353943, | total_activation_sum=4446147
Round 2 | epoch=30, current m_iou=0.6060434224185448
Round 2 | Best m_IoU is: 0.607, OA is: 0.887 | val costTime=169.03005123138428
Round 2 | ****EPOCH 30****
Round 3 | ****EPOCH 0****
Step 00020050 L_out=0.431 Acc=0.30 ---28504.60 ms/batch
Step 00020100 L_out=0.326 Acc=0.57 ---62065.24 ms/batch
Step 00020150 L_out=0.041 Acc=0.79 ---95665.66 ms/batch
Step 00020200 L_out=0.137 Acc=0.89 ---128821.39 ms/batch
Step 00020250 L_out=0.519 Acc=0.50 ---163827.88 ms/batch
Step 00020300 L_out=0.169 Acc=0.71 ---197883.25 ms/batch
Step 00020350 L_out=0.060 Acc=0.84 ---231350.28 ms/batch
Step 00020400 L_out=0.120 Acc=0.68 ---265990.18 ms/batch
Step 00020450 L_out=0.440 Acc=0.57 ---299763.69 ms/batch
Step 00020500 L_out=0.079 Acc=0.70 ---332181.97 ms/batch
Step 00020550 L_out=0.184 Acc=0.62 ---365448.27 ms/batch
Step 00020600 L_out=0.435 Acc=0.75 ---398278.58 ms/batch
Step 00020650 L_out=0.531 Acc=0.82 ---431657.83 ms/batch
Round 3 | epoch=0, train costTime=450.13962721824646, | total_activation_sum=7519238
Round 3 | epoch=1, current m_iou=0.45268288616848895
Round 3 | Best m_IoU is: 0.453, OA is: 0.789 | val costTime=162.0002715587616
Round 3 | ****EPOCH 1****
Step 00020700 L_out=0.377 Acc=0.78 ---15458.14 ms/batch
Step 00020750 L_out=0.161 Acc=0.71 ---48502.94 ms/batch
Step 00020800 L_out=0.736 Acc=0.73 ---81485.23 ms/batch
Step 00020850 L_out=0.301 Acc=0.88 ---115687.11 ms/batch
Step 00020900 L_out=0.111 Acc=0.86 ---149519.76 ms/batch
Step 00020950 L_out=0.098 Acc=0.81 ---182733.55 ms/batch
Step 00021000 L_out=0.107 Acc=0.77 ---215155.71 ms/batch
Step 00021050 L_out=0.093 Acc=0.85 ---249117.86 ms/batch
Step 00021100 L_out=0.197 Acc=0.75 ---282078.22 ms/batch
Step 00021150 L_out=0.289 Acc=0.70 ---316296.11 ms/batch
Step 00021200 L_out=0.150 Acc=0.78 ---349626.70 ms/batch
Step 00021250 L_out=0.395 Acc=0.69 ---383986.04 ms/batch
Step 00021300 L_out=0.079 Acc=0.75 ---419233.37 ms/batch
Round 3 | epoch=1, train costTime=448.7509660720825, | total_activation_sum=7020557
Round 3 | epoch=2, current m_iou=0.5382105990256008
Round 3 | Best m_IoU is: 0.538, OA is: 0.864 | val costTime=164.36091566085815
Round 3 | ****EPOCH 2****
Step 00021350 L_out=0.187 Acc=0.80 --- 4124.19 ms/batch
Step 00021400 L_out=0.333 Acc=0.77 ---37739.51 ms/batch
Step 00021450 L_out=0.147 Acc=0.73 ---71339.08 ms/batch
Step 00021500 L_out=0.181 Acc=0.86 ---104478.51 ms/batch
Step 00021550 L_out=0.124 Acc=0.76 ---138852.34 ms/batch
Step 00021600 L_out=0.035 Acc=0.91 ---172232.01 ms/batch
Step 00021650 L_out=0.051 Acc=0.85 ---205919.34 ms/batch
Step 00021700 L_out=0.026 Acc=0.88 ---239857.87 ms/batch
Step 00021750 L_out=0.344 Acc=0.68 ---273148.30 ms/batch
Step 00021800 L_out=0.170 Acc=0.79 ---307684.58 ms/batch
Step 00021850 L_out=0.045 Acc=0.73 ---341879.75 ms/batch
Step 00021900 L_out=0.342 Acc=0.68 ---375368.59 ms/batch
Step 00021950 L_out=0.057 Acc=0.83 ---409229.80 ms/batch
Step 00022000 L_out=0.061 Acc=0.85 ---442564.19 ms/batch
Round 3 | epoch=2, train costTime=450.13188791275024, | total_activation_sum=6991250
Round 3 | epoch=3, current m_iou=0.5052170012746948
Round 3 | Best m_IoU is: 0.538, OA is: 0.864 | val costTime=161.8728792667389
Round 3 | ****EPOCH 3****
Step 00022050 L_out=0.028 Acc=0.85 ---25924.59 ms/batch
Step 00022100 L_out=0.157 Acc=0.84 ---60975.11 ms/batch
Step 00022150 L_out=0.043 Acc=0.81 ---94172.34 ms/batch
Step 00022200 L_out=0.059 Acc=0.82 ---127055.19 ms/batch
Step 00022250 L_out=0.048 Acc=0.88 ---159700.45 ms/batch
Step 00022300 L_out=0.215 Acc=0.79 ---193085.98 ms/batch
Step 00022350 L_out=0.174 Acc=0.81 ---226752.42 ms/batch
Step 00022400 L_out=0.081 Acc=0.87 ---260565.38 ms/batch
Step 00022450 L_out=0.199 Acc=0.77 ---293076.43 ms/batch
Step 00022500 L_out=0.109 Acc=0.78 ---327337.30 ms/batch
Step 00022550 L_out=0.148 Acc=0.84 ---362219.54 ms/batch
Step 00022600 L_out=0.091 Acc=0.86 ---395183.80 ms/batch
Step 00022650 L_out=0.089 Acc=0.89 ---428256.24 ms/batch
Round 3 | epoch=3, train costTime=449.8433482646942, | total_activation_sum=7026543
Round 3 | epoch=4, current m_iou=0.569245445745995
Round 3 | Best m_IoU is: 0.569, OA is: 0.885 | val costTime=172.37957549095154
Round 3 | ****EPOCH 4****
Step 00022700 L_out=0.023 Acc=0.79 ---15090.29 ms/batch
Step 00022750 L_out=0.040 Acc=0.89 ---48194.98 ms/batch
Step 00022800 L_out=0.187 Acc=0.84 ---81230.22 ms/batch
Step 00022850 L_out=0.081 Acc=0.85 ---114467.77 ms/batch
Step 00022900 L_out=0.013 Acc=0.93 ---147285.12 ms/batch
Step 00022950 L_out=0.146 Acc=0.84 ---181700.26 ms/batch
Step 00023000 L_out=0.062 Acc=0.82 ---214698.42 ms/batch
Step 00023050 L_out=0.080 Acc=0.81 ---246603.32 ms/batch
Step 00023100 L_out=0.106 Acc=0.89 ---280034.03 ms/batch
Step 00023150 L_out=0.084 Acc=0.85 ---314077.03 ms/batch
Step 00023200 L_out=0.040 Acc=0.86 ---348547.10 ms/batch
Step 00023250 L_out=0.118 Acc=0.81 ---381782.92 ms/batch
Step 00023300 L_out=0.067 Acc=0.82 ---415096.85 ms/batch
Round 3 | epoch=4, train costTime=445.1355061531067, | total_activation_sum=7024829
Round 3 | epoch=5, current m_iou=0.5620740654956189
Round 3 | Best m_IoU is: 0.569, OA is: 0.885 | val costTime=161.53354382514954
Round 3 | ****EPOCH 5****
Step 00023350 L_out=0.047 Acc=0.82 --- 3105.39 ms/batch
Step 00023400 L_out=0.125 Acc=0.87 ---37475.84 ms/batch
Step 00023450 L_out=0.044 Acc=0.85 ---71214.47 ms/batch
Step 00023500 L_out=0.033 Acc=0.84 ---103770.52 ms/batch
Step 00023550 L_out=0.125 Acc=0.62 ---137724.40 ms/batch
Step 00023600 L_out=0.047 Acc=0.95 ---170710.40 ms/batch
Step 00023650 L_out=0.176 Acc=0.87 ---204398.52 ms/batch
Step 00023700 L_out=0.087 Acc=0.91 ---237301.15 ms/batch
Step 00023750 L_out=0.096 Acc=0.88 ---271049.30 ms/batch
Step 00023800 L_out=0.099 Acc=0.90 ---304554.76 ms/batch
Step 00023850 L_out=0.157 Acc=0.86 ---337070.40 ms/batch
Step 00023900 L_out=0.152 Acc=0.82 ---370470.67 ms/batch
Step 00023950 L_out=0.104 Acc=0.86 ---402562.42 ms/batch
Step 00024000 L_out=0.115 Acc=0.90 ---435718.46 ms/batch
Round 3 | epoch=5, train costTime=444.0990355014801, | total_activation_sum=7067025
Round 3 | epoch=6, current m_iou=0.5984353698146323
Round 3 | Best m_IoU is: 0.598, OA is: 0.893 | val costTime=161.34877681732178
Round 3 | ****EPOCH 6****
Step 00024050 L_out=0.076 Acc=0.82 ---25026.16 ms/batch
Step 00024100 L_out=0.030 Acc=0.91 ---58402.31 ms/batch
Step 00024150 L_out=0.060 Acc=0.91 ---92282.33 ms/batch
Step 00024200 L_out=0.043 Acc=0.83 ---126810.70 ms/batch
Step 00024250 L_out=0.017 Acc=0.92 ---160423.36 ms/batch
Step 00024300 L_out=0.065 Acc=0.85 ---193204.56 ms/batch
Step 00024350 L_out=0.086 Acc=0.91 ---226785.40 ms/batch
Step 00024400 L_out=0.052 Acc=0.76 ---259471.99 ms/batch
Step 00024450 L_out=0.017 Acc=0.87 ---293781.95 ms/batch
Step 00024500 L_out=0.136 Acc=0.81 ---326961.48 ms/batch
Step 00024550 L_out=0.089 Acc=0.76 ---360764.26 ms/batch
Step 00024600 L_out=0.037 Acc=0.81 ---394280.15 ms/batch
Step 00024650 L_out=0.063 Acc=0.87 ---427734.03 ms/batch
Round 3 | epoch=6, train costTime=445.9821493625641, | total_activation_sum=7064820
Round 3 | epoch=7, current m_iou=0.6064783673541946
Round 3 | Best m_IoU is: 0.606, OA is: 0.894 | val costTime=164.47750043869019
Round 3 | ****EPOCH 7****
Step 00024700 L_out=0.069 Acc=0.84 ---14174.81 ms/batch
Step 00024750 L_out=0.037 Acc=0.87 ---47634.97 ms/batch
Step 00024800 L_out=0.111 Acc=0.85 ---80754.81 ms/batch
Step 00024850 L_out=0.099 Acc=0.86 ---115292.73 ms/batch
Step 00024900 L_out=0.178 Acc=0.90 ---148777.79 ms/batch
Step 00024950 L_out=0.088 Acc=0.86 ---183145.70 ms/batch
Step 00025000 L_out=0.080 Acc=0.89 ---214919.33 ms/batch
Step 00025050 L_out=0.097 Acc=0.69 ---249291.45 ms/batch
Step 00025100 L_out=0.039 Acc=0.89 ---282255.16 ms/batch
Step 00025150 L_out=0.099 Acc=0.81 ---317572.14 ms/batch
Step 00025200 L_out=0.012 Acc=0.85 ---352175.29 ms/batch
Step 00025250 L_out=0.029 Acc=0.89 ---386420.45 ms/batch
Step 00025300 L_out=0.163 Acc=0.81 ---419930.59 ms/batch
Round 3 | epoch=7, train costTime=450.8640823364258, | total_activation_sum=7072263
Round 3 | epoch=8, current m_iou=0.6314563787058298
Round 3 | Best m_IoU is: 0.631, OA is: 0.901 | val costTime=167.3889238834381
Round 3 | ****EPOCH 8****
Step 00025350 L_out=0.053 Acc=0.91 --- 3732.32 ms/batch
Step 00025400 L_out=0.091 Acc=0.86 ---42560.19 ms/batch
Step 00025450 L_out=0.108 Acc=0.87 ---80235.37 ms/batch
Step 00025500 L_out=0.040 Acc=0.81 ---115597.09 ms/batch
Step 00025550 L_out=0.022 Acc=0.94 ---150207.79 ms/batch
Step 00025600 L_out=0.133 Acc=0.80 ---183516.48 ms/batch
Step 00025650 L_out=0.022 Acc=0.83 ---218297.09 ms/batch
Step 00025700 L_out=0.059 Acc=0.86 ---251856.72 ms/batch
Step 00025750 L_out=0.038 Acc=0.86 ---288191.85 ms/batch
Step 00025800 L_out=0.049 Acc=0.82 ---323503.28 ms/batch
Step 00025850 L_out=0.310 Acc=0.84 ---356662.41 ms/batch
Step 00025900 L_out=0.019 Acc=0.90 ---389669.20 ms/batch
Step 00025950 L_out=0.019 Acc=0.84 ---423711.37 ms/batch
Step 00026000 L_out=0.152 Acc=0.90 ---456578.72 ms/batch
Round 3 | epoch=8, train costTime=465.69242787361145, | total_activation_sum=6991311
Round 3 | epoch=9, current m_iou=0.607834818305995
Round 3 | Best m_IoU is: 0.631, OA is: 0.901 | val costTime=160.9441192150116
Round 3 | ****EPOCH 9****
Step 00026050 L_out=0.081 Acc=0.91 ---25492.63 ms/batch
Step 00026100 L_out=0.060 Acc=0.83 ---59313.79 ms/batch
Step 00026150 L_out=0.057 Acc=0.88 ---93624.48 ms/batch
Step 00026200 L_out=0.189 Acc=0.86 ---128242.09 ms/batch
Step 00026250 L_out=0.312 Acc=0.80 ---161709.72 ms/batch
Step 00026300 L_out=0.029 Acc=0.88 ---194435.79 ms/batch
Step 00026350 L_out=0.368 Acc=0.79 ---228818.95 ms/batch
Step 00026400 L_out=0.059 Acc=0.85 ---262899.94 ms/batch
Step 00026450 L_out=0.085 Acc=0.92 ---296783.33 ms/batch
Step 00026500 L_out=0.071 Acc=0.83 ---329023.17 ms/batch
Step 00026550 L_out=0.013 Acc=0.86 ---362616.81 ms/batch
Step 00026600 L_out=0.157 Acc=0.87 ---395744.26 ms/batch
Step 00026650 L_out=0.073 Acc=0.90 ---429469.87 ms/batch
Round 3 | epoch=9, train costTime=449.54059743881226, | total_activation_sum=7017262
Round 3 | epoch=10, current m_iou=0.6116057462352004
Round 3 | Best m_IoU is: 0.631, OA is: 0.901 | val costTime=157.86001658439636
Round 3 | ****EPOCH 10****
Step 00026700 L_out=0.116 Acc=0.86 ---12610.95 ms/batch
Step 00026750 L_out=0.040 Acc=0.88 ---45703.67 ms/batch
Step 00026800 L_out=0.031 Acc=0.91 ---78114.36 ms/batch
Step 00026850 L_out=0.031 Acc=0.91 ---110587.90 ms/batch
Step 00026900 L_out=0.046 Acc=0.80 ---143629.30 ms/batch
Step 00026950 L_out=0.028 Acc=0.90 ---176457.38 ms/batch
Step 00027000 L_out=0.021 Acc=0.85 ---210200.51 ms/batch
Step 00027050 L_out=0.124 Acc=0.82 ---243823.68 ms/batch
Step 00027100 L_out=0.077 Acc=0.90 ---275761.16 ms/batch
Step 00027150 L_out=0.058 Acc=0.90 ---308912.64 ms/batch
Step 00027200 L_out=0.052 Acc=0.80 ---342412.56 ms/batch
Step 00027250 L_out=0.086 Acc=0.87 ---375765.98 ms/batch
Step 00027300 L_out=0.035 Acc=0.87 ---409304.57 ms/batch
Round 3 | epoch=10, train costTime=439.7723228931427, | total_activation_sum=7001111
Round 3 | epoch=11, current m_iou=0.5864852575932364
Round 3 | Best m_IoU is: 0.631, OA is: 0.901 | val costTime=158.56386065483093
Round 3 | ****EPOCH 11****
Step 00027350 L_out=0.019 Acc=0.89 --- 1868.08 ms/batch
Step 00027400 L_out=0.057 Acc=0.84 ---36766.40 ms/batch
Step 00027450 L_out=0.036 Acc=0.90 ---70077.21 ms/batch
Step 00027500 L_out=0.102 Acc=0.88 ---104686.22 ms/batch
Step 00027550 L_out=0.029 Acc=0.85 ---137878.29 ms/batch
Step 00027600 L_out=0.064 Acc=0.89 ---172351.85 ms/batch
Step 00027650 L_out=0.015 Acc=0.91 ---204983.68 ms/batch
Step 00027700 L_out=0.034 Acc=0.91 ---237259.11 ms/batch
Step 00027750 L_out=0.036 Acc=0.84 ---270510.59 ms/batch
Step 00027800 L_out=0.098 Acc=0.85 ---303085.95 ms/batch
Step 00027850 L_out=0.021 Acc=0.88 ---337144.58 ms/batch
Step 00027900 L_out=0.006 Acc=0.88 ---370343.07 ms/batch
Step 00027950 L_out=0.089 Acc=0.90 ---403393.93 ms/batch
Step 00028000 L_out=0.105 Acc=0.85 ---435849.74 ms/batch
Round 3 | epoch=11, train costTime=445.42055916786194, | total_activation_sum=7107748
Round 3 | epoch=12, current m_iou=0.5983162364120642
Round 3 | Best m_IoU is: 0.631, OA is: 0.901 | val costTime=158.18517398834229
Round 3 | ****EPOCH 12****
Step 00028050 L_out=0.050 Acc=0.88 ---24404.72 ms/batch
Step 00028100 L_out=0.081 Acc=0.88 ---59089.09 ms/batch
Step 00028150 L_out=0.052 Acc=0.85 ---97315.81 ms/batch
Step 00028200 L_out=0.082 Acc=0.90 ---135592.23 ms/batch
Step 00028250 L_out=0.017 Acc=0.90 ---174383.25 ms/batch
Step 00028300 L_out=0.042 Acc=0.89 ---208271.34 ms/batch
Step 00028350 L_out=0.075 Acc=0.90 ---241962.81 ms/batch
Step 00028400 L_out=0.040 Acc=0.86 ---274966.58 ms/batch
Step 00028450 L_out=0.055 Acc=0.83 ---308696.36 ms/batch
Step 00028500 L_out=0.046 Acc=0.89 ---342397.35 ms/batch
Step 00028550 L_out=0.015 Acc=0.89 ---375169.69 ms/batch
Step 00028600 L_out=0.072 Acc=0.94 ---408542.34 ms/batch
Step 00028650 L_out=0.028 Acc=0.92 ---441188.91 ms/batch
Round 3 | epoch=12, train costTime=461.69440841674805, | total_activation_sum=6994677
Round 3 | epoch=13, current m_iou=0.6243282595611663
Round 3 | Best m_IoU is: 0.631, OA is: 0.901 | val costTime=159.05763149261475
Round 3 | ****EPOCH 13****
Step 00028700 L_out=0.058 Acc=0.87 ---12614.33 ms/batch
Step 00028750 L_out=0.189 Acc=0.88 ---46241.71 ms/batch
Step 00028800 L_out=0.047 Acc=0.86 ---78421.54 ms/batch
Step 00028850 L_out=0.048 Acc=0.84 ---110893.62 ms/batch
Step 00028900 L_out=0.064 Acc=0.89 ---144859.49 ms/batch
Step 00028950 L_out=0.043 Acc=0.90 ---177926.18 ms/batch
Step 00029000 L_out=0.209 Acc=0.92 ---210826.10 ms/batch
Step 00029050 L_out=0.063 Acc=0.89 ---244174.26 ms/batch
Step 00029100 L_out=0.068 Acc=0.77 ---276599.66 ms/batch
Step 00029150 L_out=0.167 Acc=0.84 ---309011.13 ms/batch
Step 00029200 L_out=0.052 Acc=0.90 ---342140.48 ms/batch
Step 00029250 L_out=0.051 Acc=0.91 ---375651.48 ms/batch
Step 00029300 L_out=0.052 Acc=0.92 ---408757.83 ms/batch
Round 3 | epoch=13, train costTime=440.3532745838165, | total_activation_sum=7095627
Round 3 | epoch=14, current m_iou=0.6183370811676248
Round 3 | Best m_IoU is: 0.631, OA is: 0.901 | val costTime=158.54131388664246
Round 3 | ****EPOCH 14****
Step 00029350 L_out=0.041 Acc=0.84 --- 1505.88 ms/batch
Step 00029400 L_out=0.097 Acc=0.93 ---35298.94 ms/batch
Step 00029450 L_out=0.049 Acc=0.79 ---69880.42 ms/batch
Step 00029500 L_out=0.102 Acc=0.91 ---103148.03 ms/batch
Step 00029550 L_out=0.024 Acc=0.79 ---137671.69 ms/batch
Step 00029600 L_out=0.024 Acc=0.87 ---171465.03 ms/batch
Step 00029650 L_out=0.086 Acc=0.78 ---204246.72 ms/batch
Step 00029700 L_out=0.088 Acc=0.88 ---236914.25 ms/batch
Step 00029750 L_out=0.096 Acc=0.90 ---270681.75 ms/batch
Step 00029800 L_out=0.016 Acc=0.89 ---304383.28 ms/batch
Step 00029850 L_out=0.081 Acc=0.89 ---337060.41 ms/batch
Step 00029900 L_out=0.100 Acc=0.86 ---370785.59 ms/batch
Step 00029950 L_out=0.045 Acc=0.85 ---404230.57 ms/batch
Step 00030000 L_out=0.054 Acc=0.88 ---436979.09 ms/batch
Round 3 | epoch=14, train costTime=447.21283626556396, | total_activation_sum=7014127
Round 3 | epoch=15, current m_iou=0.611630466324045
Round 3 | Best m_IoU is: 0.631, OA is: 0.901 | val costTime=159.31424522399902
Round 3 | ****EPOCH 15****
Step 00030050 L_out=0.037 Acc=0.89 ---22864.34 ms/batch
Step 00030100 L_out=0.064 Acc=0.88 ---55209.55 ms/batch
Step 00030150 L_out=0.029 Acc=0.88 ---87499.67 ms/batch
Step 00030200 L_out=0.020 Acc=0.90 ---120340.53 ms/batch
Step 00030250 L_out=0.098 Acc=0.89 ---153148.50 ms/batch
Step 00030300 L_out=0.022 Acc=0.88 ---186493.58 ms/batch
Step 00030350 L_out=0.047 Acc=0.87 ---220113.54 ms/batch
Step 00030400 L_out=0.110 Acc=0.86 ---252227.10 ms/batch
Step 00030450 L_out=0.022 Acc=0.91 ---284644.90 ms/batch
Step 00030500 L_out=0.055 Acc=0.83 ---318354.34 ms/batch
Step 00030550 L_out=0.068 Acc=0.91 ---351615.02 ms/batch
Step 00030600 L_out=0.020 Acc=0.90 ---384647.10 ms/batch
Step 00030650 L_out=0.024 Acc=0.93 ---418097.88 ms/batch
Round 3 | epoch=15, train costTime=439.5804362297058, | total_activation_sum=7042287
Round 3 | epoch=16, current m_iou=0.6049001193185719
Round 3 | Best m_IoU is: 0.631, OA is: 0.901 | val costTime=158.03174328804016
Round 3 | ****EPOCH 16****
Step 00030700 L_out=0.005 Acc=0.91 ---12353.43 ms/batch
Step 00030750 L_out=0.134 Acc=0.85 ---45604.15 ms/batch
Step 00030800 L_out=0.019 Acc=0.93 ---80425.75 ms/batch
Step 00030850 L_out=0.017 Acc=0.87 ---114901.15 ms/batch
Step 00030900 L_out=0.044 Acc=0.89 ---147975.47 ms/batch
Step 00030950 L_out=0.043 Acc=0.84 ---181706.41 ms/batch
Step 00031000 L_out=0.039 Acc=0.91 ---219156.89 ms/batch
Step 00031050 L_out=0.008 Acc=0.91 ---258838.53 ms/batch
Step 00031100 L_out=0.039 Acc=0.95 ---296336.54 ms/batch
Step 00031150 L_out=0.031 Acc=0.92 ---333148.94 ms/batch
Step 00031200 L_out=0.050 Acc=0.88 ---365777.29 ms/batch
Step 00031250 L_out=0.025 Acc=0.87 ---399162.39 ms/batch
Step 00031300 L_out=0.007 Acc=0.95 ---434218.44 ms/batch
Round 3 | epoch=16, train costTime=467.10432529449463, | total_activation_sum=7106480
Round 3 | epoch=17, current m_iou=0.6212262341324133
Round 3 | Best m_IoU is: 0.631, OA is: 0.901 | val costTime=162.6975872516632
Round 3 | ****EPOCH 17****
Step 00031350 L_out=0.036 Acc=0.91 ---  597.22 ms/batch
Step 00031400 L_out=0.028 Acc=0.93 ---37574.50 ms/batch
Step 00031450 L_out=0.067 Acc=0.93 ---71419.09 ms/batch
Step 00031500 L_out=0.017 Acc=0.94 ---106044.18 ms/batch
Step 00031550 L_out=0.043 Acc=0.87 ---140586.28 ms/batch
Step 00031600 L_out=0.054 Acc=0.90 ---175342.41 ms/batch
Step 00031650 L_out=0.042 Acc=0.92 ---210084.48 ms/batch
Step 00031700 L_out=0.018 Acc=0.89 ---243566.49 ms/batch
Step 00031750 L_out=0.031 Acc=0.89 ---279388.60 ms/batch
Step 00031800 L_out=0.152 Acc=0.87 ---313697.97 ms/batch
Step 00031850 L_out=0.033 Acc=0.85 ---347091.69 ms/batch
Step 00031900 L_out=0.043 Acc=0.91 ---380858.49 ms/batch
Step 00031950 L_out=0.038 Acc=0.86 ---415141.45 ms/batch
Step 00032000 L_out=0.033 Acc=0.93 ---450513.80 ms/batch
Round 3 | epoch=17, train costTime=461.73700428009033, | total_activation_sum=6955443
Round 3 | epoch=18, current m_iou=0.6252609284776638
Round 3 | Best m_IoU is: 0.631, OA is: 0.901 | val costTime=163.9132125377655
Round 3 | ****EPOCH 18****
Step 00032050 L_out=0.036 Acc=0.84 ---23248.23 ms/batch
Step 00032100 L_out=0.018 Acc=0.90 ---57776.86 ms/batch
Step 00032150 L_out=0.044 Acc=0.92 ---92457.30 ms/batch
Step 00032200 L_out=0.043 Acc=0.94 ---127850.63 ms/batch
Step 00032250 L_out=0.014 Acc=0.95 ---162269.38 ms/batch
Step 00032300 L_out=0.014 Acc=0.90 ---196474.90 ms/batch
Step 00032350 L_out=0.044 Acc=0.86 ---230659.52 ms/batch
Step 00032400 L_out=0.023 Acc=0.91 ---262667.52 ms/batch
Step 00032450 L_out=0.066 Acc=0.90 ---295213.93 ms/batch
Step 00032500 L_out=0.015 Acc=0.92 ---327992.86 ms/batch
Step 00032550 L_out=0.103 Acc=0.90 ---362137.60 ms/batch
Step 00032600 L_out=0.035 Acc=0.94 ---395254.05 ms/batch
Step 00032650 L_out=0.024 Acc=0.91 ---429199.90 ms/batch
Round 3 | epoch=18, train costTime=453.0328598022461, | total_activation_sum=7040235
Round 3 | epoch=19, current m_iou=0.6201325199839485
Round 3 | Best m_IoU is: 0.631, OA is: 0.901 | val costTime=156.4344596862793
Round 3 | ****EPOCH 19****
Step 00032700 L_out=0.081 Acc=0.84 ---10917.63 ms/batch
Step 00032750 L_out=0.025 Acc=0.90 ---44403.87 ms/batch
Step 00032800 L_out=0.043 Acc=0.92 ---77491.11 ms/batch
Step 00032850 L_out=0.031 Acc=0.92 ---111805.26 ms/batch
Step 00032900 L_out=0.221 Acc=0.89 ---144509.63 ms/batch
Step 00032950 L_out=0.018 Acc=0.92 ---178127.55 ms/batch
Step 00033000 L_out=0.032 Acc=0.90 ---211160.13 ms/batch
Step 00033050 L_out=0.017 Acc=0.86 ---245775.23 ms/batch
Step 00033100 L_out=0.023 Acc=0.91 ---279099.41 ms/batch
Step 00033150 L_out=0.028 Acc=0.93 ---312872.63 ms/batch
Step 00033200 L_out=0.004 Acc=0.84 ---347251.29 ms/batch
Step 00033250 L_out=0.029 Acc=0.89 ---379960.99 ms/batch
Step 00033300 L_out=0.023 Acc=0.93 ---413465.00 ms/batch
Step 00033350 L_out=0.026 Acc=0.92 ---446218.03 ms/batch
Round 3 | epoch=19, train costTime=446.2180984020233, | total_activation_sum=7052269
Round 3 | epoch=20, current m_iou=0.6152695994060737
Round 3 | Best m_IoU is: 0.631, OA is: 0.901 | val costTime=157.68386387825012
Round 3 | ****EPOCH 20****
Step 00033400 L_out=0.123 Acc=0.84 ---33693.17 ms/batch
Step 00033450 L_out=0.030 Acc=0.96 ---67097.14 ms/batch
Step 00033500 L_out=0.093 Acc=0.94 ---100728.18 ms/batch
Step 00033550 L_out=0.067 Acc=0.90 ---133648.56 ms/batch
Step 00033600 L_out=0.020 Acc=0.92 ---167741.80 ms/batch
Step 00033650 L_out=0.003 Acc=0.95 ---201786.42 ms/batch
Step 00033700 L_out=0.039 Acc=0.91 ---234946.58 ms/batch
Step 00033750 L_out=0.010 Acc=0.91 ---267814.73 ms/batch
Step 00033800 L_out=0.037 Acc=0.88 ---304604.15 ms/batch
Step 00033850 L_out=0.053 Acc=0.84 ---343850.16 ms/batch
Step 00033900 L_out=0.094 Acc=0.85 ---383435.36 ms/batch
Step 00033950 L_out=0.058 Acc=0.91 ---419399.51 ms/batch
Step 00034000 L_out=0.034 Acc=0.90 ---451880.87 ms/batch
Round 3 | epoch=20, train costTime=462.9921090602875, | total_activation_sum=6984381
Round 3 | epoch=21, current m_iou=0.6232419892551614
Round 3 | Best m_IoU is: 0.631, OA is: 0.901 | val costTime=159.20816278457642
Round 3 | ****EPOCH 21****
Step 00034050 L_out=0.016 Acc=0.92 ---21020.29 ms/batch
Step 00034100 L_out=0.009 Acc=0.94 ---53325.58 ms/batch
Step 00034150 L_out=0.085 Acc=0.89 ---86519.16 ms/batch
Step 00034200 L_out=0.038 Acc=0.91 ---120175.41 ms/batch
Step 00034250 L_out=0.032 Acc=0.83 ---153325.39 ms/batch
Step 00034300 L_out=0.047 Acc=0.91 ---185909.95 ms/batch
Step 00034350 L_out=0.020 Acc=0.90 ---219367.43 ms/batch
Step 00034400 L_out=0.019 Acc=0.93 ---253158.32 ms/batch
Step 00034450 L_out=0.017 Acc=0.94 ---285738.58 ms/batch
Step 00034500 L_out=0.037 Acc=0.90 ---317573.30 ms/batch
Step 00034550 L_out=0.024 Acc=0.88 ---350391.07 ms/batch
Step 00034600 L_out=0.010 Acc=0.91 ---383379.74 ms/batch
Step 00034650 L_out=0.042 Acc=0.89 ---414538.58 ms/batch
Round 3 | epoch=21, train costTime=436.222464799881, | total_activation_sum=7058979
Round 3 | epoch=22, current m_iou=0.6240121346350116
Round 3 | Best m_IoU is: 0.631, OA is: 0.901 | val costTime=165.8966417312622
Round 3 | ****EPOCH 22****
Step 00034700 L_out=0.021 Acc=0.90 ---10688.82 ms/batch
Step 00034750 L_out=0.134 Acc=0.91 ---44014.67 ms/batch
Step 00034800 L_out=0.057 Acc=0.89 ---77498.15 ms/batch
Step 00034850 L_out=0.124 Acc=0.85 ---109988.55 ms/batch
Step 00034900 L_out=0.020 Acc=0.91 ---142397.27 ms/batch
Step 00034950 L_out=0.065 Acc=0.88 ---176375.07 ms/batch
Step 00035000 L_out=0.085 Acc=0.91 ---208507.50 ms/batch
Step 00035050 L_out=0.042 Acc=0.90 ---241428.22 ms/batch
Step 00035100 L_out=0.029 Acc=0.88 ---274628.45 ms/batch
Step 00035150 L_out=0.040 Acc=0.81 ---307323.60 ms/batch
Step 00035200 L_out=0.057 Acc=0.94 ---339887.99 ms/batch
Step 00035250 L_out=0.050 Acc=0.88 ---373855.41 ms/batch
Step 00035300 L_out=0.064 Acc=0.86 ---406785.09 ms/batch
Step 00035350 L_out=0.058 Acc=0.88 ---439356.04 ms/batch
Round 3 | epoch=22, train costTime=439.9467487335205, | total_activation_sum=7059377
Round 3 | epoch=23, current m_iou=0.6226847867009858
Round 3 | Best m_IoU is: 0.631, OA is: 0.901 | val costTime=159.08346152305603
Round 3 | ****EPOCH 23****
Step 00035400 L_out=0.057 Acc=0.89 ---31343.36 ms/batch
Step 00035450 L_out=0.011 Acc=0.81 ---64150.78 ms/batch
Step 00035500 L_out=0.027 Acc=0.82 ---96479.18 ms/batch
Step 00035550 L_out=0.170 Acc=0.86 ---129177.49 ms/batch
Step 00035600 L_out=0.006 Acc=0.93 ---162647.53 ms/batch
Step 00035650 L_out=0.019 Acc=0.93 ---194726.34 ms/batch
Step 00035700 L_out=0.021 Acc=0.94 ---227832.35 ms/batch
Step 00035750 L_out=0.014 Acc=0.91 ---260576.70 ms/batch
Step 00035800 L_out=0.012 Acc=0.94 ---293952.87 ms/batch
Step 00035850 L_out=0.020 Acc=0.91 ---327314.10 ms/batch
Step 00035900 L_out=0.024 Acc=0.93 ---360102.43 ms/batch
Step 00035950 L_out=0.042 Acc=0.91 ---393448.70 ms/batch
Step 00036000 L_out=0.002 Acc=0.91 ---426910.37 ms/batch
Round 3 | epoch=23, train costTime=439.3563549518585, | total_activation_sum=6973409
Round 3 | epoch=24, current m_iou=0.6156868464046851
Round 3 | Best m_IoU is: 0.631, OA is: 0.901 | val costTime=159.28423857688904
Round 3 | ****EPOCH 24****
Step 00036050 L_out=0.024 Acc=0.87 ---21194.47 ms/batch
Step 00036100 L_out=0.011 Acc=0.93 ---53878.68 ms/batch
Step 00036150 L_out=0.010 Acc=0.88 ---87691.76 ms/batch
Step 00036200 L_out=0.033 Acc=0.90 ---120770.51 ms/batch
Step 00036250 L_out=0.028 Acc=0.85 ---154634.48 ms/batch
Step 00036300 L_out=0.021 Acc=0.89 ---187889.22 ms/batch
Step 00036350 L_out=0.035 Acc=0.90 ---221469.09 ms/batch
Step 00036400 L_out=0.025 Acc=0.92 ---254668.40 ms/batch
Step 00036450 L_out=0.074 Acc=0.94 ---287992.66 ms/batch
Step 00036500 L_out=0.119 Acc=0.85 ---321010.44 ms/batch
Step 00036550 L_out=0.023 Acc=0.93 ---353749.86 ms/batch
Step 00036600 L_out=0.029 Acc=0.90 ---387672.20 ms/batch
Step 00036650 L_out=0.023 Acc=0.91 ---426690.78 ms/batch
Round 3 | epoch=24, train costTime=453.4161682128906, | total_activation_sum=7088809
Round 3 | epoch=25, current m_iou=0.5947303447100929
Round 3 | Best m_IoU is: 0.631, OA is: 0.901 | val costTime=167.77027893066406
Round 3 | ****EPOCH 25****
Step 00036700 L_out=0.110 Acc=0.83 ---10068.21 ms/batch
Step 00036750 L_out=0.018 Acc=0.92 ---42744.58 ms/batch
Step 00036800 L_out=0.068 Acc=0.84 ---74593.77 ms/batch
Step 00036850 L_out=0.051 Acc=0.88 ---107887.11 ms/batch
Step 00036900 L_out=0.036 Acc=0.79 ---141879.60 ms/batch
Step 00036950 L_out=0.014 Acc=0.90 ---174082.74 ms/batch
Step 00037000 L_out=0.047 Acc=0.92 ---207190.25 ms/batch
Step 00037050 L_out=0.018 Acc=0.88 ---239955.09 ms/batch
Step 00037100 L_out=0.022 Acc=0.91 ---274097.55 ms/batch
Step 00037150 L_out=0.013 Acc=0.89 ---308005.48 ms/batch
Step 00037200 L_out=0.082 Acc=0.90 ---340695.39 ms/batch
Step 00037250 L_out=0.035 Acc=0.90 ---373392.68 ms/batch
Step 00037300 L_out=0.019 Acc=0.93 ---406629.80 ms/batch
Step 00037350 L_out=0.014 Acc=0.93 ---440833.89 ms/batch
Round 3 | epoch=25, train costTime=442.1390206813812, | total_activation_sum=7041748
Round 3 | epoch=26, current m_iou=0.5902392939629917
Round 3 | Best m_IoU is: 0.631, OA is: 0.901 | val costTime=159.3507182598114
Round 3 | ****EPOCH 26****
Step 00037400 L_out=0.039 Acc=0.94 ---34235.30 ms/batch
Step 00037450 L_out=0.019 Acc=0.89 ---68356.88 ms/batch
Step 00037500 L_out=0.021 Acc=0.90 ---101385.15 ms/batch
Step 00037550 L_out=0.029 Acc=0.90 ---135139.84 ms/batch
Step 00037600 L_out=0.014 Acc=0.88 ---169703.56 ms/batch
Step 00037650 L_out=0.036 Acc=0.87 ---205964.48 ms/batch
Step 00037700 L_out=0.049 Acc=0.91 ---239463.24 ms/batch
Step 00037750 L_out=0.021 Acc=0.89 ---273008.67 ms/batch
Step 00037800 L_out=0.077 Acc=0.81 ---305983.47 ms/batch
Step 00037850 L_out=0.009 Acc=0.91 ---339863.84 ms/batch
Step 00037900 L_out=0.079 Acc=0.83 ---374020.60 ms/batch
Step 00037950 L_out=0.024 Acc=0.93 ---407890.75 ms/batch
Step 00038000 L_out=0.084 Acc=0.80 ---442847.32 ms/batch
Round 3 | epoch=26, train costTime=455.5779163837433, | total_activation_sum=7030628
Round 3 | epoch=27, current m_iou=0.5853656628572401
Round 3 | Best m_IoU is: 0.631, OA is: 0.901 | val costTime=160.36085677146912
Round 3 | ****EPOCH 27****
Step 00038050 L_out=0.031 Acc=0.95 ---21891.81 ms/batch
Step 00038100 L_out=0.026 Acc=0.93 ---55608.83 ms/batch
Step 00038150 L_out=0.026 Acc=0.94 ---89488.10 ms/batch
Step 00038200 L_out=0.090 Acc=0.90 ---123858.99 ms/batch
Step 00038250 L_out=0.020 Acc=0.93 ---157394.08 ms/batch
Step 00038300 L_out=0.027 Acc=0.92 ---191475.38 ms/batch
Step 00038350 L_out=0.008 Acc=0.94 ---226029.01 ms/batch
Step 00038400 L_out=0.014 Acc=0.89 ---260563.57 ms/batch
Step 00038450 L_out=0.020 Acc=0.91 ---295771.11 ms/batch
Step 00038500 L_out=0.027 Acc=0.94 ---330466.37 ms/batch
Step 00038550 L_out=0.019 Acc=0.88 ---365778.74 ms/batch
Step 00038600 L_out=0.044 Acc=0.87 ---399276.92 ms/batch
Step 00038650 L_out=0.023 Acc=0.93 ---432070.48 ms/batch
Round 3 | epoch=27, train costTime=456.221670627594, | total_activation_sum=6997713
Round 3 | epoch=28, current m_iou=0.6001784995100554
Round 3 | Best m_IoU is: 0.631, OA is: 0.901 | val costTime=156.92643284797668
Round 3 | ****EPOCH 28****
Step 00038700 L_out=0.041 Acc=0.88 --- 9726.67 ms/batch
Step 00038750 L_out=0.017 Acc=0.88 ---43045.50 ms/batch
Step 00038800 L_out=0.082 Acc=0.94 ---76306.81 ms/batch
Step 00038850 L_out=0.009 Acc=0.95 ---110520.69 ms/batch
Step 00038900 L_out=0.005 Acc=0.96 ---143693.94 ms/batch
Step 00038950 L_out=0.019 Acc=0.88 ---176580.62 ms/batch
Step 00039000 L_out=0.015 Acc=0.91 ---209548.75 ms/batch
Step 00039050 L_out=0.061 Acc=0.90 ---242681.79 ms/batch
Step 00039100 L_out=0.068 Acc=0.93 ---276262.24 ms/batch
Step 00039150 L_out=0.023 Acc=0.85 ---309621.86 ms/batch
Step 00039200 L_out=0.030 Acc=0.94 ---342266.28 ms/batch
Step 00039250 L_out=0.105 Acc=0.88 ---375073.26 ms/batch
Step 00039300 L_out=0.046 Acc=0.80 ---409068.71 ms/batch
Step 00039350 L_out=0.106 Acc=0.86 ---441675.79 ms/batch
Round 3 | epoch=28, train costTime=443.76638531684875, | total_activation_sum=7152899
Round 3 | epoch=29, current m_iou=0.6060687586528797
Round 3 | Best m_IoU is: 0.631, OA is: 0.901 | val costTime=172.0873920917511
Round 3 | ****EPOCH 29****
Step 00039400 L_out=0.014 Acc=0.92 ---32869.27 ms/batch
Step 00039450 L_out=0.020 Acc=0.94 ---68675.31 ms/batch
Step 00039500 L_out=0.021 Acc=0.92 ---104504.79 ms/batch
Step 00039550 L_out=0.017 Acc=0.93 ---140799.06 ms/batch
Step 00039600 L_out=0.025 Acc=0.92 ---176693.73 ms/batch
Step 00039650 L_out=0.045 Acc=0.86 ---211674.44 ms/batch
Step 00039700 L_out=0.020 Acc=0.93 ---246385.27 ms/batch
Step 00039750 L_out=0.012 Acc=0.96 ---281248.19 ms/batch
Step 00039800 L_out=0.015 Acc=0.93 ---317548.15 ms/batch
Step 00039850 L_out=0.010 Acc=0.94 ---352448.26 ms/batch
Step 00039900 L_out=0.071 Acc=0.90 ---386881.71 ms/batch
Step 00039950 L_out=0.040 Acc=0.83 ---420495.02 ms/batch
Step 00040000 L_out=0.053 Acc=0.90 ---456171.65 ms/batch
Round 3 | epoch=29, train costTime=470.59670209884644, | total_activation_sum=7014653
Round 3 | epoch=30, current m_iou=0.6132011632649677
Round 3 | Best m_IoU is: 0.631, OA is: 0.901 | val costTime=169.38494610786438
Round 3 | ****EPOCH 30****
Round 4 | ****EPOCH 0****
Step 00040050 L_out=0.408 Acc=0.76 ---22287.47 ms/batch
Step 00040100 L_out=0.202 Acc=0.78 ---57864.13 ms/batch
Step 00040150 L_out=0.410 Acc=0.67 ---92966.26 ms/batch
Step 00040200 L_out=0.161 Acc=0.81 ---128652.27 ms/batch
Step 00040250 L_out=0.058 Acc=0.88 ---163990.13 ms/batch
Step 00040300 L_out=0.279 Acc=0.83 ---199648.56 ms/batch
Step 00040350 L_out=0.104 Acc=0.91 ---234699.64 ms/batch
Step 00040400 L_out=0.138 Acc=0.79 ---269747.16 ms/batch
Step 00040450 L_out=0.032 Acc=0.76 ---305823.61 ms/batch
Step 00040500 L_out=0.170 Acc=0.83 ---341270.13 ms/batch
Step 00040550 L_out=0.169 Acc=0.78 ---377037.83 ms/batch
Step 00040600 L_out=0.189 Acc=0.85 ---412978.26 ms/batch
Step 00040650 L_out=0.094 Acc=0.81 ---447366.33 ms/batch
Round 4 | epoch=0, train costTime=474.6885941028595, | total_activation_sum=9935563
Round 4 | epoch=1, current m_iou=0.6026719160989202
Round 4 | Best m_IoU is: 0.603, OA is: 0.894 | val costTime=170.12030935287476
Round 4 | ****EPOCH 1****
Step 00040700 L_out=0.412 Acc=0.78 --- 9833.63 ms/batch
Step 00040750 L_out=0.167 Acc=0.85 ---44914.42 ms/batch
Step 00040800 L_out=0.060 Acc=0.77 ---81709.14 ms/batch
Step 00040850 L_out=0.117 Acc=0.85 ---118335.64 ms/batch
Step 00040900 L_out=0.070 Acc=0.86 ---154574.14 ms/batch
Step 00040950 L_out=0.269 Acc=0.79 ---189498.78 ms/batch
Step 00041000 L_out=0.090 Acc=0.85 ---225877.06 ms/batch
Step 00041050 L_out=0.265 Acc=0.69 ---260192.36 ms/batch
Step 00041100 L_out=0.045 Acc=0.84 ---294865.77 ms/batch
Step 00041150 L_out=0.155 Acc=0.83 ---330424.70 ms/batch
Step 00041200 L_out=0.035 Acc=0.89 ---365383.84 ms/batch
Step 00041250 L_out=0.213 Acc=0.82 ---401371.07 ms/batch
Step 00041300 L_out=0.139 Acc=0.77 ---436882.39 ms/batch
Step 00041350 L_out=0.123 Acc=0.88 ---472834.62 ms/batch
Round 4 | epoch=1, train costTime=476.1140558719635, | total_activation_sum=9451668
Round 4 | epoch=2, current m_iou=0.6147822643859946
Round 4 | Best m_IoU is: 0.615, OA is: 0.898 | val costTime=174.0283670425415
Round 4 | ****EPOCH 2****
Step 00041400 L_out=0.093 Acc=0.87 ---33512.15 ms/batch
Step 00041450 L_out=0.222 Acc=0.85 ---69011.04 ms/batch
Step 00041500 L_out=0.103 Acc=0.84 ---104514.04 ms/batch
Step 00041550 L_out=0.171 Acc=0.91 ---140037.74 ms/batch
Step 00041600 L_out=0.051 Acc=0.93 ---176200.47 ms/batch
Step 00041650 L_out=0.068 Acc=0.94 ---211701.43 ms/batch
Step 00041700 L_out=0.172 Acc=0.82 ---247919.60 ms/batch
Step 00041750 L_out=0.130 Acc=0.85 ---284616.70 ms/batch
Step 00041800 L_out=0.114 Acc=0.89 ---320452.75 ms/batch
Step 00041850 L_out=0.100 Acc=0.93 ---356339.52 ms/batch
Step 00041900 L_out=0.295 Acc=0.81 ---392338.84 ms/batch
Step 00041950 L_out=0.066 Acc=0.84 ---428877.69 ms/batch
Step 00042000 L_out=0.104 Acc=0.84 ---465169.06 ms/batch
Round 4 | epoch=2, train costTime=480.03398036956787, | total_activation_sum=9422570
Round 4 | epoch=3, current m_iou=0.6233805267267544
Round 4 | Best m_IoU is: 0.623, OA is: 0.895 | val costTime=168.94235801696777
Round 4 | ****EPOCH 3****
Step 00042050 L_out=0.151 Acc=0.85 ---19731.17 ms/batch
Step 00042100 L_out=0.104 Acc=0.91 ---54964.43 ms/batch
Step 00042150 L_out=0.091 Acc=0.90 ---89741.76 ms/batch
Step 00042200 L_out=0.079 Acc=0.92 ---126050.39 ms/batch
Step 00042250 L_out=0.054 Acc=0.91 ---160760.93 ms/batch
Step 00042300 L_out=0.126 Acc=0.87 ---196217.57 ms/batch
Step 00042350 L_out=2.063 Acc=0.79 ---231133.13 ms/batch
Step 00042400 L_out=0.191 Acc=0.56 ---267041.25 ms/batch
Step 00042450 L_out=0.252 Acc=0.65 ---301889.28 ms/batch
Step 00042500 L_out=0.259 Acc=0.65 ---335543.66 ms/batch
Step 00042550 L_out=0.166 Acc=0.85 ---370256.96 ms/batch
Step 00042600 L_out=0.075 Acc=0.88 ---406275.11 ms/batch
Step 00042650 L_out=0.160 Acc=0.89 ---441533.91 ms/batch
Round 4 | epoch=3, train costTime=469.067745923996, | total_activation_sum=9482262
Round 4 | epoch=4, current m_iou=0.6484466694426632
Round 4 | Best m_IoU is: 0.648, OA is: 0.912 | val costTime=172.72237157821655
Round 4 | ****EPOCH 4****
Step 00042700 L_out=0.164 Acc=0.84 --- 8730.83 ms/batch
Step 00042750 L_out=0.080 Acc=0.90 ---43886.05 ms/batch
Step 00042800 L_out=0.144 Acc=0.80 ---79598.18 ms/batch
Step 00042850 L_out=0.127 Acc=0.72 ---114218.50 ms/batch
Step 00042900 L_out=0.135 Acc=0.84 ---149167.72 ms/batch
Step 00042950 L_out=0.103 Acc=0.84 ---183675.34 ms/batch
Step 00043000 L_out=0.461 Acc=0.74 ---218982.74 ms/batch
Step 00043050 L_out=0.087 Acc=0.73 ---254428.65 ms/batch
Step 00043100 L_out=0.259 Acc=0.82 ---289270.52 ms/batch
Step 00043150 L_out=0.046 Acc=0.91 ---325982.96 ms/batch
Step 00043200 L_out=0.264 Acc=0.72 ---361505.99 ms/batch
Step 00043250 L_out=0.060 Acc=0.93 ---395750.37 ms/batch
Step 00043300 L_out=0.113 Acc=0.86 ---432069.68 ms/batch
Step 00043350 L_out=0.028 Acc=0.88 ---467736.87 ms/batch
Round 4 | epoch=4, train costTime=471.4995377063751, | total_activation_sum=9527877
Round 4 | epoch=5, current m_iou=0.6124286387368378
Round 4 | Best m_IoU is: 0.648, OA is: 0.912 | val costTime=169.96752548217773
Round 4 | ****EPOCH 5****
Step 00043400 L_out=0.047 Acc=0.93 ---31350.97 ms/batch
Step 00043450 L_out=0.094 Acc=0.94 ---66445.99 ms/batch
Step 00043500 L_out=0.051 Acc=0.91 ---100941.78 ms/batch
Step 00043550 L_out=0.070 Acc=0.85 ---136314.30 ms/batch
Step 00043600 L_out=0.040 Acc=0.94 ---170844.15 ms/batch
Step 00043650 L_out=0.076 Acc=0.92 ---205732.22 ms/batch
Step 00043700 L_out=0.091 Acc=0.87 ---240286.65 ms/batch
Step 00043750 L_out=0.077 Acc=0.88 ---275777.47 ms/batch
Step 00043800 L_out=0.195 Acc=0.87 ---311039.83 ms/batch
Step 00043850 L_out=0.060 Acc=0.87 ---345918.05 ms/batch
Step 00043900 L_out=0.108 Acc=0.92 ---380943.76 ms/batch
Step 00043950 L_out=0.082 Acc=0.87 ---416322.48 ms/batch
Step 00044000 L_out=0.208 Acc=0.86 ---450454.24 ms/batch
Round 4 | epoch=5, train costTime=465.061993598938, | total_activation_sum=9432539
Round 4 | epoch=6, current m_iou=0.6277615198262699
Round 4 | Best m_IoU is: 0.648, OA is: 0.912 | val costTime=152.7190067768097
Round 4 | ****EPOCH 6****
Step 00044050 L_out=0.017 Acc=0.93 ---16293.06 ms/batch
Step 00044100 L_out=0.096 Acc=0.93 ---45376.34 ms/batch
Step 00044150 L_out=0.060 Acc=0.90 ---74604.50 ms/batch
Step 00044200 L_out=0.083 Acc=0.84 ---103553.28 ms/batch
Step 00044250 L_out=0.072 Acc=0.90 ---132584.75 ms/batch
Step 00044300 L_out=0.053 Acc=0.90 ---161829.20 ms/batch
Step 00044350 L_out=0.057 Acc=0.89 ---191011.24 ms/batch
Step 00044400 L_out=0.094 Acc=0.86 ---219916.82 ms/batch
Step 00044450 L_out=0.162 Acc=0.82 ---248895.69 ms/batch
Step 00044500 L_out=0.047 Acc=0.92 ---278127.91 ms/batch
Step 00044550 L_out=0.052 Acc=0.90 ---306834.71 ms/batch
Step 00044600 L_out=0.145 Acc=0.88 ---335684.01 ms/batch
Step 00044650 L_out=0.134 Acc=0.94 ---364807.68 ms/batch
Round 4 | epoch=6, train costTime=387.26268911361694, | total_activation_sum=9503674
Round 4 | epoch=7, current m_iou=0.6350317476859995
Round 4 | Best m_IoU is: 0.648, OA is: 0.912 | val costTime=148.4854874610901
Round 4 | ****EPOCH 7****
Step 00044700 L_out=0.117 Acc=0.79 --- 6639.35 ms/batch
Step 00044750 L_out=0.082 Acc=0.93 ---35438.81 ms/batch
Step 00044800 L_out=0.102 Acc=0.80 ---64679.67 ms/batch
Step 00044850 L_out=0.103 Acc=0.87 ---93769.03 ms/batch
Step 00044900 L_out=0.065 Acc=0.91 ---122891.92 ms/batch
Step 00044950 L_out=0.049 Acc=0.95 ---151911.09 ms/batch
Step 00045000 L_out=0.057 Acc=0.94 ---181352.47 ms/batch
Step 00045050 L_out=0.038 Acc=0.92 ---210314.32 ms/batch
Step 00045100 L_out=0.067 Acc=0.91 ---239259.28 ms/batch
Step 00045150 L_out=0.020 Acc=0.91 ---268214.48 ms/batch
Step 00045200 L_out=0.047 Acc=0.85 ---297454.88 ms/batch
Step 00045250 L_out=0.078 Acc=0.92 ---326947.93 ms/batch
Step 00045300 L_out=0.135 Acc=0.88 ---355779.59 ms/batch
Step 00045350 L_out=0.056 Acc=0.92 ---384665.13 ms/batch
Round 4 | epoch=7, train costTime=388.0880038738251, | total_activation_sum=9506761
Round 4 | epoch=8, current m_iou=0.6452313544320314
Round 4 | Best m_IoU is: 0.648, OA is: 0.912 | val costTime=151.53167009353638
Round 4 | ****EPOCH 8****
Step 00045400 L_out=0.032 Acc=0.85 ---25827.95 ms/batch
Step 00045450 L_out=0.070 Acc=0.92 ---54565.25 ms/batch
Step 00045500 L_out=0.122 Acc=0.92 ---83669.97 ms/batch
Step 00045550 L_out=0.165 Acc=0.87 ---112817.24 ms/batch
Step 00045600 L_out=0.110 Acc=0.90 ---142180.60 ms/batch
Step 00045650 L_out=0.062 Acc=0.91 ---171467.99 ms/batch
Step 00045700 L_out=0.057 Acc=0.78 ---200232.63 ms/batch
Step 00045750 L_out=0.197 Acc=0.76 ---229480.94 ms/batch
Step 00045800 L_out=0.076 Acc=0.97 ---259533.63 ms/batch
Step 00045850 L_out=0.051 Acc=0.89 ---289149.37 ms/batch
Step 00045900 L_out=0.117 Acc=0.91 ---318460.53 ms/batch
Step 00045950 L_out=0.040 Acc=0.90 ---348065.43 ms/batch
Step 00046000 L_out=0.111 Acc=0.84 ---377301.17 ms/batch
Round 4 | epoch=8, train costTime=390.6218602657318, | total_activation_sum=9486362
Round 4 | epoch=9, current m_iou=0.6479825210669264
Round 4 | Best m_IoU is: 0.648, OA is: 0.912 | val costTime=145.23888611793518
Round 4 | ****EPOCH 9****
Step 00046050 L_out=0.141 Acc=0.91 ---16052.67 ms/batch
Step 00046100 L_out=0.086 Acc=0.82 ---44923.21 ms/batch
Step 00046150 L_out=0.062 Acc=0.92 ---74010.99 ms/batch
Step 00046200 L_out=0.052 Acc=0.89 ---103616.93 ms/batch
Step 00046250 L_out=0.079 Acc=0.92 ---132795.17 ms/batch
Step 00046300 L_out=0.025 Acc=0.92 ---162072.53 ms/batch
Step 00046350 L_out=0.110 Acc=0.90 ---191420.36 ms/batch
Step 00046400 L_out=0.037 Acc=0.94 ---220244.77 ms/batch
Step 00046450 L_out=0.050 Acc=0.92 ---249407.76 ms/batch
Step 00046500 L_out=0.028 Acc=0.88 ---278280.41 ms/batch
Step 00046550 L_out=0.035 Acc=0.91 ---307217.24 ms/batch
Step 00046600 L_out=0.140 Acc=0.90 ---336193.74 ms/batch
Step 00046650 L_out=0.057 Acc=0.88 ---365149.82 ms/batch
Round 4 | epoch=9, train costTime=388.2348234653473, | total_activation_sum=9484964
Round 4 | epoch=10, current m_iou=0.6543280333332298
Round 4 | Best m_IoU is: 0.654, OA is: 0.908 | val costTime=147.71954035758972
Round 4 | ****EPOCH 10****
Step 00046700 L_out=0.223 Acc=0.61 --- 5875.48 ms/batch
Step 00046750 L_out=0.025 Acc=0.92 ---35001.54 ms/batch
Step 00046800 L_out=0.104 Acc=0.86 ---64043.48 ms/batch
Step 00046850 L_out=0.054 Acc=0.92 ---93093.27 ms/batch
Step 00046900 L_out=0.074 Acc=0.91 ---122110.09 ms/batch
Step 00046950 L_out=0.057 Acc=0.84 ---150864.66 ms/batch
Step 00047000 L_out=0.050 Acc=0.93 ---180116.41 ms/batch
Step 00047050 L_out=0.078 Acc=0.86 ---209008.99 ms/batch
Step 00047100 L_out=0.150 Acc=0.90 ---238009.13 ms/batch
Step 00047150 L_out=0.048 Acc=0.91 ---267242.23 ms/batch
Step 00047200 L_out=0.133 Acc=0.93 ---296446.48 ms/batch
Step 00047250 L_out=0.050 Acc=0.91 ---325226.11 ms/batch
Step 00047300 L_out=0.034 Acc=0.94 ---354208.46 ms/batch
Step 00047350 L_out=0.015 Acc=0.88 ---383000.69 ms/batch
Round 4 | epoch=10, train costTime=387.1057767868042, | total_activation_sum=9444760
Round 4 | epoch=11, current m_iou=0.6524315689461773
Round 4 | Best m_IoU is: 0.654, OA is: 0.908 | val costTime=148.77600383758545
Round 4 | ****EPOCH 11****
Step 00047400 L_out=0.079 Acc=0.83 ---24910.42 ms/batch
Step 00047450 L_out=0.030 Acc=0.91 ---53752.51 ms/batch
Step 00047500 L_out=0.196 Acc=0.79 ---82664.48 ms/batch
Step 00047550 L_out=0.067 Acc=0.95 ---111904.73 ms/batch
Step 00047600 L_out=0.034 Acc=0.72 ---141465.50 ms/batch
Step 00047650 L_out=0.060 Acc=0.90 ---170911.48 ms/batch
Step 00047700 L_out=0.102 Acc=0.92 ---200041.67 ms/batch
Step 00047750 L_out=0.109 Acc=0.88 ---229266.08 ms/batch
Step 00047800 L_out=0.083 Acc=0.85 ---258153.19 ms/batch
Step 00047850 L_out=0.033 Acc=0.90 ---287311.98 ms/batch
Step 00047900 L_out=0.040 Acc=0.85 ---316283.51 ms/batch
Step 00047950 L_out=0.041 Acc=0.87 ---345258.82 ms/batch
Step 00048000 L_out=0.009 Acc=0.96 ---373961.46 ms/batch
Round 4 | epoch=11, train costTime=387.7199754714966, | total_activation_sum=9461720
Round 4 | epoch=12, current m_iou=0.6599199873630106
Round 4 | Best m_IoU is: 0.660, OA is: 0.916 | val costTime=153.47680258750916
Round 4 | ****EPOCH 12****
Step 00048050 L_out=0.033 Acc=0.95 ---15083.60 ms/batch
Step 00048100 L_out=0.031 Acc=0.92 ---44289.64 ms/batch
Step 00048150 L_out=0.115 Acc=0.91 ---73392.15 ms/batch
Step 00048200 L_out=0.028 Acc=0.95 ---102403.20 ms/batch
Step 00048250 L_out=0.215 Acc=0.88 ---131379.29 ms/batch
Step 00048300 L_out=0.041 Acc=0.92 ---160245.91 ms/batch
Step 00048350 L_out=0.075 Acc=0.84 ---188956.81 ms/batch
Step 00048400 L_out=0.034 Acc=0.92 ---217992.22 ms/batch
Step 00048450 L_out=0.049 Acc=0.91 ---247086.17 ms/batch
Step 00048500 L_out=0.045 Acc=0.93 ---276358.74 ms/batch
Step 00048550 L_out=0.029 Acc=0.92 ---305062.37 ms/batch
Step 00048600 L_out=0.015 Acc=0.91 ---334271.75 ms/batch
Step 00048650 L_out=0.028 Acc=0.93 ---363386.75 ms/batch
Round 4 | epoch=12, train costTime=386.7233991622925, | total_activation_sum=9459862
Round 4 | epoch=13, current m_iou=0.6549450934673785
Round 4 | Best m_IoU is: 0.660, OA is: 0.916 | val costTime=151.62312698364258
Round 4 | ****EPOCH 13****
Step 00048700 L_out=0.093 Acc=0.89 --- 5199.13 ms/batch
Step 00048750 L_out=0.163 Acc=0.89 ---34120.38 ms/batch
Step 00048800 L_out=0.047 Acc=0.90 ---63033.47 ms/batch
Step 00048850 L_out=0.040 Acc=0.90 ---92158.03 ms/batch
Step 00048900 L_out=0.249 Acc=0.78 ---121180.50 ms/batch
Step 00048950 L_out=0.030 Acc=0.91 ---149922.37 ms/batch
Step 00049000 L_out=0.060 Acc=0.90 ---179155.93 ms/batch
Step 00049050 L_out=0.009 Acc=0.97 ---208395.31 ms/batch
Step 00049100 L_out=0.064 Acc=0.87 ---237203.62 ms/batch
Step 00049150 L_out=0.061 Acc=0.82 ---266220.42 ms/batch
Step 00049200 L_out=0.052 Acc=0.86 ---294743.44 ms/batch
Step 00049250 L_out=0.047 Acc=0.86 ---325036.58 ms/batch
Step 00049300 L_out=0.048 Acc=0.94 ---353968.50 ms/batch
Step 00049350 L_out=0.019 Acc=0.93 ---383376.68 ms/batch
Round 4 | epoch=13, train costTime=388.1972506046295, | total_activation_sum=9518643
Round 4 | epoch=14, current m_iou=0.6530315859555825
Round 4 | Best m_IoU is: 0.660, OA is: 0.916 | val costTime=148.73488640785217
Round 4 | ****EPOCH 14****
Step 00049400 L_out=0.039 Acc=0.88 ---24428.41 ms/batch
Step 00049450 L_out=0.127 Acc=0.88 ---53858.77 ms/batch
Step 00049500 L_out=0.030 Acc=0.90 ---83926.63 ms/batch
Step 00049550 L_out=0.087 Acc=0.88 ---114013.12 ms/batch
Step 00049600 L_out=0.050 Acc=0.91 ---143310.41 ms/batch
Step 00049650 L_out=0.020 Acc=0.93 ---172853.21 ms/batch
Step 00049700 L_out=0.049 Acc=0.91 ---202344.38 ms/batch
Step 00049750 L_out=0.033 Acc=0.90 ---231723.65 ms/batch
Step 00049800 L_out=0.017 Acc=0.92 ---261050.57 ms/batch
Step 00049850 L_out=0.023 Acc=0.92 ---289767.52 ms/batch
Step 00049900 L_out=0.029 Acc=0.87 ---318797.11 ms/batch
Step 00049950 L_out=0.060 Acc=0.91 ---347379.30 ms/batch
Step 00050000 L_out=0.024 Acc=0.96 ---376542.03 ms/batch
Round 4 | epoch=14, train costTime=390.8214406967163, | total_activation_sum=9453443
Round 4 | epoch=15, current m_iou=0.6456546043946718
Round 4 | Best m_IoU is: 0.660, OA is: 0.916 | val costTime=148.37914514541626
Round 4 | ****EPOCH 15****
Step 00050050 L_out=0.042 Acc=0.89 ---14595.92 ms/batch
Step 00050100 L_out=0.041 Acc=0.89 ---43609.11 ms/batch
Step 00050150 L_out=0.074 Acc=0.89 ---72744.73 ms/batch
Step 00050200 L_out=0.016 Acc=0.91 ---101657.56 ms/batch
Step 00050250 L_out=0.048 Acc=0.91 ---130635.72 ms/batch
Step 00050300 L_out=0.011 Acc=0.94 ---159813.47 ms/batch
Step 00050350 L_out=0.038 Acc=0.93 ---188871.19 ms/batch
Step 00050400 L_out=0.142 Acc=0.88 ---217994.35 ms/batch
Step 00050450 L_out=0.084 Acc=0.91 ---246786.01 ms/batch
Step 00050500 L_out=0.061 Acc=0.93 ---275734.42 ms/batch
Step 00050550 L_out=0.035 Acc=0.94 ---304621.46 ms/batch
Step 00050600 L_out=0.204 Acc=0.77 ---333935.84 ms/batch
Step 00050650 L_out=0.021 Acc=0.92 ---362881.44 ms/batch
Round 4 | epoch=15, train costTime=387.4832818508148, | total_activation_sum=9462748
Round 4 | epoch=16, current m_iou=0.6530905963413294
Round 4 | Best m_IoU is: 0.660, OA is: 0.916 | val costTime=147.1598780155182
Round 4 | ****EPOCH 16****
Step 00050700 L_out=0.050 Acc=0.94 --- 4498.67 ms/batch
Step 00050750 L_out=0.070 Acc=0.85 ---34330.34 ms/batch
Step 00050800 L_out=0.025 Acc=0.93 ---68677.62 ms/batch
Step 00050850 L_out=0.069 Acc=0.88 ---103056.26 ms/batch
Step 00050900 L_out=0.041 Acc=0.90 ---136343.56 ms/batch
Step 00050950 L_out=0.055 Acc=0.84 ---170174.75 ms/batch
Step 00051000 L_out=0.067 Acc=0.94 ---203962.71 ms/batch
Step 00051050 L_out=0.039 Acc=0.89 ---236845.53 ms/batch
Step 00051100 L_out=0.091 Acc=0.82 ---271043.09 ms/batch
Step 00051150 L_out=0.033 Acc=0.89 ---304852.26 ms/batch
Step 00051200 L_out=0.036 Acc=0.93 ---338009.65 ms/batch
Step 00051250 L_out=0.079 Acc=0.87 ---371696.31 ms/batch
Step 00051300 L_out=0.062 Acc=0.91 ---405574.30 ms/batch
Step 00051350 L_out=0.161 Acc=0.90 ---438126.81 ms/batch
Round 4 | epoch=16, train costTime=444.1592814922333, | total_activation_sum=9567648
Round 4 | epoch=17, current m_iou=0.6616197334975177
Round 4 | Best m_IoU is: 0.662, OA is: 0.913 | val costTime=161.68423557281494
Round 4 | ****EPOCH 17****
Step 00051400 L_out=0.085 Acc=0.90 ---28024.75 ms/batch
Step 00051450 L_out=0.031 Acc=0.93 ---61982.20 ms/batch
Step 00051500 L_out=0.110 Acc=0.94 ---95107.02 ms/batch
Step 00051550 L_out=0.162 Acc=0.80 ---129268.42 ms/batch
Step 00051600 L_out=0.028 Acc=0.96 ---162831.72 ms/batch
Step 00051650 L_out=0.021 Acc=0.93 ---196336.75 ms/batch
Step 00051700 L_out=0.019 Acc=0.88 ---228967.86 ms/batch
Step 00051750 L_out=0.039 Acc=0.93 ---263296.80 ms/batch
Step 00051800 L_out=0.075 Acc=0.88 ---296887.10 ms/batch
Step 00051850 L_out=0.016 Acc=0.96 ---329714.94 ms/batch
Step 00051900 L_out=0.065 Acc=0.88 ---364025.01 ms/batch
Step 00051950 L_out=0.041 Acc=0.92 ---396537.26 ms/batch
Step 00052000 L_out=0.077 Acc=0.93 ---429845.55 ms/batch
Round 4 | epoch=17, train costTime=446.64681577682495, | total_activation_sum=9376464
Round 4 | epoch=18, current m_iou=0.6649487847709579
Round 4 | Best m_IoU is: 0.665, OA is: 0.913 | val costTime=160.60681104660034
Round 4 | ****EPOCH 18****
Step 00052050 L_out=0.138 Acc=0.83 ---16209.71 ms/batch
Step 00052100 L_out=0.082 Acc=0.85 ---49772.22 ms/batch
Step 00052150 L_out=0.097 Acc=0.87 ---82917.44 ms/batch
Step 00052200 L_out=0.043 Acc=0.92 ---117353.89 ms/batch
Step 00052250 L_out=0.023 Acc=0.91 ---152475.67 ms/batch
Step 00052300 L_out=0.034 Acc=0.91 ---186366.25 ms/batch
Step 00052350 L_out=0.029 Acc=0.94 ---219699.12 ms/batch
Step 00052400 L_out=0.161 Acc=0.86 ---252717.39 ms/batch
Step 00052450 L_out=0.125 Acc=0.89 ---284940.78 ms/batch
Step 00052500 L_out=0.048 Acc=0.90 ---318282.37 ms/batch
Step 00052550 L_out=0.033 Acc=0.91 ---350872.28 ms/batch
Step 00052600 L_out=0.040 Acc=0.93 ---384038.19 ms/batch
Step 00052650 L_out=0.177 Acc=0.87 ---417241.31 ms/batch
Round 4 | epoch=18, train costTime=444.87871503829956, | total_activation_sum=9457993
Round 4 | epoch=19, current m_iou=0.6664269696755223
Round 4 | Best m_IoU is: 0.666, OA is: 0.914 | val costTime=158.99831628799438
Round 4 | ****EPOCH 19****
Step 00052700 L_out=0.050 Acc=0.94 --- 4326.44 ms/batch
Step 00052750 L_out=0.025 Acc=0.94 ---37091.97 ms/batch
Step 00052800 L_out=0.021 Acc=0.91 ---70329.63 ms/batch
Step 00052850 L_out=0.018 Acc=0.95 ---103541.63 ms/batch
Step 00052900 L_out=0.032 Acc=0.92 ---136506.99 ms/batch
Step 00052950 L_out=0.081 Acc=0.90 ---170545.89 ms/batch
Step 00053000 L_out=0.042 Acc=0.93 ---204096.05 ms/batch
Step 00053050 L_out=0.016 Acc=0.95 ---236425.87 ms/batch
Step 00053100 L_out=0.019 Acc=0.92 ---269996.78 ms/batch
Step 00053150 L_out=0.067 Acc=0.91 ---303689.14 ms/batch
Step 00053200 L_out=0.012 Acc=0.89 ---337391.47 ms/batch
Step 00053250 L_out=0.078 Acc=0.91 ---370871.31 ms/batch
Step 00053300 L_out=0.060 Acc=0.95 ---402396.09 ms/batch
Step 00053350 L_out=0.045 Acc=0.91 ---434712.44 ms/batch
Round 4 | epoch=19, train costTime=441.71594500541687, | total_activation_sum=9431976
Round 4 | epoch=20, current m_iou=0.6621915532237088
Round 4 | Best m_IoU is: 0.666, OA is: 0.914 | val costTime=159.21059441566467
Round 4 | ****EPOCH 20****
Step 00053400 L_out=0.070 Acc=0.92 ---27347.44 ms/batch
Step 00053450 L_out=0.048 Acc=0.93 ---62679.24 ms/batch
Step 00053500 L_out=0.049 Acc=0.88 ---101627.65 ms/batch
Step 00053550 L_out=0.284 Acc=0.88 ---140401.25 ms/batch
Step 00053600 L_out=0.007 Acc=0.96 ---177632.63 ms/batch
Step 00053650 L_out=0.031 Acc=0.91 ---210269.52 ms/batch
Step 00053700 L_out=0.035 Acc=0.92 ---244011.77 ms/batch
Step 00053750 L_out=0.109 Acc=0.87 ---277294.18 ms/batch
Step 00053800 L_out=0.019 Acc=0.92 ---310561.90 ms/batch
Step 00053850 L_out=0.066 Acc=0.88 ---343386.50 ms/batch
Step 00053900 L_out=0.081 Acc=0.90 ---376644.88 ms/batch
Step 00053950 L_out=0.030 Acc=0.93 ---408938.43 ms/batch
Step 00054000 L_out=0.062 Acc=0.93 ---443453.40 ms/batch
Round 4 | epoch=20, train costTime=461.3192574977875, | total_activation_sum=9524419
Round 4 | epoch=21, current m_iou=0.6552956789811669
Round 4 | Best m_IoU is: 0.666, OA is: 0.914 | val costTime=157.48307275772095
Round 4 | ****EPOCH 21****
Step 00054050 L_out=0.044 Acc=0.93 ---15745.48 ms/batch
Step 00054100 L_out=0.054 Acc=0.96 ---50231.30 ms/batch
Step 00054150 L_out=0.045 Acc=0.90 ---84596.34 ms/batch
Step 00054200 L_out=0.022 Acc=0.95 ---117072.39 ms/batch
Step 00054250 L_out=0.037 Acc=0.93 ---152852.63 ms/batch
Step 00054300 L_out=0.027 Acc=0.94 ---186609.42 ms/batch
Step 00054350 L_out=0.109 Acc=0.91 ---219892.65 ms/batch
Step 00054400 L_out=0.020 Acc=0.94 ---253698.80 ms/batch
Step 00054450 L_out=0.052 Acc=0.96 ---287196.83 ms/batch
Step 00054500 L_out=0.040 Acc=0.92 ---320843.19 ms/batch
Step 00054550 L_out=0.021 Acc=0.90 ---355052.93 ms/batch
Step 00054600 L_out=0.068 Acc=0.94 ---389703.56 ms/batch
Step 00054650 L_out=0.069 Acc=0.93 ---424830.51 ms/batch
Round 4 | epoch=21, train costTime=455.7189426422119, | total_activation_sum=9441987
Round 4 | epoch=22, current m_iou=0.6504388351412641
Round 4 | Best m_IoU is: 0.666, OA is: 0.914 | val costTime=161.09645533561707
Round 4 | ****EPOCH 22****
Step 00054700 L_out=0.036 Acc=0.93 --- 4534.65 ms/batch
Step 00054750 L_out=0.016 Acc=0.90 ---38084.05 ms/batch
Step 00054800 L_out=0.059 Acc=0.93 ---72549.66 ms/batch
Step 00054850 L_out=0.085 Acc=0.89 ---106502.25 ms/batch
Step 00054900 L_out=0.019 Acc=0.91 ---141285.09 ms/batch
Step 00054950 L_out=0.024 Acc=0.92 ---175375.82 ms/batch
Step 00055000 L_out=0.060 Acc=0.95 ---209653.63 ms/batch
Step 00055050 L_out=0.029 Acc=0.92 ---243293.45 ms/batch
Step 00055100 L_out=0.017 Acc=0.94 ---277845.85 ms/batch
Step 00055150 L_out=0.020 Acc=0.92 ---311422.24 ms/batch
Step 00055200 L_out=0.025 Acc=0.95 ---345514.86 ms/batch
Step 00055250 L_out=0.068 Acc=0.91 ---379587.24 ms/batch
Step 00055300 L_out=0.009 Acc=0.94 ---414359.68 ms/batch
Step 00055350 L_out=0.005 Acc=0.93 ---448928.71 ms/batch
Round 4 | epoch=22, train costTime=456.02444314956665, | total_activation_sum=9517845
Round 4 | epoch=23, current m_iou=0.653225511210124
Round 4 | Best m_IoU is: 0.666, OA is: 0.914 | val costTime=156.41045331954956
Round 4 | ****EPOCH 23****
Step 00055400 L_out=0.067 Acc=0.91 ---26544.82 ms/batch
Step 00055450 L_out=0.077 Acc=0.90 ---59772.35 ms/batch
Step 00055500 L_out=0.022 Acc=0.91 ---92004.15 ms/batch
Step 00055550 L_out=0.109 Acc=0.90 ---125006.36 ms/batch
Step 00055600 L_out=0.028 Acc=0.91 ---157967.01 ms/batch
Step 00055650 L_out=0.049 Acc=0.90 ---191710.50 ms/batch
Step 00055700 L_out=0.032 Acc=0.93 ---224098.97 ms/batch
Step 00055750 L_out=0.063 Acc=0.85 ---256337.12 ms/batch
Step 00055800 L_out=0.058 Acc=0.87 ---289045.23 ms/batch
Step 00055850 L_out=0.016 Acc=0.88 ---322588.55 ms/batch
Step 00055900 L_out=0.032 Acc=0.91 ---354533.63 ms/batch
Step 00055950 L_out=0.035 Acc=0.88 ---387907.09 ms/batch
Step 00056000 L_out=0.100 Acc=0.88 ---421522.82 ms/batch
Round 4 | epoch=23, train costTime=440.01993799209595, | total_activation_sum=9518744
Round 4 | epoch=24, current m_iou=0.660390046546283
Round 4 | Best m_IoU is: 0.666, OA is: 0.914 | val costTime=160.58925199508667
Round 4 | ****EPOCH 24****
Step 00056050 L_out=0.087 Acc=0.92 ---14643.42 ms/batch
Step 00056100 L_out=0.017 Acc=0.97 ---47883.37 ms/batch
Step 00056150 L_out=0.023 Acc=0.94 ---80940.34 ms/batch
Step 00056200 L_out=0.046 Acc=0.88 ---114221.33 ms/batch
Step 00056250 L_out=0.027 Acc=0.92 ---149167.92 ms/batch
Step 00056300 L_out=0.080 Acc=0.89 ---188704.25 ms/batch
Step 00056350 L_out=0.035 Acc=0.90 ---226620.52 ms/batch
Step 00056400 L_out=0.134 Acc=0.92 ---265569.18 ms/batch
Step 00056450 L_out=0.017 Acc=0.73 ---298358.18 ms/batch
Step 00056500 L_out=0.021 Acc=0.90 ---330018.21 ms/batch
Step 00056550 L_out=0.028 Acc=0.91 ---361828.52 ms/batch
Step 00056600 L_out=0.029 Acc=0.93 ---394548.60 ms/batch
Step 00056650 L_out=0.033 Acc=0.90 ---427771.57 ms/batch
Round 4 | epoch=24, train costTime=458.1457908153534, | total_activation_sum=9426610
Round 4 | epoch=25, current m_iou=0.6666761263290011
Round 4 | Best m_IoU is: 0.667, OA is: 0.915 | val costTime=158.3636028766632
Round 4 | ****EPOCH 25****
Step 00056700 L_out=0.017 Acc=0.96 --- 2942.86 ms/batch
Step 00056750 L_out=0.069 Acc=0.93 ---35873.49 ms/batch
Step 00056800 L_out=0.046 Acc=0.89 ---69609.34 ms/batch
Step 00056850 L_out=0.010 Acc=0.96 ---102069.85 ms/batch
Step 00056900 L_out=0.032 Acc=0.93 ---136616.79 ms/batch
Step 00056950 L_out=0.021 Acc=0.93 ---170211.81 ms/batch
Step 00057000 L_out=0.104 Acc=0.92 ---203665.22 ms/batch
Step 00057050 L_out=0.051 Acc=0.92 ---236481.24 ms/batch
Step 00057100 L_out=0.042 Acc=0.92 ---270020.27 ms/batch
Step 00057150 L_out=0.031 Acc=0.93 ---303351.42 ms/batch
Step 00057200 L_out=0.033 Acc=0.94 ---336335.28 ms/batch
Step 00057250 L_out=0.015 Acc=0.95 ---368231.39 ms/batch
Step 00057300 L_out=0.049 Acc=0.92 ---400576.41 ms/batch
Step 00057350 L_out=0.034 Acc=0.96 ---433265.18 ms/batch
Round 4 | epoch=25, train costTime=441.5551402568817, | total_activation_sum=9475901
Round 4 | epoch=26, current m_iou=0.6627946633543733
Round 4 | Best m_IoU is: 0.667, OA is: 0.915 | val costTime=157.08144807815552
Round 4 | ****EPOCH 26****
Step 00057400 L_out=0.027 Acc=0.94 ---25361.37 ms/batch
Step 00057450 L_out=0.021 Acc=0.93 ---58868.80 ms/batch
Step 00057500 L_out=0.056 Acc=0.91 ---92713.26 ms/batch
Step 00057550 L_out=0.059 Acc=0.93 ---127138.19 ms/batch
Step 00057600 L_out=0.041 Acc=0.89 ---159949.90 ms/batch
Step 00057650 L_out=0.068 Acc=0.86 ---193362.91 ms/batch
Step 00057700 L_out=0.064 Acc=0.89 ---226945.10 ms/batch
Step 00057750 L_out=0.031 Acc=0.92 ---259927.80 ms/batch
Step 00057800 L_out=0.040 Acc=0.91 ---293476.73 ms/batch
Step 00057850 L_out=0.138 Acc=0.89 ---325692.15 ms/batch
Step 00057900 L_out=0.055 Acc=0.90 ---359255.94 ms/batch
Step 00057950 L_out=0.059 Acc=0.93 ---392721.01 ms/batch
Step 00058000 L_out=0.017 Acc=0.91 ---426256.26 ms/batch
Round 4 | epoch=26, train costTime=444.99669790267944, | total_activation_sum=9443703
Round 4 | epoch=27, current m_iou=0.6599440959555302
Round 4 | Best m_IoU is: 0.667, OA is: 0.915 | val costTime=157.71289253234863
Round 4 | ****EPOCH 27****
Step 00058050 L_out=0.060 Acc=0.75 ---14104.92 ms/batch
Step 00058100 L_out=0.020 Acc=0.94 ---47921.62 ms/batch
Step 00058150 L_out=0.046 Acc=0.89 ---80831.61 ms/batch
Step 00058200 L_out=0.025 Acc=0.91 ---113425.31 ms/batch
Step 00058250 L_out=0.028 Acc=0.86 ---146603.15 ms/batch
Step 00058300 L_out=0.024 Acc=0.91 ---179690.51 ms/batch
Step 00058350 L_out=0.028 Acc=0.94 ---212781.87 ms/batch
Step 00058400 L_out=0.024 Acc=0.92 ---245498.02 ms/batch
Step 00058450 L_out=0.036 Acc=0.94 ---278638.70 ms/batch
Step 00058500 L_out=0.056 Acc=0.89 ---313586.98 ms/batch
Step 00058550 L_out=0.049 Acc=0.89 ---346369.31 ms/batch
Step 00058600 L_out=0.019 Acc=0.92 ---379505.68 ms/batch
Step 00058650 L_out=0.010 Acc=0.92 ---412691.72 ms/batch
Round 4 | epoch=27, train costTime=442.70656275749207, | total_activation_sum=9466531
Round 4 | epoch=28, current m_iou=0.6556095899949715
Round 4 | Best m_IoU is: 0.667, OA is: 0.915 | val costTime=158.46363377571106
Round 4 | ****EPOCH 28****
Step 00058700 L_out=0.028 Acc=0.95 --- 2556.02 ms/batch
Step 00058750 L_out=0.050 Acc=0.89 ---36306.20 ms/batch
Step 00058800 L_out=0.049 Acc=0.95 ---69198.22 ms/batch
Step 00058850 L_out=0.059 Acc=0.90 ---102815.30 ms/batch
Step 00058900 L_out=0.016 Acc=0.90 ---136735.99 ms/batch
Step 00058950 L_out=0.095 Acc=0.91 ---169591.62 ms/batch
Step 00059000 L_out=0.007 Acc=0.97 ---202698.69 ms/batch
Step 00059050 L_out=0.034 Acc=0.95 ---235104.64 ms/batch
Step 00059100 L_out=0.014 Acc=0.95 ---269880.79 ms/batch
Step 00059150 L_out=0.034 Acc=0.92 ---307833.07 ms/batch
Step 00059200 L_out=0.035 Acc=0.95 ---346018.74 ms/batch
Step 00059250 L_out=0.025 Acc=0.93 ---382985.99 ms/batch
Step 00059300 L_out=0.044 Acc=0.92 ---417590.12 ms/batch
Step 00059350 L_out=0.041 Acc=0.93 ---449803.93 ms/batch
Round 4 | epoch=28, train costTime=458.624299287796, | total_activation_sum=9475945
Round 4 | epoch=29, current m_iou=0.6582699861531638
Round 4 | Best m_IoU is: 0.667, OA is: 0.915 | val costTime=158.87741255760193
Round 4 | ****EPOCH 29****
Step 00059400 L_out=0.022 Acc=0.94 ---24290.30 ms/batch
Step 00059450 L_out=0.029 Acc=0.90 ---57460.18 ms/batch
Step 00059500 L_out=0.098 Acc=0.88 ---91526.50 ms/batch
Step 00059550 L_out=0.033 Acc=0.95 ---125030.70 ms/batch
Step 00059600 L_out=0.026 Acc=0.89 ---157944.55 ms/batch
Step 00059650 L_out=0.029 Acc=0.94 ---191028.70 ms/batch
Step 00059700 L_out=0.056 Acc=0.91 ---223870.91 ms/batch
Step 00059750 L_out=0.043 Acc=0.95 ---256503.09 ms/batch
Step 00059800 L_out=0.020 Acc=0.93 ---289122.47 ms/batch
Step 00059850 L_out=0.013 Acc=0.92 ---322114.07 ms/batch
Step 00059900 L_out=0.044 Acc=0.90 ---354112.43 ms/batch
Step 00059950 L_out=0.045 Acc=0.92 ---387294.61 ms/batch
Step 00060000 L_out=0.033 Acc=0.92 ---420587.31 ms/batch
Round 4 | epoch=29, train costTime=440.89952516555786, | total_activation_sum=9453898
Round 4 | epoch=30, current m_iou=0.6571501775000921
Round 4 | Best m_IoU is: 0.667, OA is: 0.915 | val costTime=158.00666737556458
Round 4 | ****EPOCH 30****
Round 5 | ****EPOCH 0****
Step 00060050 L_out=0.981 Acc=0.71 ---14233.36 ms/batch
Step 00060100 L_out=0.395 Acc=0.64 ---48801.19 ms/batch
Step 00060150 L_out=0.130 Acc=0.79 ---83643.12 ms/batch
Step 00060200 L_out=0.126 Acc=0.70 ---117008.39 ms/batch
Step 00060250 L_out=0.175 Acc=0.85 ---151388.38 ms/batch
Step 00060300 L_out=0.338 Acc=0.87 ---185099.60 ms/batch
Step 00060350 L_out=0.326 Acc=0.81 ---220533.47 ms/batch
Step 00060400 L_out=0.436 Acc=0.73 ---254088.87 ms/batch
Step 00060450 L_out=0.221 Acc=0.68 ---289041.64 ms/batch
Step 00060500 L_out=0.376 Acc=0.73 ---323825.75 ms/batch
Step 00060550 L_out=0.194 Acc=0.86 ---357476.92 ms/batch
Step 00060600 L_out=0.078 Acc=0.86 ---391022.30 ms/batch
Step 00060650 L_out=0.125 Acc=0.92 ---424739.96 ms/batch
Round 5 | epoch=0, train costTime=455.36770725250244, | total_activation_sum=12055665
Round 5 | epoch=1, current m_iou=0.6673520831664502
Round 5 | Best m_IoU is: 0.667, OA is: 0.915 | val costTime=144.65605878829956
Round 5 | ****EPOCH 1****
Step 00060700 L_out=0.114 Acc=0.84 --- 2358.62 ms/batch
Step 00060750 L_out=0.093 Acc=0.89 ---32264.12 ms/batch
Step 00060800 L_out=0.101 Acc=0.88 ---61123.17 ms/batch
Step 00060850 L_out=0.134 Acc=0.90 ---90087.45 ms/batch
Step 00060900 L_out=0.096 Acc=0.89 ---118791.75 ms/batch
Step 00060950 L_out=0.206 Acc=0.86 ---147216.06 ms/batch
Step 00061000 L_out=0.381 Acc=0.83 ---175822.34 ms/batch
Step 00061050 L_out=0.120 Acc=0.89 ---204079.90 ms/batch
Step 00061100 L_out=0.251 Acc=0.86 ---232778.97 ms/batch
Step 00061150 L_out=0.137 Acc=0.86 ---261161.01 ms/batch
Step 00061200 L_out=0.084 Acc=0.94 ---289416.23 ms/batch
Step 00061250 L_out=0.257 Acc=0.85 ---318027.83 ms/batch
Step 00061300 L_out=0.047 Acc=0.74 ---346082.40 ms/batch
Step 00061350 L_out=0.139 Acc=0.84 ---374599.48 ms/batch
Round 5 | epoch=1, train costTime=382.5603082180023, | total_activation_sum=11737738
Round 5 | epoch=2, current m_iou=0.5990976488182999
Round 5 | Best m_IoU is: 0.667, OA is: 0.915 | val costTime=130.58393120765686
Round 5 | ****EPOCH 2****
Step 00061400 L_out=0.133 Acc=0.94 ---20309.26 ms/batch
Step 00061450 L_out=0.055 Acc=0.93 ---49522.21 ms/batch
Step 00061500 L_out=0.069 Acc=0.87 ---78032.16 ms/batch
Step 00061550 L_out=0.186 Acc=0.91 ---107028.18 ms/batch
Step 00061600 L_out=0.286 Acc=0.87 ---136508.75 ms/batch
Step 00061650 L_out=0.050 Acc=0.87 ---170517.82 ms/batch
Step 00061700 L_out=0.294 Acc=0.51 ---202750.49 ms/batch
Step 00061750 L_out=0.509 Acc=0.88 ---242172.11 ms/batch
Step 00061800 L_out=0.585 Acc=0.74 ---282250.81 ms/batch
Step 00061850 L_out=0.186 Acc=0.80 ---322409.24 ms/batch
Step 00061900 L_out=0.249 Acc=0.91 ---363138.96 ms/batch
Step 00061950 L_out=0.255 Acc=0.82 ---393093.63 ms/batch
Step 00062000 L_out=0.236 Acc=0.90 ---421961.80 ms/batch
Round 5 | epoch=2, train costTime=442.93853545188904, | total_activation_sum=11692873
Round 5 | epoch=3, current m_iou=0.6097280527352861
Round 5 | Best m_IoU is: 0.667, OA is: 0.915 | val costTime=180.3722426891327
Round 5 | ****EPOCH 3****
Step 00062050 L_out=0.163 Acc=0.80 ---15995.13 ms/batch
Step 00062100 L_out=0.144 Acc=0.79 ---57105.01 ms/batch
Step 00062150 L_out=0.254 Acc=0.89 ---98358.77 ms/batch
Step 00062200 L_out=0.053 Acc=0.88 ---138743.99 ms/batch
Step 00062250 L_out=0.178 Acc=0.89 ---180042.31 ms/batch
Step 00062300 L_out=0.144 Acc=0.86 ---221749.83 ms/batch
Step 00062350 L_out=0.113 Acc=0.85 ---263213.67 ms/batch
Step 00062400 L_out=0.055 Acc=0.95 ---304278.12 ms/batch
Step 00062450 L_out=0.111 Acc=0.84 ---344787.53 ms/batch
Step 00062500 L_out=0.136 Acc=0.88 ---385291.04 ms/batch
Step 00062550 L_out=0.320 Acc=0.83 ---426484.10 ms/batch
Step 00062600 L_out=0.153 Acc=0.88 ---467659.50 ms/batch
Step 00062650 L_out=0.064 Acc=0.95 ---509427.41 ms/batch
Round 5 | epoch=3, train costTime=549.2140917778015, | total_activation_sum=11628469
Round 5 | epoch=4, current m_iou=0.6583284465926864
Round 5 | Best m_IoU is: 0.667, OA is: 0.915 | val costTime=182.28305172920227
Round 5 | ****EPOCH 4****
Step 00062700 L_out=0.170 Acc=0.85 --- 1557.50 ms/batch
Step 00062750 L_out=0.105 Acc=0.89 ---43655.97 ms/batch
Step 00062800 L_out=0.060 Acc=0.83 ---85424.85 ms/batch
Step 00062850 L_out=0.194 Acc=0.78 ---128255.40 ms/batch
Step 00062900 L_out=0.047 Acc=0.92 ---167392.21 ms/batch
Step 00062950 L_out=0.291 Acc=0.88 ---203694.51 ms/batch
Step 00063000 L_out=0.042 Acc=0.91 ---245961.47 ms/batch
Step 00063050 L_out=0.074 Acc=0.92 ---288556.32 ms/batch
Step 00063100 L_out=0.042 Acc=0.88 ---330644.17 ms/batch
Step 00063150 L_out=0.335 Acc=0.87 ---372193.59 ms/batch
Step 00063200 L_out=0.434 Acc=0.87 ---414124.52 ms/batch
Step 00063250 L_out=0.105 Acc=0.77 ---455729.56 ms/batch
Step 00063300 L_out=0.162 Acc=0.85 ---497487.44 ms/batch
Step 00063350 L_out=0.150 Acc=0.84 ---538540.52 ms/batch
Round 5 | epoch=4, train costTime=550.9274048805237, | total_activation_sum=11827491
Round 5 | epoch=5, current m_iou=0.6727268771788764
Round 5 | Best m_IoU is: 0.673, OA is: 0.918 | val costTime=183.7061538696289
Round 5 | ****EPOCH 5****
Step 00063400 L_out=0.063 Acc=0.88 ---31078.25 ms/batch
Step 00063450 L_out=0.150 Acc=0.86 ---77513.82 ms/batch
Step 00063500 L_out=0.121 Acc=0.88 ---122747.85 ms/batch
Step 00063550 L_out=0.068 Acc=0.90 ---164702.90 ms/batch
Step 00063600 L_out=0.226 Acc=0.87 ---198797.65 ms/batch
Step 00063650 L_out=0.211 Acc=0.76 ---230691.65 ms/batch
Step 00063700 L_out=0.040 Acc=0.89 ---266149.93 ms/batch
Step 00063750 L_out=0.056 Acc=0.91 ---298350.44 ms/batch
Step 00063800 L_out=0.082 Acc=0.92 ---330669.15 ms/batch
Step 00063850 L_out=0.118 Acc=0.89 ---363860.38 ms/batch
Step 00063900 L_out=0.092 Acc=0.84 ---401578.36 ms/batch
Step 00063950 L_out=0.063 Acc=0.91 ---439714.03 ms/batch
Step 00064000 L_out=0.032 Acc=0.93 ---480051.54 ms/batch
Round 5 | epoch=5, train costTime=506.3573305606842, | total_activation_sum=11644132
Round 5 | epoch=6, current m_iou=0.6832222629925513
Round 5 | Best m_IoU is: 0.683, OA is: 0.922 | val costTime=173.95935082435608
Round 5 | ****EPOCH 6****
Step 00064050 L_out=0.174 Acc=0.86 ---14053.44 ms/batch
Step 00064100 L_out=0.603 Acc=0.90 ---52619.25 ms/batch
Step 00064150 L_out=0.158 Acc=0.95 ---91098.78 ms/batch
Step 00064200 L_out=0.109 Acc=0.90 ---128133.11 ms/batch
Step 00064250 L_out=0.739 Acc=0.76 ---166879.08 ms/batch
Step 00064300 L_out=0.109 Acc=0.87 ---205554.01 ms/batch
Step 00064350 L_out=0.045 Acc=0.90 ---244149.64 ms/batch
Step 00064400 L_out=0.160 Acc=0.92 ---282995.64 ms/batch
Step 00064450 L_out=0.049 Acc=0.93 ---322056.04 ms/batch
Step 00064500 L_out=0.038 Acc=0.95 ---360810.88 ms/batch
Step 00064550 L_out=0.171 Acc=0.90 ---400098.61 ms/batch
Step 00064600 L_out=0.142 Acc=0.86 ---436264.45 ms/batch
Step 00064650 L_out=0.170 Acc=0.90 ---470843.43 ms/batch
Round 5 | epoch=6, train costTime=501.61723828315735, | total_activation_sum=11651733
Round 5 | epoch=7, current m_iou=0.6940160771291928
Round 5 | Best m_IoU is: 0.694, OA is: 0.921 | val costTime=155.3976354598999
Round 5 | ****EPOCH 7****
Step 00064700 L_out=0.037 Acc=0.89 ---  730.57 ms/batch
Step 00064750 L_out=0.073 Acc=0.92 ---35043.25 ms/batch
Step 00064800 L_out=0.270 Acc=0.79 ---69182.26 ms/batch
Step 00064850 L_out=0.123 Acc=0.87 ---103786.73 ms/batch
Step 00064900 L_out=0.041 Acc=0.97 ---138705.48 ms/batch
Step 00064950 L_out=0.047 Acc=0.96 ---172972.04 ms/batch
Step 00065000 L_out=0.101 Acc=0.86 ---209057.84 ms/batch
Step 00065050 L_out=0.053 Acc=0.95 ---242486.37 ms/batch
Step 00065100 L_out=0.073 Acc=0.84 ---279157.19 ms/batch
Step 00065150 L_out=0.269 Acc=0.88 ---316551.02 ms/batch
Step 00065200 L_out=0.401 Acc=0.77 ---358034.35 ms/batch
Step 00065250 L_out=0.212 Acc=0.84 ---405551.72 ms/batch
Step 00065300 L_out=0.128 Acc=0.91 ---451596.28 ms/batch
Step 00065350 L_out=0.160 Acc=0.90 ---499106.31 ms/batch
Round 5 | epoch=7, train costTime=514.5900270938873, | total_activation_sum=11676134
Round 5 | epoch=8, current m_iou=0.6823124044760482
Round 5 | Best m_IoU is: 0.694, OA is: 0.921 | val costTime=209.8375279903412
Round 5 | ****EPOCH 8****
Step 00065400 L_out=0.079 Acc=0.94 ---32340.11 ms/batch
Step 00065450 L_out=0.099 Acc=0.87 ---79286.39 ms/batch
Step 00065500 L_out=0.069 Acc=0.93 ---125271.25 ms/batch
Step 00065550 L_out=0.099 Acc=0.93 ---173011.13 ms/batch
Step 00065600 L_out=0.135 Acc=0.85 ---220644.79 ms/batch
Step 00065650 L_out=0.048 Acc=0.84 ---267804.57 ms/batch
Step 00065700 L_out=0.232 Acc=0.89 ---313528.63 ms/batch
Step 00065750 L_out=0.091 Acc=0.94 ---359976.21 ms/batch
Step 00065800 L_out=0.199 Acc=0.83 ---410437.65 ms/batch
Step 00065850 L_out=0.120 Acc=0.88 ---458516.38 ms/batch
Step 00065900 L_out=0.060 Acc=0.94 ---505971.75 ms/batch
Step 00065950 L_out=0.121 Acc=0.94 ---554581.44 ms/batch
Step 00066000 L_out=0.070 Acc=0.91 ---602218.67 ms/batch
Round 5 | epoch=8, train costTime=633.0908665657043, | total_activation_sum=11740973
Round 5 | epoch=9, current m_iou=0.672423878010596
Round 5 | Best m_IoU is: 0.694, OA is: 0.921 | val costTime=218.01242780685425
Round 5 | ****EPOCH 9****
Step 00066050 L_out=0.094 Acc=0.90 ---16188.64 ms/batch
Step 00066100 L_out=0.145 Acc=0.87 ---63260.18 ms/batch
Step 00066150 L_out=0.265 Acc=0.91 ---109764.52 ms/batch
Step 00066200 L_out=0.020 Acc=0.94 ---157955.97 ms/batch
Step 00066250 L_out=0.048 Acc=0.90 ---204095.38 ms/batch
Step 00066300 L_out=0.130 Acc=0.83 ---251482.56 ms/batch
Step 00066350 L_out=0.112 Acc=0.84 ---299865.99 ms/batch
Step 00066400 L_out=0.053 Acc=0.89 ---346469.74 ms/batch
Step 00066450 L_out=0.150 Acc=0.92 ---391373.50 ms/batch
Step 00066500 L_out=0.100 Acc=0.92 ---436330.46 ms/batch
Step 00066550 L_out=0.108 Acc=0.88 ---481148.52 ms/batch
Step 00066600 L_out=0.088 Acc=0.93 ---526681.93 ms/batch
Step 00066650 L_out=0.051 Acc=0.91 ---571565.57 ms/batch
Step 00066700 L_out=0.088 Acc=0.87 ---617297.12 ms/batch
Round 5 | epoch=9, train costTime=617.2972536087036, | total_activation_sum=11795165
Round 5 | epoch=10, current m_iou=0.6823397304987928
Round 5 | Best m_IoU is: 0.694, OA is: 0.921 | val costTime=213.74161887168884
Round 5 | ****EPOCH 10****
Step 00066750 L_out=0.035 Acc=0.91 ---45608.86 ms/batch
Step 00066800 L_out=0.130 Acc=0.92 ---93376.70 ms/batch
Step 00066850 L_out=0.077 Acc=0.92 ---140378.13 ms/batch
Step 00066900 L_out=0.119 Acc=0.88 ---187878.06 ms/batch
Step 00066950 L_out=0.090 Acc=0.89 ---236053.12 ms/batch
Step 00067000 L_out=0.023 Acc=0.91 ---284078.20 ms/batch
Step 00067050 L_out=0.107 Acc=0.95 ---331943.91 ms/batch
Step 00067100 L_out=0.185 Acc=0.83 ---379742.44 ms/batch
Step 00067150 L_out=0.099 Acc=0.87 ---427508.44 ms/batch
Step 00067200 L_out=0.118 Acc=0.92 ---475728.48 ms/batch
Step 00067250 L_out=0.062 Acc=0.94 ---524891.90 ms/batch
Step 00067300 L_out=0.063 Acc=0.94 ---574223.65 ms/batch
Step 00067350 L_out=0.038 Acc=0.95 ---621760.31 ms/batch
Round 5 | epoch=10, train costTime=638.2299973964691, | total_activation_sum=11629026
Round 5 | epoch=11, current m_iou=0.6805464534221406
Round 5 | Best m_IoU is: 0.694, OA is: 0.921 | val costTime=222.2475712299347
Round 5 | ****EPOCH 11****
Step 00067400 L_out=0.044 Acc=0.96 ---31030.42 ms/batch
Step 00067450 L_out=0.170 Acc=0.91 ---79826.32 ms/batch
Step 00067500 L_out=0.173 Acc=0.93 ---128359.03 ms/batch
Step 00067550 L_out=0.116 Acc=0.92 ---176038.45 ms/batch
Step 00067600 L_out=0.012 Acc=0.93 ---224240.11 ms/batch
Step 00067650 L_out=0.215 Acc=0.86 ---275812.48 ms/batch
Step 00067700 L_out=0.074 Acc=0.92 ---325023.04 ms/batch
Step 00067750 L_out=0.131 Acc=0.93 ---373326.90 ms/batch
Step 00067800 L_out=0.108 Acc=0.88 ---421452.50 ms/batch
Step 00067850 L_out=0.017 Acc=0.92 ---470335.47 ms/batch
Step 00067900 L_out=0.061 Acc=0.89 ---519528.57 ms/batch
Step 00067950 L_out=0.072 Acc=0.94 ---567661.38 ms/batch
Step 00068000 L_out=0.136 Acc=0.92 ---615180.53 ms/batch
Round 5 | epoch=11, train costTime=647.6674518585205, | total_activation_sum=11755447
Round 5 | epoch=12, current m_iou=0.6841723532223182
Round 5 | Best m_IoU is: 0.694, OA is: 0.921 | val costTime=218.16841316223145
Round 5 | ****EPOCH 12****
Step 00068050 L_out=0.033 Acc=0.96 ---14171.62 ms/batch
Step 00068100 L_out=0.023 Acc=0.94 ---59608.83 ms/batch
Step 00068150 L_out=0.053 Acc=0.91 ---105038.59 ms/batch
Step 00068200 L_out=0.079 Acc=0.89 ---151685.57 ms/batch
Step 00068250 L_out=0.097 Acc=0.86 ---196671.19 ms/batch
Step 00068300 L_out=0.066 Acc=0.91 ---241944.48 ms/batch
Step 00068350 L_out=0.106 Acc=0.91 ---287601.35 ms/batch
Step 00068400 L_out=0.063 Acc=0.93 ---332696.54 ms/batch
Step 00068450 L_out=0.087 Acc=0.88 ---378337.19 ms/batch
Step 00068500 L_out=0.024 Acc=0.94 ---426401.39 ms/batch
Step 00068550 L_out=0.080 Acc=0.91 ---475637.69 ms/batch
Step 00068600 L_out=0.047 Acc=0.95 ---522225.79 ms/batch
Step 00068650 L_out=0.197 Acc=0.94 ---569974.06 ms/batch
Step 00068700 L_out=0.035 Acc=0.91 ---619442.72 ms/batch
Round 5 | epoch=12, train costTime=620.3426263332367, | total_activation_sum=11725289
Round 5 | epoch=13, current m_iou=0.675546238211751
Round 5 | Best m_IoU is: 0.694, OA is: 0.921 | val costTime=242.05536913871765
Round 5 | ****EPOCH 13****
Step 00068750 L_out=0.382 Acc=0.86 ---56481.01 ms/batch
Step 00068800 L_out=0.126 Acc=0.90 ---113534.51 ms/batch
Step 00068850 L_out=0.031 Acc=0.94 ---171983.16 ms/batch
Step 00068900 L_out=0.063 Acc=0.93 ---230126.02 ms/batch
Step 00068950 L_out=0.093 Acc=0.88 ---287898.89 ms/batch
Step 00069000 L_out=0.056 Acc=0.93 ---345351.66 ms/batch
Step 00069050 L_out=0.057 Acc=0.94 ---403827.47 ms/batch
Step 00069100 L_out=0.079 Acc=0.89 ---462102.99 ms/batch
Step 00069150 L_out=0.084 Acc=0.91 ---520018.76 ms/batch
Step 00069200 L_out=0.023 Acc=0.94 ---578755.22 ms/batch
Step 00069250 L_out=0.094 Acc=0.94 ---637293.12 ms/batch
Step 00069300 L_out=0.152 Acc=0.92 ---695610.71 ms/batch
Step 00069350 L_out=0.077 Acc=0.94 ---754337.58 ms/batch
Round 5 | epoch=13, train costTime=775.6184079647064, | total_activation_sum=11720952
Round 5 | epoch=14, current m_iou=0.6750369253438206
Round 5 | Best m_IoU is: 0.694, OA is: 0.921 | val costTime=258.3002908229828
Round 5 | ****EPOCH 14****
Step 00069400 L_out=0.091 Acc=0.90 ---37174.75 ms/batch
Step 00069450 L_out=0.178 Acc=0.88 ---95902.98 ms/batch
Step 00069500 L_out=0.142 Acc=0.89 ---153218.60 ms/batch
Step 00069550 L_out=0.059 Acc=0.90 ---212396.38 ms/batch
Step 00069600 L_out=0.022 Acc=0.94 ---269099.10 ms/batch
Step 00069650 L_out=0.026 Acc=0.95 ---326258.89 ms/batch
Step 00069700 L_out=0.106 Acc=0.90 ---383885.59 ms/batch
Step 00069750 L_out=0.159 Acc=0.87 ---441444.61 ms/batch
Step 00069800 L_out=0.140 Acc=0.89 ---497733.55 ms/batch
Step 00069850 L_out=0.115 Acc=0.89 ---554506.83 ms/batch
Step 00069900 L_out=0.111 Acc=0.91 ---611406.66 ms/batch
Step 00069950 L_out=0.086 Acc=0.89 ---670139.27 ms/batch
Step 00070000 L_out=0.064 Acc=0.90 ---727153.26 ms/batch
Round 5 | epoch=14, train costTime=767.568502664566, | total_activation_sum=11742948
Round 5 | epoch=15, current m_iou=0.682670798084126
Round 5 | Best m_IoU is: 0.694, OA is: 0.921 | val costTime=255.2701268196106
Round 5 | ****EPOCH 15****
Step 00070050 L_out=0.075 Acc=0.90 ---16818.44 ms/batch
Step 00070100 L_out=0.099 Acc=0.91 ---74911.11 ms/batch
Step 00070150 L_out=0.148 Acc=0.92 ---132864.04 ms/batch
Step 00070200 L_out=0.032 Acc=0.96 ---191467.86 ms/batch
Step 00070250 L_out=0.235 Acc=0.89 ---248827.72 ms/batch
Step 00070300 L_out=0.149 Acc=0.94 ---306592.27 ms/batch
Step 00070350 L_out=0.155 Acc=0.80 ---364191.41 ms/batch
Step 00070400 L_out=0.106 Acc=0.90 ---421827.53 ms/batch
Step 00070450 L_out=0.052 Acc=0.94 ---478559.14 ms/batch
Step 00070500 L_out=0.042 Acc=0.93 ---536768.95 ms/batch
Step 00070550 L_out=0.068 Acc=0.90 ---594203.82 ms/batch
Step 00070600 L_out=0.061 Acc=0.95 ---652652.68 ms/batch
Step 00070650 L_out=0.092 Acc=0.91 ---709442.51 ms/batch
Step 00070700 L_out=0.030 Acc=0.90 ---766431.63 ms/batch
Round 5 | epoch=15, train costTime=768.5713002681732, | total_activation_sum=11669758
Round 5 | epoch=16, current m_iou=0.6808256130948003
Round 5 | Best m_IoU is: 0.694, OA is: 0.921 | val costTime=258.58711791038513
Round 5 | ****EPOCH 16****
Step 00070750 L_out=0.069 Acc=0.92 ---55335.60 ms/batch
Step 00070800 L_out=0.094 Acc=0.86 ---112507.50 ms/batch
Step 00070850 L_out=0.017 Acc=0.92 ---168805.65 ms/batch
Step 00070900 L_out=0.121 Acc=0.92 ---227521.93 ms/batch
Step 00070950 L_out=0.128 Acc=0.92 ---285178.11 ms/batch
Step 00071000 L_out=0.019 Acc=0.90 ---343406.43 ms/batch
Step 00071050 L_out=0.132 Acc=0.91 ---400115.90 ms/batch
Step 00071100 L_out=0.067 Acc=0.94 ---456223.45 ms/batch
Step 00071150 L_out=0.061 Acc=0.92 ---512962.11 ms/batch
Step 00071200 L_out=0.050 Acc=0.92 ---570038.18 ms/batch
Step 00071250 L_out=0.020 Acc=0.96 ---627211.57 ms/batch
Step 00071300 L_out=0.058 Acc=0.92 ---685313.93 ms/batch
Step 00071350 L_out=0.108 Acc=0.90 ---741798.20 ms/batch
Round 5 | epoch=16, train costTime=763.4219110012054, | total_activation_sum=11669445
Round 5 | epoch=17, current m_iou=0.6823888470017656
Round 5 | Best m_IoU is: 0.694, OA is: 0.921 | val costTime=253.38254737854004
Round 5 | ****EPOCH 17****
Step 00071400 L_out=0.045 Acc=0.90 ---35925.86 ms/batch
Step 00071450 L_out=0.021 Acc=0.93 ---92562.03 ms/batch
Step 00071500 L_out=0.053 Acc=0.95 ---145905.16 ms/batch
Step 00071550 L_out=0.085 Acc=0.92 ---191871.42 ms/batch
Step 00071600 L_out=0.050 Acc=0.91 ---239418.25 ms/batch
Step 00071650 L_out=0.062 Acc=0.90 ---283303.39 ms/batch
Step 00071700 L_out=0.061 Acc=0.93 ---329054.01 ms/batch
Step 00071750 L_out=0.100 Acc=0.93 ---375910.92 ms/batch
Step 00071800 L_out=0.030 Acc=0.94 ---421499.70 ms/batch
Step 00071850 L_out=0.043 Acc=0.94 ---467042.97 ms/batch
Step 00071900 L_out=0.031 Acc=0.90 ---513737.93 ms/batch
Step 00071950 L_out=0.145 Acc=0.89 ---560151.63 ms/batch
Step 00072000 L_out=0.045 Acc=0.97 ---606621.68 ms/batch
Round 5 | epoch=17, train costTime=639.8778612613678, | total_activation_sum=11693731
Round 5 | epoch=18, current m_iou=0.6799357299591992
Round 5 | Best m_IoU is: 0.694, OA is: 0.921 | val costTime=206.59660053253174
Round 5 | ****EPOCH 18****
Step 00072050 L_out=0.053 Acc=0.92 ---13198.68 ms/batch
Step 00072100 L_out=0.047 Acc=0.89 ---58538.97 ms/batch
Step 00072150 L_out=0.166 Acc=0.89 ---104535.77 ms/batch
Step 00072200 L_out=0.057 Acc=0.86 ---150733.23 ms/batch
Step 00072250 L_out=0.052 Acc=0.81 ---197200.65 ms/batch
Step 00072300 L_out=0.133 Acc=0.94 ---244262.32 ms/batch
Step 00072350 L_out=0.031 Acc=0.91 ---292902.44 ms/batch
Step 00072400 L_out=0.171 Acc=0.71 ---342463.81 ms/batch
Step 00072450 L_out=0.126 Acc=0.90 ---392066.30 ms/batch
Step 00072500 L_out=0.045 Acc=0.95 ---442345.75 ms/batch
Step 00072550 L_out=0.028 Acc=0.90 ---491158.99 ms/batch
Step 00072600 L_out=0.089 Acc=0.89 ---541450.63 ms/batch
Step 00072650 L_out=0.041 Acc=0.96 ---589617.22 ms/batch
Step 00072700 L_out=0.068 Acc=0.93 ---638417.22 ms/batch
Round 5 | epoch=18, train costTime=641.2380790710449, | total_activation_sum=11682101
Round 5 | epoch=19, current m_iou=0.6789239480791847
Round 5 | Best m_IoU is: 0.694, OA is: 0.921 | val costTime=218.58173966407776
Round 5 | ****EPOCH 19****
Step 00072750 L_out=0.033 Acc=0.85 ---47346.33 ms/batch
Step 00072800 L_out=0.072 Acc=0.93 ---95338.60 ms/batch
Step 00072850 L_out=0.102 Acc=0.93 ---143669.58 ms/batch
Step 00072900 L_out=0.081 Acc=0.91 ---199767.36 ms/batch
Step 00072950 L_out=0.127 Acc=0.90 ---257958.63 ms/batch
Step 00073000 L_out=0.031 Acc=0.93 ---315875.32 ms/batch
Step 00073050 L_out=0.010 Acc=0.96 ---373082.95 ms/batch
Step 00073100 L_out=0.067 Acc=0.85 ---429758.43 ms/batch
Step 00073150 L_out=0.026 Acc=0.92 ---483799.00 ms/batch
Step 00073200 L_out=0.088 Acc=0.89 ---532094.50 ms/batch
Step 00073250 L_out=0.028 Acc=0.95 ---581338.78 ms/batch
Step 00073300 L_out=0.061 Acc=0.91 ---629133.22 ms/batch
Step 00073350 L_out=0.016 Acc=0.92 ---676570.72 ms/batch
Round 5 | epoch=19, train costTime=695.8221664428711, | total_activation_sum=11651273
Round 5 | epoch=20, current m_iou=0.6806147799024429
Round 5 | Best m_IoU is: 0.694, OA is: 0.921 | val costTime=215.85816836357117
Round 5 | ****EPOCH 20****
Step 00073400 L_out=0.044 Acc=0.89 ---25901.13 ms/batch
Step 00073450 L_out=0.069 Acc=0.93 ---64883.15 ms/batch
Step 00073500 L_out=0.084 Acc=0.92 ---105603.93 ms/batch
Step 00073550 L_out=0.044 Acc=0.93 ---152917.83 ms/batch
Step 00073600 L_out=0.093 Acc=0.87 ---200221.23 ms/batch
Step 00073650 L_out=0.041 Acc=0.94 ---249700.93 ms/batch
Step 00073700 L_out=0.038 Acc=0.95 ---298317.60 ms/batch
Step 00073750 L_out=0.049 Acc=0.90 ---345903.02 ms/batch
Step 00073800 L_out=0.085 Acc=0.93 ---395000.48 ms/batch
Step 00073850 L_out=0.071 Acc=0.94 ---442900.51 ms/batch
Step 00073900 L_out=0.300 Acc=0.86 ---490823.31 ms/batch
Step 00073950 L_out=0.117 Acc=0.93 ---539098.72 ms/batch
Step 00074000 L_out=0.072 Acc=0.93 ---587306.79 ms/batch
Round 5 | epoch=20, train costTime=622.550327539444, | total_activation_sum=11683821
Round 5 | epoch=21, current m_iou=0.6832844938702364
Round 5 | Best m_IoU is: 0.694, OA is: 0.921 | val costTime=210.83290600776672
Round 5 | ****EPOCH 21****
Step 00074050 L_out=0.022 Acc=0.96 ---10433.18 ms/batch
Step 00074100 L_out=0.026 Acc=0.91 ---48925.25 ms/batch
Step 00074150 L_out=0.095 Acc=0.93 ---85659.74 ms/batch
Step 00074200 L_out=0.070 Acc=0.94 ---121582.30 ms/batch
Step 00074250 L_out=0.076 Acc=0.95 ---157120.51 ms/batch
Step 00074300 L_out=0.119 Acc=0.90 ---193261.02 ms/batch
Step 00074350 L_out=0.102 Acc=0.95 ---231874.88 ms/batch
Step 00074400 L_out=0.372 Acc=0.85 ---277724.18 ms/batch
Step 00074450 L_out=0.046 Acc=0.91 ---322954.25 ms/batch
Step 00074500 L_out=0.061 Acc=0.95 ---368684.07 ms/batch
Step 00074550 L_out=0.052 Acc=0.96 ---414862.51 ms/batch
Step 00074600 L_out=0.083 Acc=0.94 ---463573.46 ms/batch
Step 00074650 L_out=0.068 Acc=0.87 ---507486.73 ms/batch
Step 00074700 L_out=0.065 Acc=0.90 ---552846.39 ms/batch
Round 5 | epoch=21, train costTime=556.6702916622162, | total_activation_sum=11821876
Round 5 | epoch=22, current m_iou=0.6814990310422584
Round 5 | Best m_IoU is: 0.694, OA is: 0.921 | val costTime=217.69428992271423
Round 5 | ****EPOCH 22****
Step 00074750 L_out=0.016 Acc=0.96 ---43612.00 ms/batch
Step 00074800 L_out=0.056 Acc=0.92 ---91013.77 ms/batch
Step 00074850 L_out=0.087 Acc=0.88 ---138688.13 ms/batch
Step 00074900 L_out=0.094 Acc=0.84 ---187384.09 ms/batch
Step 00074950 L_out=0.049 Acc=0.93 ---237243.39 ms/batch
Step 00075000 L_out=0.107 Acc=0.87 ---285310.32 ms/batch
Step 00075050 L_out=0.086 Acc=0.94 ---334132.94 ms/batch
Step 00075100 L_out=0.062 Acc=0.84 ---383714.03 ms/batch
Step 00075150 L_out=0.019 Acc=0.94 ---431466.45 ms/batch
Step 00075200 L_out=0.026 Acc=0.96 ---479876.87 ms/batch
Step 00075250 L_out=0.077 Acc=0.89 ---527612.68 ms/batch
Step 00075300 L_out=0.065 Acc=0.94 ---575362.58 ms/batch
Step 00075350 L_out=0.031 Acc=0.92 ---623466.31 ms/batch
Round 5 | epoch=22, train costTime=644.3588109016418, | total_activation_sum=11785822
Round 5 | epoch=23, current m_iou=0.6830663076353651
Round 5 | Best m_IoU is: 0.694, OA is: 0.921 | val costTime=218.80759048461914
Round 5 | ****EPOCH 23****
Step 00075400 L_out=0.040 Acc=0.93 ---28417.93 ms/batch
Step 00075450 L_out=0.068 Acc=0.96 ---77844.68 ms/batch
Step 00075500 L_out=0.028 Acc=0.93 ---127286.67 ms/batch
Step 00075550 L_out=0.072 Acc=0.92 ---176090.94 ms/batch
Step 00075600 L_out=0.018 Acc=0.95 ---225177.87 ms/batch
Step 00075650 L_out=0.117 Acc=0.88 ---274605.33 ms/batch
Step 00075700 L_out=0.060 Acc=0.90 ---324457.21 ms/batch
Step 00075750 L_out=0.106 Acc=0.85 ---374321.35 ms/batch
Step 00075800 L_out=0.100 Acc=0.89 ---423093.18 ms/batch
Step 00075850 L_out=0.064 Acc=0.95 ---472847.97 ms/batch
Step 00075900 L_out=0.147 Acc=0.95 ---521653.65 ms/batch
Step 00075950 L_out=0.085 Acc=0.89 ---566932.30 ms/batch
Step 00076000 L_out=0.094 Acc=0.93 ---613233.27 ms/batch
Round 5 | epoch=23, train costTime=647.4209814071655, | total_activation_sum=11646121
Round 5 | epoch=24, current m_iou=0.6822050505604589
Round 5 | Best m_IoU is: 0.694, OA is: 0.921 | val costTime=205.42224025726318
Round 5 | ****EPOCH 24****
Step 00076050 L_out=0.016 Acc=0.94 ---11082.09 ms/batch
Step 00076100 L_out=0.036 Acc=0.89 ---56803.38 ms/batch
Step 00076150 L_out=0.059 Acc=0.92 ---103405.24 ms/batch
Step 00076200 L_out=0.774 Acc=0.86 ---151692.66 ms/batch
Step 00076250 L_out=0.079 Acc=0.86 ---201518.08 ms/batch
Step 00076300 L_out=0.027 Acc=0.92 ---253590.74 ms/batch
Step 00076350 L_out=0.016 Acc=0.95 ---305953.59 ms/batch
Step 00076400 L_out=0.077 Acc=0.78 ---358350.11 ms/batch
Step 00076450 L_out=0.141 Acc=0.89 ---411337.30 ms/batch
Step 00076500 L_out=0.098 Acc=0.92 ---465067.44 ms/batch
Step 00076550 L_out=0.018 Acc=0.95 ---517879.24 ms/batch
Step 00076600 L_out=0.063 Acc=0.90 ---571747.38 ms/batch
Step 00076650 L_out=0.071 Acc=0.93 ---624792.62 ms/batch
Step 00076700 L_out=0.132 Acc=0.93 ---678113.72 ms/batch
Round 5 | epoch=24, train costTime=683.7008891105652, | total_activation_sum=11690395
Round 5 | epoch=25, current m_iou=0.6832486786950952
Round 5 | Best m_IoU is: 0.694, OA is: 0.921 | val costTime=237.11882209777832
Round 5 | ****EPOCH 25****
Step 00076750 L_out=0.052 Acc=0.93 ---47954.17 ms/batch
Step 00076800 L_out=0.018 Acc=0.94 ---100677.20 ms/batch
Step 00076850 L_out=0.038 Acc=0.92 ---153508.35 ms/batch
Step 00076900 L_out=0.095 Acc=0.85 ---206918.28 ms/batch
Step 00076950 L_out=0.030 Acc=0.95 ---260354.06 ms/batch
Step 00077000 L_out=0.024 Acc=0.91 ---314263.79 ms/batch
Step 00077050 L_out=0.051 Acc=0.87 ---367457.55 ms/batch
Step 00077100 L_out=0.016 Acc=0.95 ---420760.38 ms/batch
Step 00077150 L_out=0.112 Acc=0.94 ---474079.49 ms/batch
Step 00077200 L_out=0.078 Acc=0.90 ---525815.09 ms/batch
Step 00077250 L_out=0.039 Acc=0.96 ---580317.86 ms/batch
Step 00077300 L_out=0.095 Acc=0.85 ---632151.10 ms/batch
Step 00077350 L_out=0.177 Acc=0.92 ---683618.10 ms/batch
Round 5 | epoch=25, train costTime=706.3299195766449, | total_activation_sum=11701545
Round 5 | epoch=26, current m_iou=0.6836492976644111
Round 5 | Best m_IoU is: 0.694, OA is: 0.921 | val costTime=231.12024593353271
Round 5 | ****EPOCH 26****
Step 00077400 L_out=0.094 Acc=0.92 ---26684.85 ms/batch
Step 00077450 L_out=0.053 Acc=0.95 ---76128.33 ms/batch
Step 00077500 L_out=0.082 Acc=0.92 ---124839.50 ms/batch
Step 00077550 L_out=0.027 Acc=0.93 ---174413.98 ms/batch
Step 00077600 L_out=0.012 Acc=0.96 ---224295.68 ms/batch
Step 00077650 L_out=0.087 Acc=0.89 ---272493.66 ms/batch
Step 00077700 L_out=0.012 Acc=0.98 ---321863.15 ms/batch
Step 00077750 L_out=0.031 Acc=0.94 ---371579.80 ms/batch
Step 00077800 L_out=0.130 Acc=0.88 ---422692.07 ms/batch
Step 00077850 L_out=0.050 Acc=0.88 ---471562.06 ms/batch
Step 00077900 L_out=0.035 Acc=0.95 ---519484.14 ms/batch
Step 00077950 L_out=0.063 Acc=0.90 ---569961.52 ms/batch
Step 00078000 L_out=0.150 Acc=0.89 ---623592.07 ms/batch
Round 5 | epoch=26, train costTime=665.0693411827087, | total_activation_sum=11703174
Round 5 | epoch=27, current m_iou=0.683321332380866
Round 5 | Best m_IoU is: 0.694, OA is: 0.921 | val costTime=225.68443727493286
Round 5 | ****EPOCH 27****
Step 00078050 L_out=0.108 Acc=0.92 ---12148.87 ms/batch
Step 00078100 L_out=0.106 Acc=0.92 ---64922.44 ms/batch
Step 00078150 L_out=0.046 Acc=0.93 ---115890.54 ms/batch
Step 00078200 L_out=0.049 Acc=0.95 ---165526.17 ms/batch
Step 00078250 L_out=0.065 Acc=0.90 ---214002.12 ms/batch
Step 00078300 L_out=0.042 Acc=0.91 ---265275.96 ms/batch
Step 00078350 L_out=0.037 Acc=0.96 ---317314.09 ms/batch
Step 00078400 L_out=0.010 Acc=0.94 ---370405.78 ms/batch
Step 00078450 L_out=0.075 Acc=0.95 ---420866.62 ms/batch
Step 00078500 L_out=0.082 Acc=0.87 ---471598.15 ms/batch
Step 00078550 L_out=0.026 Acc=0.94 ---520038.12 ms/batch
Step 00078600 L_out=0.096 Acc=0.92 ---571909.65 ms/batch
Step 00078650 L_out=0.104 Acc=0.89 ---624020.63 ms/batch
Step 00078700 L_out=0.007 Acc=0.95 ---677489.47 ms/batch
Round 5 | epoch=27, train costTime=683.7968080043793, | total_activation_sum=11668436
Round 5 | epoch=28, current m_iou=0.6842491119321579
Round 5 | Best m_IoU is: 0.694, OA is: 0.921 | val costTime=233.8076159954071
Round 5 | ****EPOCH 28****
