Round 2 | ****EPOCH 0****
Step 00000050 L_out=1.350 Acc=0.67 ---40629.30 ms/batch
Step 00000100 L_out=0.950 Acc=0.41 ---79080.41 ms/batch
Step 00000150 L_out=1.011 Acc=0.55 ---120695.35 ms/batch
Step 00000200 L_out=0.789 Acc=0.28 ---161482.16 ms/batch
Step 00000250 L_out=0.207 Acc=0.67 ---202601.52 ms/batch
Step 00000300 L_out=0.610 Acc=0.52 ---241184.84 ms/batch
Step 00000350 L_out=0.935 Acc=0.29 ---281076.15 ms/batch
Step 00000400 L_out=0.533 Acc=0.75 ---323484.38 ms/batch
Step 00000450 L_out=0.698 Acc=0.47 ---365622.29 ms/batch
Step 00000500 L_out=0.446 Acc=0.43 ---407079.11 ms/batch
Step 00000550 L_out=1.293 Acc=0.43 ---448849.76 ms/batch
Step 00000600 L_out=0.731 Acc=0.56 ---489253.23 ms/batch
Step 00000650 L_out=0.791 Acc=0.57 ---527159.04 ms/batch
Round 2 | epoch=0, train costTime=541.102861404419, | total_activation_sum=16138674
Round 2 | epoch=1, current m_iou=0.3096313900482274
Round 2 | Best m_IoU is: 0.310, OA is: 0.544 | val costTime=88.53640365600586
Round 2 | ****EPOCH 1****
Step 00000700 L_out=0.700 Acc=0.69 ---24958.51 ms/batch
Step 00000750 L_out=0.718 Acc=0.25 ---62195.45 ms/batch
Step 00000800 L_out=0.629 Acc=0.71 ---102729.53 ms/batch
Step 00000850 L_out=0.527 Acc=0.66 ---144143.46 ms/batch
Step 00000900 L_out=0.481 Acc=0.52 ---185264.35 ms/batch
Step 00000950 L_out=1.065 Acc=0.59 ---224126.48 ms/batch
Step 00001000 L_out=0.514 Acc=0.70 ---264480.62 ms/batch
Step 00001050 L_out=0.527 Acc=0.57 ---305111.50 ms/batch
Step 00001100 L_out=0.722 Acc=0.55 ---344909.33 ms/batch
Step 00001150 L_out=0.624 Acc=0.54 ---384154.91 ms/batch
Step 00001200 L_out=0.928 Acc=0.53 ---424821.99 ms/batch
Step 00001250 L_out=0.750 Acc=0.55 ---464689.58 ms/batch
Step 00001300 L_out=0.451 Acc=0.51 ---504502.69 ms/batch
Round 2 | epoch=1, train costTime=532.4366724491119, | total_activation_sum=15240572
Round 2 | epoch=2, current m_iou=0.4595365033467622
Round 2 | Best m_IoU is: 0.460, OA is: 0.779 | val costTime=90.95584893226624
Round 2 | ****EPOCH 2****
Step 00001350 L_out=0.613 Acc=0.70 ---12395.42 ms/batch
Step 00001400 L_out=0.652 Acc=0.57 ---51048.27 ms/batch
Step 00001450 L_out=0.923 Acc=0.37 ---92358.02 ms/batch
Step 00001500 L_out=0.488 Acc=0.66 ---132348.72 ms/batch
Step 00001550 L_out=0.213 Acc=0.49 ---173660.70 ms/batch
Step 00001600 L_out=0.439 Acc=0.84 ---215940.15 ms/batch
Step 00001650 L_out=0.347 Acc=0.59 ---255564.47 ms/batch
Step 00001700 L_out=0.541 Acc=0.63 ---297959.94 ms/batch
Step 00001750 L_out=0.518 Acc=0.76 ---339186.39 ms/batch
Step 00001800 L_out=1.116 Acc=0.63 ---380340.08 ms/batch
Step 00001850 L_out=0.620 Acc=0.77 ---419403.30 ms/batch
Step 00001900 L_out=1.178 Acc=0.51 ---457718.40 ms/batch
Step 00001950 L_out=0.428 Acc=0.60 ---496930.11 ms/batch
Step 00002000 L_out=0.263 Acc=0.60 ---539432.56 ms/batch
Round 2 | epoch=2, train costTime=540.329357624054, | total_activation_sum=15263968
Round 2 | epoch=3, current m_iou=0.44647860805938916
Round 2 | Best m_IoU is: 0.460, OA is: 0.779 | val costTime=93.76868104934692
Round 2 | ****EPOCH 3****
Step 00002050 L_out=0.630 Acc=0.55 ---37710.59 ms/batch
Step 00002100 L_out=0.383 Acc=0.67 ---77825.96 ms/batch
Step 00002150 L_out=0.549 Acc=0.68 ---118197.84 ms/batch
Step 00002200 L_out=0.731 Acc=0.77 ---159466.18 ms/batch
Step 00002250 L_out=0.346 Acc=0.83 ---197971.38 ms/batch
Step 00002300 L_out=0.618 Acc=0.69 ---238414.77 ms/batch
Step 00002350 L_out=0.513 Acc=0.76 ---278110.83 ms/batch
Step 00002400 L_out=0.845 Acc=0.72 ---319687.86 ms/batch
Step 00002450 L_out=0.490 Acc=0.40 ---361921.56 ms/batch
Step 00002500 L_out=1.032 Acc=0.71 ---401768.79 ms/batch
Step 00002550 L_out=1.620 Acc=0.62 ---442620.29 ms/batch
Step 00002600 L_out=0.583 Acc=0.65 ---484596.13 ms/batch
Step 00002650 L_out=0.531 Acc=0.74 ---524929.69 ms/batch
Round 2 | epoch=3, train costTime=540.2762098312378, | total_activation_sum=15250455
Round 2 | epoch=4, current m_iou=0.5140831726876658
Round 2 | Best m_IoU is: 0.514, OA is: 0.814 | val costTime=89.68537449836731
Round 2 | ****EPOCH 4****
Step 00002700 L_out=0.886 Acc=0.55 ---25146.83 ms/batch
Step 00002750 L_out=0.446 Acc=0.54 ---63283.54 ms/batch
Step 00002800 L_out=0.501 Acc=0.71 ---105677.90 ms/batch
Step 00002850 L_out=0.409 Acc=0.81 ---146352.22 ms/batch
Step 00002900 L_out=1.590 Acc=0.65 ---186910.00 ms/batch
Step 00002950 L_out=0.601 Acc=0.74 ---228206.94 ms/batch
Step 00003000 L_out=0.763 Acc=0.58 ---267663.76 ms/batch
Step 00003050 L_out=0.569 Acc=0.63 ---308469.75 ms/batch
Step 00003100 L_out=0.264 Acc=0.63 ---349950.87 ms/batch
Step 00003150 L_out=0.177 Acc=0.59 ---390714.84 ms/batch
Step 00003200 L_out=0.502 Acc=0.55 ---433436.52 ms/batch
Step 00003250 L_out=0.532 Acc=0.88 ---473708.70 ms/batch
Step 00003300 L_out=0.296 Acc=0.73 ---515174.44 ms/batch
Round 2 | epoch=4, train costTime=543.6050248146057, | total_activation_sum=15158430
Round 2 | epoch=5, current m_iou=0.4769988246418969
Round 2 | Best m_IoU is: 0.514, OA is: 0.814 | val costTime=92.45663952827454
Round 2 | ****EPOCH 5****
Step 00003350 L_out=0.517 Acc=0.83 ---10905.65 ms/batch
Step 00003400 L_out=0.885 Acc=0.60 ---47959.16 ms/batch
Step 00003450 L_out=0.577 Acc=0.77 ---87255.48 ms/batch
Step 00003500 L_out=0.571 Acc=0.61 ---128497.69 ms/batch
Step 00003550 L_out=0.238 Acc=0.89 ---167379.59 ms/batch
Step 00003600 L_out=0.293 Acc=0.75 ---205776.80 ms/batch
Step 00003650 L_out=0.508 Acc=0.74 ---245352.35 ms/batch
Step 00003700 L_out=0.308 Acc=0.78 ---285101.85 ms/batch
Step 00003750 L_out=0.464 Acc=0.71 ---324849.22 ms/batch
Step 00003800 L_out=0.588 Acc=0.73 ---365136.90 ms/batch
Step 00003850 L_out=0.297 Acc=0.57 ---404773.65 ms/batch
Step 00003900 L_out=0.194 Acc=0.63 ---445998.49 ms/batch
Step 00003950 L_out=0.429 Acc=0.83 ---489097.74 ms/batch
Step 00004000 L_out=0.368 Acc=0.87 ---530174.72 ms/batch
Round 2 | epoch=5, train costTime=531.8709754943848, | total_activation_sum=15254998
Round 2 | epoch=6, current m_iou=0.6064492178461844
Round 2 | Best m_IoU is: 0.606, OA is: 0.801 | val costTime=89.47841000556946
Round 2 | ****EPOCH 6****
Step 00004050 L_out=0.923 Acc=0.75 ---36766.73 ms/batch
Step 00004100 L_out=0.473 Acc=0.65 ---75607.22 ms/batch
Step 00004150 L_out=0.060 Acc=0.55 ---116292.43 ms/batch
Step 00004200 L_out=0.471 Acc=0.83 ---158311.72 ms/batch
Step 00004250 L_out=0.990 Acc=0.79 ---199535.91 ms/batch
Step 00004300 L_out=0.522 Acc=0.80 ---240554.36 ms/batch
Step 00004350 L_out=0.479 Acc=0.85 ---282182.35 ms/batch
Step 00004400 L_out=0.297 Acc=0.70 ---322400.05 ms/batch
Step 00004450 L_out=0.965 Acc=0.54 ---360750.50 ms/batch
Step 00004500 L_out=0.220 Acc=0.57 ---401142.90 ms/batch
Step 00004550 L_out=0.237 Acc=0.83 ---441377.32 ms/batch
Step 00004600 L_out=0.361 Acc=0.88 ---481770.08 ms/batch
Step 00004650 L_out=0.448 Acc=0.71 ---520551.17 ms/batch
Round 2 | epoch=6, train costTime=536.1650278568268, | total_activation_sum=15191426
Round 2 | epoch=7, current m_iou=0.6737552155430369
Round 2 | Best m_IoU is: 0.674, OA is: 0.845 | val costTime=89.36396265029907
Round 2 | ****EPOCH 7****
Step 00004700 L_out=0.699 Acc=0.64 ---24682.73 ms/batch
Step 00004750 L_out=0.343 Acc=0.71 ---63846.60 ms/batch
Step 00004800 L_out=0.277 Acc=0.83 ---105363.55 ms/batch
Step 00004850 L_out=0.205 Acc=0.74 ---147467.08 ms/batch
Step 00004900 L_out=0.403 Acc=0.72 ---188407.69 ms/batch
Step 00004950 L_out=0.772 Acc=0.60 ---228415.28 ms/batch
Step 00005000 L_out=0.351 Acc=0.84 ---267247.89 ms/batch
Step 00005050 L_out=0.401 Acc=0.70 ---306765.30 ms/batch
Step 00005100 L_out=0.354 Acc=0.78 ---344826.93 ms/batch
Step 00005150 L_out=0.720 Acc=0.76 ---383928.67 ms/batch
Step 00005200 L_out=0.454 Acc=0.76 ---426885.44 ms/batch
Step 00005250 L_out=0.303 Acc=0.58 ---467833.70 ms/batch
Step 00005300 L_out=0.776 Acc=0.54 ---507871.31 ms/batch
Round 2 | epoch=7, train costTime=536.334370136261, | total_activation_sum=15367852
Round 2 | epoch=8, current m_iou=0.679214422856499
Round 2 | Best m_IoU is: 0.679, OA is: 0.865 | val costTime=99.43461537361145
Round 2 | ****EPOCH 8****
Step 00005350 L_out=0.288 Acc=0.87 ---10609.34 ms/batch
Step 00005400 L_out=0.415 Acc=0.49 ---48550.43 ms/batch
Step 00005450 L_out=0.687 Acc=0.62 ---88480.53 ms/batch
Step 00005500 L_out=0.385 Acc=0.76 ---129038.89 ms/batch
Step 00005550 L_out=0.417 Acc=0.83 ---170692.04 ms/batch
Step 00005600 L_out=0.469 Acc=0.77 ---209293.19 ms/batch
Step 00005650 L_out=0.170 Acc=0.75 ---250740.35 ms/batch
Step 00005700 L_out=0.387 Acc=0.79 ---289128.41 ms/batch
Step 00005750 L_out=0.270 Acc=0.77 ---329083.32 ms/batch
Step 00005800 L_out=0.420 Acc=0.80 ---369282.01 ms/batch
Step 00005850 L_out=0.558 Acc=0.68 ---409294.56 ms/batch
Step 00005900 L_out=0.899 Acc=0.64 ---450316.06 ms/batch
Step 00005950 L_out=0.441 Acc=0.85 ---488321.47 ms/batch
Step 00006000 L_out=0.401 Acc=0.85 ---527091.58 ms/batch
Round 2 | epoch=8, train costTime=529.6031067371368, | total_activation_sum=15285580
Round 2 | epoch=9, current m_iou=0.6794017353175361
Round 2 | Best m_IoU is: 0.679, OA is: 0.859 | val costTime=89.21834802627563
Round 2 | ****EPOCH 9****
Step 00006050 L_out=0.572 Acc=0.58 ---35491.96 ms/batch
Step 00006100 L_out=0.667 Acc=0.70 ---75810.04 ms/batch
Step 00006150 L_out=0.701 Acc=0.77 ---117956.96 ms/batch
Step 00006200 L_out=0.144 Acc=0.88 ---158189.27 ms/batch
Step 00006250 L_out=0.512 Acc=0.83 ---198859.07 ms/batch
Step 00006300 L_out=0.522 Acc=0.87 ---238629.16 ms/batch
Step 00006350 L_out=0.160 Acc=0.75 ---279734.60 ms/batch
Step 00006400 L_out=0.226 Acc=0.73 ---320849.62 ms/batch
Step 00006450 L_out=0.565 Acc=0.84 ---360103.82 ms/batch
Step 00006500 L_out=0.647 Acc=0.62 ---402158.37 ms/batch
Step 00006550 L_out=0.672 Acc=0.69 ---444638.89 ms/batch
Step 00006600 L_out=0.109 Acc=0.79 ---486132.67 ms/batch
Step 00006650 L_out=0.538 Acc=0.81 ---526426.96 ms/batch
Round 2 | epoch=9, train costTime=543.1115517616272, | total_activation_sum=15305727
Round 2 | epoch=10, current m_iou=0.654967607219574
Round 2 | Best m_IoU is: 0.679, OA is: 0.859 | val costTime=96.94781732559204
Round 2 | ****EPOCH 10****
Step 00006700 L_out=0.366 Acc=0.87 ---22583.54 ms/batch
Step 00006750 L_out=0.557 Acc=0.67 ---61246.30 ms/batch
Step 00006800 L_out=0.253 Acc=0.85 ---100712.69 ms/batch
Step 00006850 L_out=0.427 Acc=0.82 ---142850.28 ms/batch
Step 00006900 L_out=0.138 Acc=0.83 ---183040.71 ms/batch
Step 00006950 L_out=0.159 Acc=0.49 ---224202.03 ms/batch
Step 00007000 L_out=0.390 Acc=0.76 ---265884.70 ms/batch
Step 00007050 L_out=0.216 Acc=0.92 ---307056.54 ms/batch
Step 00007100 L_out=0.354 Acc=0.69 ---348390.96 ms/batch
Step 00007150 L_out=0.273 Acc=0.90 ---387136.46 ms/batch
Step 00007200 L_out=0.202 Acc=0.89 ---427885.46 ms/batch
Step 00007250 L_out=0.158 Acc=0.76 ---469514.29 ms/batch
Step 00007300 L_out=0.521 Acc=0.90 ---510350.04 ms/batch
Round 2 | epoch=10, train costTime=539.4688501358032, | total_activation_sum=15407882
Round 2 | epoch=11, current m_iou=0.6942988006169317
Round 2 | Best m_IoU is: 0.694, OA is: 0.855 | val costTime=87.22847294807434
Round 2 | ****EPOCH 11****
Step 00007350 L_out=0.249 Acc=0.73 ---10407.67 ms/batch
Step 00007400 L_out=0.042 Acc=0.80 ---48800.89 ms/batch
Step 00007450 L_out=0.131 Acc=0.81 ---90448.06 ms/batch
Step 00007500 L_out=0.317 Acc=0.81 ---131625.21 ms/batch
Step 00007550 L_out=0.272 Acc=0.89 ---170993.34 ms/batch
Step 00007600 L_out=0.411 Acc=0.85 ---211997.12 ms/batch
Step 00007650 L_out=0.178 Acc=0.88 ---251171.27 ms/batch
Step 00007700 L_out=0.327 Acc=0.54 ---290113.01 ms/batch
Step 00007750 L_out=0.109 Acc=0.70 ---330813.88 ms/batch
Step 00007800 L_out=0.094 Acc=0.87 ---372107.97 ms/batch
Step 00007850 L_out=0.637 Acc=0.80 ---412815.53 ms/batch
Step 00007900 L_out=0.215 Acc=0.70 ---452866.80 ms/batch
Step 00007950 L_out=0.238 Acc=0.86 ---493015.31 ms/batch
Step 00008000 L_out=0.226 Acc=0.85 ---533905.19 ms/batch
Round 2 | epoch=11, train costTime=537.0806076526642, | total_activation_sum=15195102
Round 2 | epoch=12, current m_iou=0.6978180422101605
Round 2 | Best m_IoU is: 0.698, OA is: 0.866 | val costTime=89.2563111782074
Round 2 | ****EPOCH 12****
Step 00008050 L_out=0.272 Acc=0.83 ---34089.50 ms/batch
Step 00008100 L_out=0.152 Acc=0.89 ---74735.93 ms/batch
Step 00008150 L_out=0.313 Acc=0.75 ---116507.89 ms/batch
Step 00008200 L_out=0.357 Acc=0.78 ---156727.30 ms/batch
Step 00008250 L_out=0.240 Acc=0.75 ---196334.37 ms/batch
Step 00008300 L_out=0.269 Acc=0.65 ---237794.36 ms/batch
Step 00008350 L_out=0.494 Acc=0.83 ---278766.06 ms/batch
Step 00008400 L_out=0.315 Acc=0.83 ---320002.19 ms/batch
Step 00008450 L_out=0.347 Acc=0.89 ---360799.04 ms/batch
Step 00008500 L_out=0.243 Acc=0.79 ---402497.24 ms/batch
Step 00008550 L_out=0.367 Acc=0.88 ---443144.95 ms/batch
Step 00008600 L_out=0.894 Acc=0.72 ---485893.21 ms/batch
Step 00008650 L_out=0.284 Acc=0.77 ---527245.46 ms/batch
Round 2 | epoch=12, train costTime=543.9068374633789, | total_activation_sum=15204574
Round 2 | epoch=13, current m_iou=0.7020045358483143
Round 2 | Best m_IoU is: 0.702, OA is: 0.864 | val costTime=86.33925199508667
Round 2 | ****EPOCH 13****
Step 00008700 L_out=0.237 Acc=0.88 ---22493.45 ms/batch
Step 00008750 L_out=0.209 Acc=0.87 ---61719.80 ms/batch
Step 00008800 L_out=0.104 Acc=0.91 ---102375.24 ms/batch
Step 00008850 L_out=0.389 Acc=0.85 ---142082.21 ms/batch
Step 00008900 L_out=0.596 Acc=0.68 ---183560.67 ms/batch
Step 00008950 L_out=0.470 Acc=0.89 ---225631.58 ms/batch
Step 00009000 L_out=0.265 Acc=0.84 ---266920.33 ms/batch
Step 00009050 L_out=0.242 Acc=0.78 ---307793.48 ms/batch
Step 00009100 L_out=0.171 Acc=0.84 ---348897.69 ms/batch
Step 00009150 L_out=0.292 Acc=0.68 ---389710.37 ms/batch
Step 00009200 L_out=0.065 Acc=0.81 ---431417.60 ms/batch
Step 00009250 L_out=0.258 Acc=0.81 ---473360.42 ms/batch
Step 00009300 L_out=0.231 Acc=0.88 ---514371.96 ms/batch
Round 2 | epoch=13, train costTime=546.1820816993713, | total_activation_sum=15296355
Round 2 | epoch=14, current m_iou=0.722094645810656
Round 2 | Best m_IoU is: 0.722, OA is: 0.880 | val costTime=86.15556693077087
Round 2 | ****EPOCH 14****
Step 00009350 L_out=0.135 Acc=0.93 --- 9109.09 ms/batch
Step 00009400 L_out=0.472 Acc=0.78 ---48261.91 ms/batch
Step 00009450 L_out=0.400 Acc=0.82 ---87816.09 ms/batch
Step 00009500 L_out=0.277 Acc=0.88 ---129766.92 ms/batch
Step 00009550 L_out=0.168 Acc=0.86 ---171745.67 ms/batch
Step 00009600 L_out=0.187 Acc=0.87 ---212734.15 ms/batch
Step 00009650 L_out=0.149 Acc=0.89 ---254239.25 ms/batch
Step 00009700 L_out=0.212 Acc=0.89 ---294583.73 ms/batch
Step 00009750 L_out=0.377 Acc=0.84 ---336119.75 ms/batch
Step 00009800 L_out=0.252 Acc=0.78 ---377223.49 ms/batch
Step 00009850 L_out=1.061 Acc=0.79 ---418189.75 ms/batch
Step 00009900 L_out=0.535 Acc=0.81 ---457884.25 ms/batch
Step 00009950 L_out=0.154 Acc=0.82 ---498829.72 ms/batch
Step 00010000 L_out=0.169 Acc=0.87 ---538174.35 ms/batch
Round 2 | epoch=14, train costTime=541.7448885440826, | total_activation_sum=15292793
Round 2 | epoch=15, current m_iou=0.7399356566417963
Round 2 | Best m_IoU is: 0.740, OA is: 0.890 | val costTime=86.20009708404541
Round 2 | ****EPOCH 15****
Step 00010050 L_out=0.127 Acc=0.92 ---33240.86 ms/batch
Step 00010100 L_out=0.377 Acc=0.77 ---72241.54 ms/batch
Step 00010150 L_out=0.127 Acc=0.88 ---113414.76 ms/batch
Step 00010200 L_out=0.064 Acc=0.91 ---152594.01 ms/batch
Step 00010250 L_out=0.174 Acc=0.91 ---191859.82 ms/batch
Step 00010300 L_out=0.434 Acc=0.87 ---231497.37 ms/batch
Step 00010350 L_out=0.385 Acc=0.86 ---271144.62 ms/batch
Step 00010400 L_out=0.158 Acc=0.81 ---311765.68 ms/batch
Step 00010450 L_out=0.329 Acc=0.78 ---353437.25 ms/batch
Step 00010500 L_out=0.289 Acc=0.87 ---395823.22 ms/batch
Step 00010550 L_out=0.080 Acc=0.92 ---436600.56 ms/batch
Step 00010600 L_out=0.238 Acc=0.89 ---478800.51 ms/batch
Step 00010650 L_out=0.552 Acc=0.88 ---520492.21 ms/batch
Round 2 | epoch=15, train costTime=538.0340671539307, | total_activation_sum=15385340
Round 2 | epoch=16, current m_iou=0.7170139357169382
Round 2 | Best m_IoU is: 0.740, OA is: 0.890 | val costTime=96.74340057373047
Round 2 | ****EPOCH 16****
Step 00010700 L_out=0.227 Acc=0.74 ---21468.91 ms/batch
Step 00010750 L_out=0.115 Acc=0.87 ---60062.23 ms/batch
Step 00010800 L_out=0.120 Acc=0.85 ---101271.46 ms/batch
Step 00010850 L_out=0.218 Acc=0.85 ---140544.31 ms/batch
Step 00010900 L_out=0.655 Acc=0.87 ---180455.82 ms/batch
Step 00010950 L_out=0.083 Acc=0.94 ---220220.70 ms/batch
Step 00011000 L_out=0.401 Acc=0.81 ---261342.11 ms/batch
Step 00011050 L_out=0.282 Acc=0.85 ---302417.22 ms/batch
Step 00011100 L_out=0.341 Acc=0.90 ---342883.94 ms/batch
Step 00011150 L_out=0.435 Acc=0.78 ---385342.65 ms/batch
Step 00011200 L_out=0.262 Acc=0.82 ---428807.03 ms/batch
Step 00011250 L_out=0.240 Acc=0.86 ---470751.70 ms/batch
Step 00011300 L_out=0.127 Acc=0.91 ---513484.55 ms/batch
Round 2 | epoch=16, train costTime=545.710175037384, | total_activation_sum=15243044
Round 2 | epoch=17, current m_iou=0.7217432525752812
Round 2 | Best m_IoU is: 0.740, OA is: 0.890 | val costTime=87.41460752487183
Round 2 | ****EPOCH 17****
Step 00011350 L_out=0.627 Acc=0.85 --- 8402.87 ms/batch
Step 00011400 L_out=0.264 Acc=0.91 ---45718.60 ms/batch
Step 00011450 L_out=0.454 Acc=0.81 ---87213.29 ms/batch
Step 00011500 L_out=0.292 Acc=0.91 ---129104.17 ms/batch
Step 00011550 L_out=0.133 Acc=0.89 ---170690.50 ms/batch
Step 00011600 L_out=0.101 Acc=0.87 ---210580.49 ms/batch
Step 00011650 L_out=0.128 Acc=0.84 ---254201.00 ms/batch
Step 00011700 L_out=0.284 Acc=0.88 ---295091.77 ms/batch
Step 00011750 L_out=0.132 Acc=0.90 ---337003.64 ms/batch
Step 00011800 L_out=0.301 Acc=0.90 ---376777.94 ms/batch
Step 00011850 L_out=0.304 Acc=0.74 ---416804.25 ms/batch
Step 00011900 L_out=0.123 Acc=0.89 ---458434.84 ms/batch
Step 00011950 L_out=0.123 Acc=0.94 ---500975.81 ms/batch
Step 00012000 L_out=0.373 Acc=0.87 ---540386.23 ms/batch
Round 2 | epoch=17, train costTime=545.7137272357941, | total_activation_sum=15216310
Round 2 | epoch=18, current m_iou=0.7216764585573225
Round 2 | Best m_IoU is: 0.740, OA is: 0.890 | val costTime=89.39414763450623
Round 2 | ****EPOCH 18****
Step 00012050 L_out=0.123 Acc=0.84 ---32606.87 ms/batch
Step 00012100 L_out=0.353 Acc=0.82 ---71128.95 ms/batch
Step 00012150 L_out=0.298 Acc=0.75 ---111663.53 ms/batch
Step 00012200 L_out=0.341 Acc=0.83 ---152478.52 ms/batch
Step 00012250 L_out=0.207 Acc=0.93 ---194524.49 ms/batch
Step 00012300 L_out=0.084 Acc=0.89 ---235161.27 ms/batch
Step 00012350 L_out=0.107 Acc=0.86 ---275755.81 ms/batch
Step 00012400 L_out=0.136 Acc=0.91 ---315130.46 ms/batch
Step 00012450 L_out=0.355 Acc=0.80 ---356619.17 ms/batch
Step 00012500 L_out=0.231 Acc=0.78 ---396538.21 ms/batch
Step 00012550 L_out=0.176 Acc=0.83 ---438218.90 ms/batch
Step 00012600 L_out=0.252 Acc=0.80 ---479309.42 ms/batch
Step 00012650 L_out=0.219 Acc=0.91 ---519176.78 ms/batch
Round 2 | epoch=18, train costTime=537.8565883636475, | total_activation_sum=15263442
Round 2 | epoch=19, current m_iou=0.7413793009105285
Round 2 | Best m_IoU is: 0.741, OA is: 0.891 | val costTime=92.85083937644958
Round 2 | ****EPOCH 19****
Step 00012700 L_out=0.357 Acc=0.78 ---19749.10 ms/batch
Step 00012750 L_out=0.166 Acc=0.92 ---59704.21 ms/batch
Step 00012800 L_out=0.202 Acc=0.88 ---98774.61 ms/batch
Step 00012850 L_out=0.172 Acc=0.80 ---138964.82 ms/batch
Step 00012900 L_out=0.120 Acc=0.93 ---179394.86 ms/batch
Step 00012950 L_out=0.157 Acc=0.89 ---220099.40 ms/batch
Step 00013000 L_out=0.222 Acc=0.76 ---262036.30 ms/batch
Step 00013050 L_out=0.367 Acc=0.85 ---303794.92 ms/batch
Step 00013100 L_out=0.148 Acc=0.84 ---345148.86 ms/batch
Step 00013150 L_out=0.272 Acc=0.64 ---385969.94 ms/batch
Step 00013200 L_out=0.124 Acc=0.85 ---427361.04 ms/batch
Step 00013250 L_out=0.320 Acc=0.87 ---468121.74 ms/batch
Step 00013300 L_out=0.142 Acc=0.87 ---507634.31 ms/batch
Round 2 | epoch=19, train costTime=538.6036791801453, | total_activation_sum=15344906
Round 2 | epoch=20, current m_iou=0.7292553077368413
Round 2 | Best m_IoU is: 0.741, OA is: 0.891 | val costTime=89.81939649581909
Round 2 | ****EPOCH 20****
Step 00013350 L_out=0.076 Acc=0.90 --- 7223.40 ms/batch
Step 00013400 L_out=0.143 Acc=0.91 ---44351.73 ms/batch
Step 00013450 L_out=0.262 Acc=0.87 ---83883.41 ms/batch
Step 00013500 L_out=0.230 Acc=0.89 ---124666.08 ms/batch
Step 00013550 L_out=0.068 Acc=0.79 ---165217.80 ms/batch
Step 00013600 L_out=0.536 Acc=0.81 ---205235.94 ms/batch
Step 00013650 L_out=0.057 Acc=0.85 ---247101.89 ms/batch
Step 00013700 L_out=0.109 Acc=0.94 ---288582.91 ms/batch
Step 00013750 L_out=0.255 Acc=0.87 ---329394.75 ms/batch
Step 00013800 L_out=0.059 Acc=0.91 ---371058.74 ms/batch
Step 00013850 L_out=0.149 Acc=0.50 ---411681.64 ms/batch
Step 00013900 L_out=0.398 Acc=0.77 ---450433.97 ms/batch
Step 00013950 L_out=0.123 Acc=0.85 ---492064.43 ms/batch
Step 00014000 L_out=0.304 Acc=0.81 ---533313.78 ms/batch
Round 2 | epoch=20, train costTime=538.8167736530304, | total_activation_sum=15163459
Round 2 | epoch=21, current m_iou=0.7089112563208837
Round 2 | Best m_IoU is: 0.741, OA is: 0.891 | val costTime=89.90476369857788
Round 2 | ****EPOCH 21****
Step 00014050 L_out=0.311 Acc=0.88 ---33200.46 ms/batch
Step 00014100 L_out=0.132 Acc=0.90 ---67600.46 ms/batch
Step 00014150 L_out=0.254 Acc=0.87 ---106558.68 ms/batch
Step 00014200 L_out=0.236 Acc=0.82 ---147239.54 ms/batch
Step 00014250 L_out=0.081 Acc=0.87 ---187503.76 ms/batch
Step 00014300 L_out=0.104 Acc=0.90 ---228147.79 ms/batch
Step 00014350 L_out=0.240 Acc=0.78 ---268941.43 ms/batch
Step 00014400 L_out=0.450 Acc=0.85 ---311180.66 ms/batch
Step 00014450 L_out=0.255 Acc=0.86 ---351155.59 ms/batch
Step 00014500 L_out=0.260 Acc=0.73 ---390671.53 ms/batch
Step 00014550 L_out=0.089 Acc=0.90 ---428493.16 ms/batch
Step 00014600 L_out=0.176 Acc=0.96 ---468166.53 ms/batch
Step 00014650 L_out=0.125 Acc=0.83 ---506993.68 ms/batch
Round 2 | epoch=21, train costTime=526.3495132923126, | total_activation_sum=15372694
Round 2 | epoch=22, current m_iou=0.7181626175031958
Round 2 | Best m_IoU is: 0.741, OA is: 0.891 | val costTime=82.06364893913269
Round 2 | ****EPOCH 22****
Step 00014700 L_out=0.095 Acc=0.87 ---20260.31 ms/batch
Step 00014750 L_out=0.697 Acc=0.82 ---58891.94 ms/batch
Step 00014800 L_out=0.358 Acc=0.90 ---98765.71 ms/batch
Step 00014850 L_out=0.085 Acc=0.87 ---140664.59 ms/batch
Step 00014900 L_out=0.103 Acc=0.86 ---181823.13 ms/batch
Step 00014950 L_out=0.673 Acc=0.85 ---220544.88 ms/batch
Step 00015000 L_out=0.146 Acc=0.84 ---260837.24 ms/batch
Step 00015050 L_out=0.309 Acc=0.88 ---302735.74 ms/batch
Step 00015100 L_out=0.496 Acc=0.79 ---344584.53 ms/batch
Step 00015150 L_out=0.100 Acc=0.94 ---384987.45 ms/batch
Step 00015200 L_out=0.122 Acc=0.91 ---424763.85 ms/batch
Step 00015250 L_out=0.314 Acc=0.89 ---463916.37 ms/batch
Step 00015300 L_out=0.145 Acc=0.90 ---503545.55 ms/batch
Round 2 | epoch=22, train costTime=535.7221698760986, | total_activation_sum=15140494
Round 2 | epoch=23, current m_iou=0.7213252913305966
Round 2 | Best m_IoU is: 0.741, OA is: 0.891 | val costTime=80.79142594337463
Round 2 | ****EPOCH 23****
Step 00015350 L_out=0.385 Acc=0.89 --- 6458.36 ms/batch
Step 00015400 L_out=0.331 Acc=0.84 ---43628.05 ms/batch
Step 00015450 L_out=0.137 Acc=0.88 ---82276.87 ms/batch
Step 00015500 L_out=0.183 Acc=0.87 ---123273.47 ms/batch
Step 00015550 L_out=0.144 Acc=0.88 ---165084.38 ms/batch
Step 00015600 L_out=0.334 Acc=0.88 ---205289.22 ms/batch
Step 00015650 L_out=0.123 Acc=0.83 ---245290.68 ms/batch
Step 00015700 L_out=0.318 Acc=0.90 ---287917.17 ms/batch
Step 00015750 L_out=0.122 Acc=0.85 ---326845.12 ms/batch
Step 00015800 L_out=0.100 Acc=0.77 ---366634.40 ms/batch
Step 00015850 L_out=0.081 Acc=0.91 ---405712.03 ms/batch
Step 00015900 L_out=0.131 Acc=0.85 ---445482.47 ms/batch
Step 00015950 L_out=0.199 Acc=0.88 ---485302.16 ms/batch
Step 00016000 L_out=0.146 Acc=0.88 ---525320.03 ms/batch
Round 2 | epoch=23, train costTime=531.8699467182159, | total_activation_sum=15306604
Round 2 | epoch=24, current m_iou=0.7211737158955913
Round 2 | Best m_IoU is: 0.741, OA is: 0.891 | val costTime=81.76692819595337
Round 2 | ****EPOCH 24****
Step 00016050 L_out=0.210 Acc=0.85 ---32244.21 ms/batch
Step 00016100 L_out=0.282 Acc=0.86 ---69948.80 ms/batch
Step 00016150 L_out=0.234 Acc=0.88 ---108968.32 ms/batch
Step 00016200 L_out=0.384 Acc=0.77 ---151568.02 ms/batch
Step 00016250 L_out=0.202 Acc=0.51 ---192950.14 ms/batch
Step 00016300 L_out=0.189 Acc=0.83 ---234746.07 ms/batch
Step 00016350 L_out=0.238 Acc=0.91 ---275647.08 ms/batch
Step 00016400 L_out=0.156 Acc=0.86 ---316806.24 ms/batch
Step 00016450 L_out=0.197 Acc=0.83 ---356524.12 ms/batch
Step 00016500 L_out=0.150 Acc=0.86 ---396100.53 ms/batch
Step 00016550 L_out=0.232 Acc=0.78 ---437799.91 ms/batch
Step 00016600 L_out=0.240 Acc=0.90 ---480301.99 ms/batch
Step 00016650 L_out=0.303 Acc=0.81 ---521161.26 ms/batch
Round 2 | epoch=24, train costTime=540.7774262428284, | total_activation_sum=15225866
Round 2 | epoch=25, current m_iou=0.7215856404236802
Round 2 | Best m_IoU is: 0.741, OA is: 0.891 | val costTime=80.76334691047668
Round 2 | ****EPOCH 25****
Step 00016700 L_out=0.122 Acc=0.94 ---18627.45 ms/batch
Step 00016750 L_out=0.100 Acc=0.94 ---56237.30 ms/batch
Step 00016800 L_out=0.213 Acc=0.91 ---94212.95 ms/batch
Step 00016850 L_out=0.128 Acc=0.92 ---135517.52 ms/batch
Step 00016900 L_out=0.084 Acc=0.89 ---177255.87 ms/batch
Step 00016950 L_out=0.430 Acc=0.89 ---218679.27 ms/batch
Step 00017000 L_out=0.110 Acc=0.88 ---259497.07 ms/batch
Step 00017050 L_out=0.239 Acc=0.86 ---301960.14 ms/batch
Step 00017100 L_out=0.053 Acc=0.94 ---341695.46 ms/batch
Step 00017150 L_out=0.280 Acc=0.90 ---384739.19 ms/batch
Step 00017200 L_out=0.154 Acc=0.89 ---425071.09 ms/batch
Step 00017250 L_out=0.246 Acc=0.77 ---466280.61 ms/batch
Step 00017300 L_out=0.343 Acc=0.85 ---507114.78 ms/batch
Round 2 | epoch=25, train costTime=541.3581876754761, | total_activation_sum=15344436
Round 2 | epoch=26, current m_iou=0.7218655290263891
Round 2 | Best m_IoU is: 0.741, OA is: 0.891 | val costTime=82.00888013839722
Round 2 | ****EPOCH 26****
Step 00017350 L_out=0.133 Acc=0.90 --- 6220.60 ms/batch
Step 00017400 L_out=0.182 Acc=0.91 ---44887.77 ms/batch
Step 00017450 L_out=0.211 Acc=0.90 ---82483.58 ms/batch
Step 00017500 L_out=0.354 Acc=0.92 ---123142.30 ms/batch
Step 00017550 L_out=0.291 Acc=0.88 ---162427.73 ms/batch
Step 00017600 L_out=0.201 Acc=0.86 ---204204.75 ms/batch
Step 00017650 L_out=0.155 Acc=0.91 ---244926.64 ms/batch
Step 00017700 L_out=0.094 Acc=0.84 ---285625.44 ms/batch
Step 00017750 L_out=0.170 Acc=0.93 ---327355.54 ms/batch
Step 00017800 L_out=0.091 Acc=0.93 ---368669.91 ms/batch
Step 00017850 L_out=0.044 Acc=0.90 ---409184.59 ms/batch
Step 00017900 L_out=0.149 Acc=0.90 ---447946.04 ms/batch
Step 00017950 L_out=0.197 Acc=0.81 ---489135.10 ms/batch
Step 00018000 L_out=0.120 Acc=0.88 ---528783.45 ms/batch
Round 2 | epoch=26, train costTime=535.9636723995209, | total_activation_sum=15270719
Round 2 | epoch=27, current m_iou=0.7159379723096913
Round 2 | Best m_IoU is: 0.741, OA is: 0.891 | val costTime=81.38153529167175
Round 2 | ****EPOCH 27****
Step 00018050 L_out=0.095 Acc=0.88 ---31296.41 ms/batch
Step 00018100 L_out=0.184 Acc=0.87 ---69080.96 ms/batch
Step 00018150 L_out=0.341 Acc=0.92 ---107379.53 ms/batch
Step 00018200 L_out=0.225 Acc=0.90 ---147830.37 ms/batch
Step 00018250 L_out=0.088 Acc=0.94 ---190519.20 ms/batch
Step 00018300 L_out=0.157 Acc=0.87 ---231316.87 ms/batch
Step 00018350 L_out=0.233 Acc=0.86 ---271269.46 ms/batch
Step 00018400 L_out=0.139 Acc=0.85 ---313106.02 ms/batch
Step 00018450 L_out=0.184 Acc=0.86 ---353450.39 ms/batch
Step 00018500 L_out=0.195 Acc=0.80 ---391928.66 ms/batch
Step 00018550 L_out=0.249 Acc=0.79 ---433095.49 ms/batch
Step 00018600 L_out=0.114 Acc=0.88 ---473652.14 ms/batch
Step 00018650 L_out=0.337 Acc=0.89 ---514943.45 ms/batch
Round 2 | epoch=27, train costTime=537.0057992935181, | total_activation_sum=15383899
Round 2 | epoch=28, current m_iou=0.717442034034089
Round 2 | Best m_IoU is: 0.741, OA is: 0.891 | val costTime=84.49208569526672
Round 2 | ****EPOCH 28****
Step 00018700 L_out=0.569 Acc=0.65 ---17703.39 ms/batch
Step 00018750 L_out=0.175 Acc=0.85 ---55474.40 ms/batch
Step 00018800 L_out=0.190 Acc=0.86 ---93143.98 ms/batch
Step 00018850 L_out=0.032 Acc=0.92 ---135339.25 ms/batch
Step 00018900 L_out=0.392 Acc=0.80 ---174871.13 ms/batch
Step 00018950 L_out=0.163 Acc=0.77 ---216033.60 ms/batch
Step 00019000 L_out=0.136 Acc=0.91 ---256740.56 ms/batch
Step 00019050 L_out=0.210 Acc=0.87 ---296933.91 ms/batch
Step 00019100 L_out=0.138 Acc=0.90 ---336545.51 ms/batch
Step 00019150 L_out=0.454 Acc=0.86 ---378111.18 ms/batch
Step 00019200 L_out=0.090 Acc=0.80 ---418752.37 ms/batch
Step 00019250 L_out=0.153 Acc=0.93 ---459542.35 ms/batch
Step 00019300 L_out=0.240 Acc=0.81 ---498910.22 ms/batch
Round 2 | epoch=28, train costTime=533.1675217151642, | total_activation_sum=15201500
Round 2 | epoch=29, current m_iou=0.7371112045821062
Round 2 | Best m_IoU is: 0.741, OA is: 0.891 | val costTime=80.271155834198
Round 2 | ****EPOCH 29****
Step 00019350 L_out=0.109 Acc=0.90 --- 5758.07 ms/batch
Step 00019400 L_out=0.204 Acc=0.91 ---43877.78 ms/batch
Step 00019450 L_out=0.282 Acc=0.89 ---80869.60 ms/batch
Step 00019500 L_out=0.146 Acc=0.95 ---119459.55 ms/batch
Step 00019550 L_out=0.082 Acc=0.73 ---158274.77 ms/batch
Step 00019600 L_out=0.201 Acc=0.80 ---198685.33 ms/batch
Step 00019650 L_out=0.026 Acc=0.89 ---240084.77 ms/batch
Step 00019700 L_out=0.191 Acc=0.90 ---282485.78 ms/batch
Step 00019750 L_out=0.131 Acc=0.95 ---324274.95 ms/batch
Step 00019800 L_out=0.106 Acc=0.95 ---365783.70 ms/batch
Step 00019850 L_out=0.060 Acc=0.92 ---406705.43 ms/batch
Step 00019900 L_out=0.316 Acc=0.81 ---448478.03 ms/batch
Step 00019950 L_out=0.138 Acc=0.93 ---489425.51 ms/batch
Step 00020000 L_out=0.140 Acc=0.92 ---532362.55 ms/batch
Round 2 | epoch=29, train costTime=540.4225263595581, | total_activation_sum=15276363
Round 2 | epoch=30, current m_iou=0.7364425207295239
Round 2 | Best m_IoU is: 0.741, OA is: 0.891 | val costTime=88.45520615577698
Round 2 | ****EPOCH 30****
Round 3 | ****EPOCH 0****
Step 00020050 L_out=3.079 Acc=0.53 ---31990.88 ms/batch
Step 00020100 L_out=2.794 Acc=0.35 ---73423.17 ms/batch
Step 00020150 L_out=1.324 Acc=0.74 ---112449.45 ms/batch
Step 00020200 L_out=1.908 Acc=0.36 ---150064.38 ms/batch
Step 00020250 L_out=1.344 Acc=0.64 ---188875.28 ms/batch
Step 00020300 L_out=0.757 Acc=0.71 ---229066.97 ms/batch
Step 00020350 L_out=1.006 Acc=0.68 ---270622.69 ms/batch
Step 00020400 L_out=0.817 Acc=0.76 ---311137.92 ms/batch
Step 00020450 L_out=0.768 Acc=0.88 ---352185.85 ms/batch
Step 00020500 L_out=0.661 Acc=0.83 ---393280.27 ms/batch
Step 00020550 L_out=0.685 Acc=0.85 ---432687.49 ms/batch
Step 00020600 L_out=0.799 Acc=0.62 ---473023.20 ms/batch
Step 00020650 L_out=1.252 Acc=0.80 ---514484.65 ms/batch
Round 3 | epoch=0, train costTime=536.4830207824707, | total_activation_sum=26018413
Round 3 | epoch=1, current m_iou=0.5745440082806453
Round 3 | Best m_IoU is: 0.575, OA is: 0.734 | val costTime=80.77029752731323
Round 3 | ****EPOCH 1****
Step 00020700 L_out=0.504 Acc=0.90 ---18880.87 ms/batch
Step 00020750 L_out=1.019 Acc=0.79 ---57504.17 ms/batch
Step 00020800 L_out=0.265 Acc=0.85 ---98859.27 ms/batch
Step 00020850 L_out=1.364 Acc=0.72 ---135393.20 ms/batch
Step 00020900 L_out=0.791 Acc=0.88 ---173446.31 ms/batch
Step 00020950 L_out=0.461 Acc=0.84 ---214358.26 ms/batch
Step 00021000 L_out=1.162 Acc=0.74 ---255197.54 ms/batch
Step 00021050 L_out=0.346 Acc=0.83 ---297095.94 ms/batch
Step 00021100 L_out=0.767 Acc=0.74 ---338509.41 ms/batch
Step 00021150 L_out=0.734 Acc=0.82 ---379559.97 ms/batch
Step 00021200 L_out=1.454 Acc=0.74 ---420740.98 ms/batch
Step 00021250 L_out=0.717 Acc=0.88 ---462079.73 ms/batch
Step 00021300 L_out=1.290 Acc=0.73 ---503493.93 ms/batch
Round 3 | epoch=1, train costTime=539.5546491146088, | total_activation_sum=25679814
Round 3 | epoch=2, current m_iou=0.6997174944147577
Round 3 | Best m_IoU is: 0.700, OA is: 0.867 | val costTime=83.28972792625427
Round 3 | ****EPOCH 2****
Step 00021350 L_out=0.459 Acc=0.79 --- 4287.71 ms/batch
Step 00021400 L_out=0.186 Acc=0.84 ---44575.04 ms/batch
Step 00021450 L_out=0.760 Acc=0.66 ---84361.03 ms/batch
Step 00021500 L_out=1.877 Acc=0.70 ---121441.83 ms/batch
Step 00021550 L_out=0.561 Acc=0.84 ---158785.57 ms/batch
Step 00021600 L_out=0.634 Acc=0.78 ---198627.20 ms/batch
Step 00021650 L_out=0.264 Acc=0.88 ---237144.21 ms/batch
Step 00021700 L_out=1.897 Acc=0.82 ---278080.86 ms/batch
Step 00021750 L_out=0.885 Acc=0.79 ---316599.97 ms/batch
Step 00021800 L_out=0.855 Acc=0.79 ---356890.20 ms/batch
Step 00021850 L_out=0.319 Acc=0.90 ---397889.92 ms/batch
Step 00021900 L_out=0.446 Acc=0.90 ---438723.60 ms/batch
Step 00021950 L_out=1.065 Acc=0.63 ---480680.85 ms/batch
Step 00022000 L_out=0.590 Acc=0.75 ---521437.59 ms/batch
Round 3 | epoch=2, train costTime=530.3267753124237, | total_activation_sum=25646687
Round 3 | epoch=3, current m_iou=0.6835081869827724
Round 3 | Best m_IoU is: 0.700, OA is: 0.867 | val costTime=79.8374707698822
Round 3 | ****EPOCH 3****
Step 00022050 L_out=0.987 Acc=0.69 ---29374.40 ms/batch
Step 00022100 L_out=0.542 Acc=0.88 ---71375.47 ms/batch
Step 00022150 L_out=0.827 Acc=0.85 ---111756.35 ms/batch
Step 00022200 L_out=0.683 Acc=0.54 ---149702.45 ms/batch
Step 00022250 L_out=0.546 Acc=0.86 ---188932.79 ms/batch
Step 00022300 L_out=1.056 Acc=0.73 ---230285.34 ms/batch
Step 00022350 L_out=0.503 Acc=0.83 ---272391.26 ms/batch
Step 00022400 L_out=0.553 Acc=0.87 ---314162.05 ms/batch
Step 00022450 L_out=0.562 Acc=0.81 ---354646.40 ms/batch
Step 00022500 L_out=0.684 Acc=0.73 ---396451.13 ms/batch
Step 00022550 L_out=0.339 Acc=0.85 ---436539.15 ms/batch
Step 00022600 L_out=0.550 Acc=0.81 ---478158.33 ms/batch
Step 00022650 L_out=0.866 Acc=0.77 ---518086.88 ms/batch
Round 3 | epoch=3, train costTime=541.812703371048, | total_activation_sum=25711036
Round 3 | epoch=4, current m_iou=0.7222169611754052
Round 3 | Best m_IoU is: 0.722, OA is: 0.885 | val costTime=86.21043610572815
Round 3 | ****EPOCH 4****
Step 00022700 L_out=1.175 Acc=0.75 ---16383.73 ms/batch
Step 00022750 L_out=0.539 Acc=0.76 ---58547.89 ms/batch
Step 00022800 L_out=0.234 Acc=0.86 ---99305.69 ms/batch
Step 00022850 L_out=0.412 Acc=0.82 ---137045.93 ms/batch
Step 00022900 L_out=0.358 Acc=0.81 ---175590.38 ms/batch
Step 00022950 L_out=0.350 Acc=0.85 ---215631.23 ms/batch
Step 00023000 L_out=0.454 Acc=0.87 ---256126.60 ms/batch
Step 00023050 L_out=0.796 Acc=0.87 ---296809.27 ms/batch
Step 00023100 L_out=0.865 Acc=0.82 ---336473.87 ms/batch
Step 00023150 L_out=1.254 Acc=0.86 ---376856.33 ms/batch
Step 00023200 L_out=1.133 Acc=0.87 ---418332.39 ms/batch
Step 00023250 L_out=0.445 Acc=0.83 ---459238.34 ms/batch
Step 00023300 L_out=0.389 Acc=0.90 ---500863.70 ms/batch
Round 3 | epoch=4, train costTime=537.5018601417542, | total_activation_sum=25918255
Round 3 | epoch=5, current m_iou=0.7208841103302746
Round 3 | Best m_IoU is: 0.722, OA is: 0.885 | val costTime=83.74092435836792
Round 3 | ****EPOCH 5****
Step 00023350 L_out=0.298 Acc=0.86 --- 4352.14 ms/batch
Step 00023400 L_out=0.420 Acc=0.84 ---45567.90 ms/batch
Step 00023450 L_out=0.739 Acc=0.89 ---86830.12 ms/batch
Step 00023500 L_out=0.212 Acc=0.92 ---125232.08 ms/batch
Step 00023550 L_out=0.877 Acc=0.85 ---163612.12 ms/batch
Step 00023600 L_out=0.727 Acc=0.82 ---203248.29 ms/batch
Step 00023650 L_out=0.462 Acc=0.81 ---244359.58 ms/batch
Step 00023700 L_out=0.983 Acc=0.86 ---285612.46 ms/batch
Step 00023750 L_out=0.999 Acc=0.75 ---326024.38 ms/batch
Step 00023800 L_out=0.732 Acc=0.83 ---367321.20 ms/batch
Step 00023850 L_out=1.122 Acc=0.52 ---408112.76 ms/batch
Step 00023900 L_out=0.438 Acc=0.88 ---448009.42 ms/batch
Step 00023950 L_out=0.195 Acc=0.90 ---489468.64 ms/batch
Step 00024000 L_out=0.367 Acc=0.85 ---531034.95 ms/batch
Round 3 | epoch=5, train costTime=540.4317708015442, | total_activation_sum=25610049
Round 3 | epoch=6, current m_iou=0.63753084802652
Round 3 | Best m_IoU is: 0.722, OA is: 0.885 | val costTime=81.61607789993286
Round 3 | ****EPOCH 6****
Step 00024050 L_out=1.021 Acc=0.87 ---31718.86 ms/batch
Step 00024100 L_out=0.511 Acc=0.75 ---72013.47 ms/batch
Step 00024150 L_out=1.463 Acc=0.82 ---109998.20 ms/batch
Step 00024200 L_out=0.394 Acc=0.88 ---147384.16 ms/batch
Step 00024250 L_out=0.373 Acc=0.92 ---186455.66 ms/batch
Step 00024300 L_out=0.613 Acc=0.91 ---228096.65 ms/batch
Step 00024350 L_out=0.419 Acc=0.86 ---267098.83 ms/batch
Step 00024400 L_out=0.531 Acc=0.91 ---306600.84 ms/batch
Step 00024450 L_out=0.556 Acc=0.81 ---345167.79 ms/batch
Step 00024500 L_out=0.709 Acc=0.85 ---386281.31 ms/batch
Step 00024550 L_out=0.446 Acc=0.84 ---426054.31 ms/batch
Step 00024600 L_out=0.571 Acc=0.77 ---464816.46 ms/batch
Step 00024650 L_out=0.353 Acc=0.91 ---504606.62 ms/batch
Round 3 | epoch=6, train costTime=527.3885593414307, | total_activation_sum=25776888
Round 3 | epoch=7, current m_iou=0.728164290596687
Round 3 | Best m_IoU is: 0.728, OA is: 0.882 | val costTime=81.55306601524353
Round 3 | ****EPOCH 7****
Step 00024700 L_out=0.320 Acc=0.82 ---17827.19 ms/batch
Step 00024750 L_out=0.497 Acc=0.93 ---59408.83 ms/batch
Step 00024800 L_out=0.720 Acc=0.82 ---101115.05 ms/batch
Step 00024850 L_out=0.914 Acc=0.83 ---138496.76 ms/batch
Step 00024900 L_out=0.278 Acc=0.93 ---176236.24 ms/batch
Step 00024950 L_out=0.294 Acc=0.94 ---217263.83 ms/batch
Step 00025000 L_out=0.600 Acc=0.92 ---259703.35 ms/batch
Step 00025050 L_out=0.784 Acc=0.87 ---300899.99 ms/batch
Step 00025100 L_out=0.660 Acc=0.74 ---342975.49 ms/batch
Step 00025150 L_out=0.376 Acc=0.87 ---381571.10 ms/batch
Step 00025200 L_out=0.457 Acc=0.89 ---421870.60 ms/batch
Step 00025250 L_out=1.114 Acc=0.79 ---462468.61 ms/batch
Step 00025300 L_out=0.590 Acc=0.88 ---503451.01 ms/batch
Round 3 | epoch=7, train costTime=539.0880837440491, | total_activation_sum=25655293
Round 3 | epoch=8, current m_iou=0.6565303013733412
Round 3 | Best m_IoU is: 0.728, OA is: 0.882 | val costTime=87.23141241073608
Round 3 | ****EPOCH 8****
Step 00025350 L_out=0.357 Acc=0.87 --- 2844.79 ms/batch
Step 00025400 L_out=0.336 Acc=0.90 ---46405.87 ms/batch
Step 00025450 L_out=0.951 Acc=0.53 ---88653.27 ms/batch
Step 00025500 L_out=0.349 Acc=0.87 ---128519.84 ms/batch
Step 00025550 L_out=0.251 Acc=0.86 ---167761.33 ms/batch
Step 00025600 L_out=0.466 Acc=0.84 ---209263.63 ms/batch
Step 00025650 L_out=0.458 Acc=0.91 ---248839.15 ms/batch
Step 00025700 L_out=0.280 Acc=0.87 ---289425.88 ms/batch
Step 00025750 L_out=0.279 Acc=0.91 ---330443.90 ms/batch
Step 00025800 L_out=0.135 Acc=0.93 ---371840.66 ms/batch
Step 00025850 L_out=0.704 Acc=0.85 ---411249.32 ms/batch
Step 00025900 L_out=0.519 Acc=0.90 ---452208.49 ms/batch
Step 00025950 L_out=0.473 Acc=0.94 ---492808.94 ms/batch
Step 00026000 L_out=0.996 Acc=0.90 ---535541.72 ms/batch
Round 3 | epoch=8, train costTime=545.7546482086182, | total_activation_sum=25763948
Round 3 | epoch=9, current m_iou=0.7263781391062392
Round 3 | Best m_IoU is: 0.728, OA is: 0.882 | val costTime=77.69697570800781
Round 3 | ****EPOCH 9****
Step 00026050 L_out=0.579 Acc=0.89 ---30601.60 ms/batch
Step 00026100 L_out=0.452 Acc=0.89 ---73744.87 ms/batch
Step 00026150 L_out=0.414 Acc=0.78 ---112336.30 ms/batch
Step 00026200 L_out=0.255 Acc=0.93 ---151622.53 ms/batch
Step 00026250 L_out=0.380 Acc=0.84 ---189971.65 ms/batch
Step 00026300 L_out=0.144 Acc=0.96 ---229932.14 ms/batch
Step 00026350 L_out=0.352 Acc=0.82 ---269322.60 ms/batch
Step 00026400 L_out=0.418 Acc=0.92 ---308933.52 ms/batch
Step 00026450 L_out=0.245 Acc=0.93 ---348971.26 ms/batch
Step 00026500 L_out=0.400 Acc=0.88 ---390401.74 ms/batch
Step 00026550 L_out=0.289 Acc=0.81 ---431846.79 ms/batch
Step 00026600 L_out=0.310 Acc=0.89 ---473620.63 ms/batch
Step 00026650 L_out=0.542 Acc=0.86 ---513829.92 ms/batch
Round 3 | epoch=9, train costTime=538.5890057086945, | total_activation_sum=25617257
Round 3 | epoch=10, current m_iou=0.743998952245642
Round 3 | Best m_IoU is: 0.744, OA is: 0.893 | val costTime=85.64874529838562
Round 3 | ****EPOCH 10****
Step 00026700 L_out=0.398 Acc=0.85 ---16194.61 ms/batch
Step 00026750 L_out=0.124 Acc=0.82 ---57504.37 ms/batch
Step 00026800 L_out=0.181 Acc=0.93 ---97400.59 ms/batch
Step 00026850 L_out=0.515 Acc=0.86 ---135104.94 ms/batch
Step 00026900 L_out=0.387 Acc=0.86 ---173026.67 ms/batch
Step 00026950 L_out=0.518 Acc=0.90 ---214340.13 ms/batch
Step 00027000 L_out=0.502 Acc=0.92 ---255313.32 ms/batch
Step 00027050 L_out=0.603 Acc=0.79 ---295367.59 ms/batch
Step 00027100 L_out=0.373 Acc=0.80 ---337756.18 ms/batch
Step 00027150 L_out=0.887 Acc=0.94 ---379081.27 ms/batch
Step 00027200 L_out=0.379 Acc=0.92 ---419785.72 ms/batch
Step 00027250 L_out=0.764 Acc=0.88 ---460262.01 ms/batch
Step 00027300 L_out=0.656 Acc=0.91 ---500175.58 ms/batch
Round 3 | epoch=10, train costTime=537.318737745285, | total_activation_sum=25760252
Round 3 | epoch=11, current m_iou=0.7479646261897804
Round 3 | Best m_IoU is: 0.748, OA is: 0.910 | val costTime=84.13993382453918
Round 3 | ****EPOCH 11****
Step 00027350 L_out=0.256 Acc=0.91 --- 2568.36 ms/batch
Step 00027400 L_out=0.493 Acc=0.81 ---43195.60 ms/batch
Step 00027450 L_out=0.465 Acc=0.88 ---84763.13 ms/batch
Step 00027500 L_out=0.374 Acc=0.90 ---122706.36 ms/batch
Step 00027550 L_out=0.310 Acc=0.85 ---161358.95 ms/batch
Step 00027600 L_out=0.281 Acc=0.89 ---201364.32 ms/batch
Step 00027650 L_out=0.731 Acc=0.88 ---241127.38 ms/batch
Step 00027700 L_out=0.351 Acc=0.83 ---281173.71 ms/batch
Step 00027750 L_out=0.564 Acc=0.88 ---321671.43 ms/batch
Step 00027800 L_out=0.216 Acc=0.93 ---360778.04 ms/batch
Step 00027850 L_out=0.609 Acc=0.86 ---400351.60 ms/batch
Step 00027900 L_out=0.604 Acc=0.79 ---440741.54 ms/batch
Step 00027950 L_out=0.462 Acc=0.79 ---482830.01 ms/batch
Step 00028000 L_out=0.597 Acc=0.89 ---525318.45 ms/batch
Round 3 | epoch=11, train costTime=536.7788317203522, | total_activation_sum=25549487
Round 3 | epoch=12, current m_iou=0.7546743316075987
Round 3 | Best m_IoU is: 0.755, OA is: 0.917 | val costTime=87.87153625488281
Round 3 | ****EPOCH 12****
Step 00028050 L_out=0.496 Acc=0.92 ---30623.11 ms/batch
Step 00028100 L_out=0.188 Acc=0.91 ---71132.89 ms/batch
Step 00028150 L_out=0.383 Acc=0.92 ---109200.88 ms/batch
Step 00028200 L_out=0.318 Acc=0.86 ---148615.04 ms/batch
Step 00028250 L_out=0.266 Acc=0.90 ---188195.14 ms/batch
Step 00028300 L_out=0.117 Acc=0.91 ---228450.53 ms/batch
Step 00028350 L_out=0.255 Acc=0.90 ---269979.24 ms/batch
Step 00028400 L_out=0.400 Acc=0.88 ---307564.40 ms/batch
Step 00028450 L_out=0.397 Acc=0.91 ---344197.15 ms/batch
Step 00028500 L_out=0.575 Acc=0.87 ---379472.34 ms/batch
Step 00028550 L_out=0.251 Acc=0.92 ---415081.39 ms/batch
Step 00028600 L_out=0.259 Acc=0.85 ---453107.44 ms/batch
Step 00028650 L_out=0.372 Acc=0.83 ---491479.83 ms/batch
Round 3 | epoch=12, train costTime=514.5535135269165, | total_activation_sum=25873405
Round 3 | epoch=13, current m_iou=0.7488243224363957
Round 3 | Best m_IoU is: 0.755, OA is: 0.917 | val costTime=89.79430651664734
Round 3 | ****EPOCH 13****
Step 00028700 L_out=0.392 Acc=0.81 ---14483.32 ms/batch
Step 00028750 L_out=0.394 Acc=0.85 ---53120.02 ms/batch
Step 00028800 L_out=0.281 Acc=0.83 ---88953.84 ms/batch
Step 00028850 L_out=0.401 Acc=0.91 ---125626.49 ms/batch
Step 00028900 L_out=0.169 Acc=0.93 ---161529.34 ms/batch
Step 00028950 L_out=0.420 Acc=0.94 ---197907.26 ms/batch
Step 00029000 L_out=0.369 Acc=0.92 ---237172.23 ms/batch
Step 00029050 L_out=0.115 Acc=0.91 ---275829.82 ms/batch
Step 00029100 L_out=1.019 Acc=0.91 ---315842.72 ms/batch
Step 00029150 L_out=0.317 Acc=0.95 ---353439.05 ms/batch
Step 00029200 L_out=0.200 Acc=0.93 ---385987.46 ms/batch
Step 00029250 L_out=0.240 Acc=0.91 ---416825.72 ms/batch
Step 00029300 L_out=0.213 Acc=0.96 ---448313.35 ms/batch
Round 3 | epoch=13, train costTime=478.68970251083374, | total_activation_sum=25717933
Round 3 | epoch=14, current m_iou=0.7678614611685844
Round 3 | Best m_IoU is: 0.768, OA is: 0.911 | val costTime=70.08850455284119
Round 3 | ****EPOCH 14****
Step 00029350 L_out=0.835 Acc=0.89 --- 1071.88 ms/batch
Step 00029400 L_out=0.275 Acc=0.92 ---28345.40 ms/batch
Step 00029450 L_out=0.184 Acc=0.92 ---55823.33 ms/batch
Step 00029500 L_out=0.417 Acc=0.90 ---82763.05 ms/batch
Step 00029550 L_out=0.296 Acc=0.84 ---111429.00 ms/batch
Step 00029600 L_out=0.467 Acc=0.91 ---138246.17 ms/batch
Step 00029650 L_out=0.324 Acc=0.94 ---168305.57 ms/batch
Step 00029700 L_out=0.197 Acc=0.94 ---207376.30 ms/batch
Step 00029750 L_out=0.356 Acc=0.89 ---243278.33 ms/batch
Step 00029800 L_out=0.243 Acc=0.94 ---276260.04 ms/batch
Step 00029850 L_out=0.117 Acc=0.89 ---308787.62 ms/batch
Step 00029900 L_out=0.648 Acc=0.87 ---337377.79 ms/batch
Step 00029950 L_out=0.789 Acc=0.86 ---364386.95 ms/batch
Step 00030000 L_out=0.755 Acc=0.90 ---393594.25 ms/batch
Round 3 | epoch=14, train costTime=406.3223373889923, | total_activation_sum=25741579
Round 3 | epoch=15, current m_iou=0.7889632262603008
Round 3 | Best m_IoU is: 0.789, OA is: 0.931 | val costTime=88.37916374206543
Round 3 | ****EPOCH 15****
Step 00030050 L_out=0.182 Acc=0.94 ---27612.39 ms/batch
Step 00030100 L_out=0.155 Acc=0.96 ---67197.61 ms/batch
Step 00030150 L_out=0.327 Acc=0.90 ---105626.53 ms/batch
Step 00030200 L_out=0.472 Acc=0.85 ---142753.77 ms/batch
Step 00030250 L_out=0.295 Acc=0.94 ---175685.43 ms/batch
Step 00030300 L_out=0.243 Acc=0.88 ---206945.19 ms/batch
Step 00030350 L_out=0.307 Acc=0.83 ---238966.68 ms/batch
Step 00030400 L_out=0.270 Acc=0.96 ---271239.53 ms/batch
Step 00030450 L_out=0.379 Acc=0.82 ---302594.93 ms/batch
Step 00030500 L_out=0.381 Acc=0.93 ---333380.42 ms/batch
Step 00030550 L_out=0.137 Acc=0.95 ---363868.25 ms/batch
Step 00030600 L_out=0.286 Acc=0.93 ---395250.42 ms/batch
Step 00030650 L_out=0.436 Acc=0.91 ---428484.20 ms/batch
Round 3 | epoch=15, train costTime=448.6788640022278, | total_activation_sum=25759130
Round 3 | epoch=16, current m_iou=0.7963780191362669
Round 3 | Best m_IoU is: 0.796, OA is: 0.941 | val costTime=88.04202723503113
Round 3 | ****EPOCH 16****
Step 00030700 L_out=0.281 Acc=0.84 ---13108.17 ms/batch
Step 00030750 L_out=0.363 Acc=0.94 ---52855.12 ms/batch
Step 00030800 L_out=0.239 Acc=0.84 ---92023.24 ms/batch
Step 00030850 L_out=0.325 Acc=0.92 ---132893.18 ms/batch
Step 00030900 L_out=0.356 Acc=0.91 ---174892.65 ms/batch
Step 00030950 L_out=0.231 Acc=0.87 ---218938.59 ms/batch
Step 00031000 L_out=0.274 Acc=0.90 ---263655.21 ms/batch
Step 00031050 L_out=0.156 Acc=0.91 ---308598.71 ms/batch
Step 00031100 L_out=0.243 Acc=0.95 ---353246.50 ms/batch
Step 00031150 L_out=0.138 Acc=0.92 ---398606.26 ms/batch
Step 00031200 L_out=0.106 Acc=0.92 ---441622.52 ms/batch
Step 00031250 L_out=0.308 Acc=0.90 ---486733.56 ms/batch
Step 00031300 L_out=0.382 Acc=0.94 ---530027.79 ms/batch
Round 3 | epoch=16, train costTime=574.6875507831573, | total_activation_sum=25593981
Round 3 | epoch=17, current m_iou=0.7839027757110687
Round 3 | Best m_IoU is: 0.796, OA is: 0.941 | val costTime=104.25233197212219
Round 3 | ****EPOCH 17****
Step 00031350 L_out=0.275 Acc=0.93 ---  908.19 ms/batch
Step 00031400 L_out=0.762 Acc=0.86 ---46744.45 ms/batch
Step 00031450 L_out=0.183 Acc=0.90 ---91225.94 ms/batch
Step 00031500 L_out=0.258 Acc=0.86 ---133794.66 ms/batch
Step 00031550 L_out=0.163 Acc=0.89 ---176775.43 ms/batch
Step 00031600 L_out=0.453 Acc=0.91 ---220771.11 ms/batch
Step 00031650 L_out=0.307 Acc=0.92 ---264897.97 ms/batch
Step 00031700 L_out=0.155 Acc=0.84 ---309534.46 ms/batch
Step 00031750 L_out=0.051 Acc=0.94 ---354690.89 ms/batch
Step 00031800 L_out=0.317 Acc=0.94 ---398867.99 ms/batch
Step 00031850 L_out=0.354 Acc=0.92 ---442043.40 ms/batch
Step 00031900 L_out=0.232 Acc=0.89 ---487177.52 ms/batch
Step 00031950 L_out=0.411 Acc=0.92 ---531963.45 ms/batch
Step 00032000 L_out=0.268 Acc=0.90 ---575115.71 ms/batch
Round 3 | epoch=17, train costTime=588.7956671714783, | total_activation_sum=25850265
Round 3 | epoch=18, current m_iou=0.7642934941170054
Round 3 | Best m_IoU is: 0.796, OA is: 0.941 | val costTime=96.30405282974243
Round 3 | ****EPOCH 18****
Step 00032050 L_out=0.155 Acc=0.91 ---31202.03 ms/batch
Step 00032100 L_out=0.164 Acc=0.86 ---75318.87 ms/batch
Step 00032150 L_out=0.434 Acc=0.91 ---117367.13 ms/batch
Step 00032200 L_out=0.221 Acc=0.92 ---159785.81 ms/batch
Step 00032250 L_out=0.089 Acc=0.82 ---201514.90 ms/batch
Step 00032300 L_out=0.198 Acc=0.89 ---246320.10 ms/batch
Step 00032350 L_out=0.472 Acc=0.86 ---291080.13 ms/batch
Step 00032400 L_out=0.216 Acc=0.91 ---332087.24 ms/batch
Step 00032450 L_out=0.170 Acc=0.96 ---374156.24 ms/batch
Step 00032500 L_out=0.323 Acc=0.87 ---418154.21 ms/batch
Step 00032550 L_out=0.568 Acc=0.82 ---460684.76 ms/batch
Step 00032600 L_out=0.319 Acc=0.95 ---505281.72 ms/batch
Step 00032650 L_out=0.082 Acc=0.91 ---550026.95 ms/batch
Round 3 | epoch=18, train costTime=577.9132189750671, | total_activation_sum=25629204
Round 3 | epoch=19, current m_iou=0.7721022061551942
Round 3 | Best m_IoU is: 0.796, OA is: 0.941 | val costTime=102.45186734199524
Round 3 | ****EPOCH 19****
Step 00032700 L_out=0.496 Acc=0.93 ---14782.73 ms/batch
Step 00032750 L_out=0.278 Acc=0.80 ---59785.17 ms/batch
Step 00032800 L_out=0.233 Acc=0.94 ---104191.67 ms/batch
Step 00032850 L_out=0.133 Acc=0.94 ---147614.29 ms/batch
Step 00032900 L_out=0.328 Acc=0.92 ---191545.52 ms/batch
Step 00032950 L_out=0.234 Acc=0.90 ---234535.06 ms/batch
Step 00033000 L_out=0.362 Acc=0.86 ---272800.23 ms/batch
Step 00033050 L_out=0.070 Acc=0.91 ---317314.85 ms/batch
Step 00033100 L_out=0.432 Acc=0.89 ---363495.39 ms/batch
Step 00033150 L_out=0.581 Acc=0.86 ---411795.57 ms/batch
Step 00033200 L_out=1.695 Acc=0.85 ---461396.66 ms/batch
Step 00033250 L_out=0.136 Acc=0.90 ---509900.55 ms/batch
Step 00033300 L_out=0.771 Acc=0.76 ---556955.47 ms/batch
Step 00033350 L_out=0.129 Acc=0.94 ---604395.59 ms/batch
Round 3 | epoch=19, train costTime=604.3957200050354, | total_activation_sum=25730033
Round 3 | epoch=20, current m_iou=0.7680303654549131
Round 3 | Best m_IoU is: 0.796, OA is: 0.941 | val costTime=99.73227667808533
Round 3 | ****EPOCH 20****
Step 00033400 L_out=0.204 Acc=0.84 ---44444.60 ms/batch
Step 00033450 L_out=0.445 Acc=0.91 ---88267.43 ms/batch
Step 00033500 L_out=0.224 Acc=0.90 ---133752.44 ms/batch
Step 00033550 L_out=0.209 Acc=0.91 ---178533.88 ms/batch
Step 00033600 L_out=0.117 Acc=0.92 ---222446.53 ms/batch
Step 00033650 L_out=0.372 Acc=0.83 ---266598.45 ms/batch
Step 00033700 L_out=0.212 Acc=0.96 ---308090.38 ms/batch
Step 00033750 L_out=0.089 Acc=0.97 ---351989.82 ms/batch
Step 00033800 L_out=0.314 Acc=0.92 ---395644.98 ms/batch
Step 00033850 L_out=0.076 Acc=0.93 ---441544.02 ms/batch
Step 00033900 L_out=0.280 Acc=0.94 ---486603.07 ms/batch
Step 00033950 L_out=1.475 Acc=0.88 ---532823.37 ms/batch
Step 00034000 L_out=0.342 Acc=0.88 ---576490.40 ms/batch
Round 3 | epoch=20, train costTime=592.7008624076843, | total_activation_sum=25665159
Round 3 | epoch=21, current m_iou=0.792192821215753
Round 3 | Best m_IoU is: 0.796, OA is: 0.941 | val costTime=99.67860841751099
Round 3 | ****EPOCH 21****
Step 00034050 L_out=0.362 Acc=0.93 ---29464.65 ms/batch
Step 00034100 L_out=0.272 Acc=0.87 ---72471.26 ms/batch
Step 00034150 L_out=0.245 Acc=0.87 ---115190.17 ms/batch
Step 00034200 L_out=0.415 Acc=0.87 ---158849.67 ms/batch
Step 00034250 L_out=0.405 Acc=0.90 ---202783.69 ms/batch
Step 00034300 L_out=0.123 Acc=0.92 ---246411.66 ms/batch
Step 00034350 L_out=0.445 Acc=0.88 ---289372.50 ms/batch
Step 00034400 L_out=0.068 Acc=0.80 ---332298.20 ms/batch
Step 00034450 L_out=0.838 Acc=0.90 ---377067.40 ms/batch
Step 00034500 L_out=0.154 Acc=0.95 ---421212.73 ms/batch
Step 00034550 L_out=0.172 Acc=0.93 ---464444.54 ms/batch
Step 00034600 L_out=0.073 Acc=0.94 ---508641.38 ms/batch
Step 00034650 L_out=0.091 Acc=0.94 ---553517.43 ms/batch
Round 3 | epoch=21, train costTime=583.2442743778229, | total_activation_sum=25864670
Round 3 | epoch=22, current m_iou=0.7941048166040396
Round 3 | Best m_IoU is: 0.796, OA is: 0.941 | val costTime=108.82816934585571
Round 3 | ****EPOCH 22****
Step 00034700 L_out=0.288 Acc=0.92 ---14639.52 ms/batch
Step 00034750 L_out=0.318 Acc=0.91 ---56717.73 ms/batch
Step 00034800 L_out=0.301 Acc=0.91 ---100923.05 ms/batch
Step 00034850 L_out=0.313 Acc=0.94 ---144804.88 ms/batch
Step 00034900 L_out=0.171 Acc=0.94 ---187484.82 ms/batch
Step 00034950 L_out=0.229 Acc=0.83 ---228428.39 ms/batch
Step 00035000 L_out=0.372 Acc=0.90 ---269714.65 ms/batch
Step 00035050 L_out=0.439 Acc=0.96 ---313131.83 ms/batch
Step 00035100 L_out=0.456 Acc=0.92 ---357110.59 ms/batch
Step 00035150 L_out=0.359 Acc=0.88 ---400348.63 ms/batch
Step 00035200 L_out=0.540 Acc=0.89 ---444639.06 ms/batch
Step 00035250 L_out=0.538 Acc=0.90 ---489579.30 ms/batch
Step 00035300 L_out=0.391 Acc=0.95 ---529455.83 ms/batch
Step 00035350 L_out=0.207 Acc=0.96 ---564519.70 ms/batch
Round 3 | epoch=22, train costTime=565.2491381168365, | total_activation_sum=25803769
Round 3 | epoch=23, current m_iou=0.7804701332901054
Round 3 | Best m_IoU is: 0.796, OA is: 0.941 | val costTime=93.88528537750244
Round 3 | ****EPOCH 23****
Step 00035400 L_out=0.234 Acc=0.96 ---34579.29 ms/batch
Step 00035450 L_out=0.170 Acc=0.93 ---72373.87 ms/batch
Step 00035500 L_out=0.168 Acc=0.94 ---115101.52 ms/batch
Step 00035550 L_out=0.571 Acc=0.88 ---157529.98 ms/batch
Step 00035600 L_out=0.134 Acc=0.92 ---198741.91 ms/batch
Step 00035650 L_out=1.138 Acc=0.83 ---241506.63 ms/batch
Step 00035700 L_out=0.311 Acc=0.79 ---286671.55 ms/batch
Step 00035750 L_out=0.317 Acc=0.88 ---331475.65 ms/batch
Step 00035800 L_out=0.307 Acc=0.90 ---375494.14 ms/batch
Step 00035850 L_out=0.268 Acc=0.85 ---421603.04 ms/batch
Step 00035900 L_out=0.383 Acc=0.77 ---466391.39 ms/batch
Step 00035950 L_out=0.337 Acc=0.87 ---513705.30 ms/batch
Step 00036000 L_out=0.317 Acc=0.91 ---558555.00 ms/batch
Round 3 | epoch=23, train costTime=574.0418772697449, | total_activation_sum=25562788
Round 3 | epoch=24, current m_iou=0.7671403979947529
Round 3 | Best m_IoU is: 0.796, OA is: 0.941 | val costTime=101.54974269866943
Round 3 | ****EPOCH 24****
Step 00036050 L_out=0.349 Acc=0.91 ---28460.29 ms/batch
Step 00036100 L_out=0.212 Acc=0.94 ---70963.61 ms/batch
Step 00036150 L_out=0.114 Acc=0.91 ---115019.97 ms/batch
Step 00036200 L_out=0.436 Acc=0.88 ---158695.09 ms/batch
Step 00036250 L_out=0.468 Acc=0.84 ---203599.47 ms/batch
Step 00036300 L_out=0.354 Acc=0.90 ---248306.24 ms/batch
Step 00036350 L_out=0.315 Acc=0.93 ---293882.05 ms/batch
Step 00036400 L_out=0.240 Acc=0.84 ---338816.77 ms/batch
Step 00036450 L_out=0.152 Acc=0.91 ---381997.56 ms/batch
Step 00036500 L_out=0.233 Acc=0.88 ---424105.85 ms/batch
Step 00036550 L_out=0.296 Acc=0.85 ---462204.14 ms/batch
Step 00036600 L_out=0.765 Acc=0.77 ---499707.07 ms/batch
Step 00036650 L_out=0.325 Acc=0.93 ---539719.27 ms/batch
Round 3 | epoch=24, train costTime=567.9902241230011, | total_activation_sum=25664272
Round 3 | epoch=25, current m_iou=0.788952361105809
Round 3 | Best m_IoU is: 0.796, OA is: 0.941 | val costTime=92.56763768196106
Round 3 | ****EPOCH 25****
Step 00036700 L_out=0.286 Acc=0.92 ---12688.56 ms/batch
Step 00036750 L_out=0.234 Acc=0.94 ---52184.39 ms/batch
Step 00036800 L_out=0.606 Acc=0.89 ---91345.43 ms/batch
Step 00036850 L_out=0.593 Acc=0.87 ---131920.99 ms/batch
Step 00036900 L_out=0.025 Acc=0.90 ---171309.56 ms/batch
Step 00036950 L_out=0.341 Acc=0.93 ---210411.89 ms/batch
Step 00037000 L_out=0.215 Acc=0.86 ---250270.55 ms/batch
Step 00037050 L_out=0.602 Acc=0.86 ---291387.61 ms/batch
Step 00037100 L_out=0.268 Acc=0.93 ---329162.18 ms/batch
Step 00037150 L_out=0.113 Acc=0.90 ---366727.44 ms/batch
Step 00037200 L_out=0.364 Acc=0.95 ---405246.44 ms/batch
Step 00037250 L_out=0.166 Acc=0.91 ---448798.61 ms/batch
Step 00037300 L_out=0.218 Acc=0.90 ---489462.50 ms/batch
Step 00037350 L_out=0.515 Acc=0.86 ---529324.42 ms/batch
Round 3 | epoch=25, train costTime=530.7717931270599, | total_activation_sum=25798397
Round 3 | epoch=26, current m_iou=0.8011192778323037
Round 3 | Best m_IoU is: 0.801, OA is: 0.938 | val costTime=87.41238117218018
Round 3 | ****EPOCH 26****
Step 00037400 L_out=0.333 Acc=0.94 ---39031.75 ms/batch
Step 00037450 L_out=0.147 Acc=0.94 ---77199.65 ms/batch
Step 00037500 L_out=0.240 Acc=0.92 ---116841.24 ms/batch
Step 00037550 L_out=0.179 Acc=0.85 ---156306.68 ms/batch
Step 00037600 L_out=0.079 Acc=0.90 ---194544.76 ms/batch
Step 00037650 L_out=0.396 Acc=0.91 ---233423.70 ms/batch
Step 00037700 L_out=0.620 Acc=0.86 ---274384.32 ms/batch
Step 00037750 L_out=0.205 Acc=0.84 ---314272.25 ms/batch
Step 00037800 L_out=0.429 Acc=0.89 ---354454.92 ms/batch
Step 00037850 L_out=0.474 Acc=0.93 ---394625.28 ms/batch
Step 00037900 L_out=0.241 Acc=0.96 ---436465.55 ms/batch
Step 00037950 L_out=0.238 Acc=0.86 ---476691.42 ms/batch
Step 00038000 L_out=0.099 Acc=0.89 ---518680.72 ms/batch
Round 3 | epoch=26, train costTime=534.0581226348877, | total_activation_sum=25630672
Round 3 | epoch=27, current m_iou=0.7946676482243373
Round 3 | Best m_IoU is: 0.801, OA is: 0.938 | val costTime=86.54823327064514
Round 3 | ****EPOCH 27****
Step 00038050 L_out=0.206 Acc=0.94 ---24879.54 ms/batch
Step 00038100 L_out=0.459 Acc=0.91 ---64884.37 ms/batch
Step 00038150 L_out=0.211 Acc=0.94 ---107424.81 ms/batch
Step 00038200 L_out=0.382 Acc=0.95 ---147304.60 ms/batch
Step 00038250 L_out=0.444 Acc=0.93 ---186176.84 ms/batch
Step 00038300 L_out=0.315 Acc=0.86 ---225099.06 ms/batch
Step 00038350 L_out=0.224 Acc=0.95 ---265975.07 ms/batch
Step 00038400 L_out=0.160 Acc=0.96 ---307279.80 ms/batch
Step 00038450 L_out=0.223 Acc=0.95 ---346919.61 ms/batch
Step 00038500 L_out=0.259 Acc=0.91 ---387426.81 ms/batch
Step 00038550 L_out=0.342 Acc=0.93 ---428778.67 ms/batch
Step 00038600 L_out=0.530 Acc=0.90 ---469956.20 ms/batch
Step 00038650 L_out=0.232 Acc=0.96 ---514283.01 ms/batch
Round 3 | epoch=27, train costTime=544.8987762928009, | total_activation_sum=25806704
Round 3 | epoch=28, current m_iou=0.7907563113618774
Round 3 | Best m_IoU is: 0.801, OA is: 0.938 | val costTime=84.64027523994446
Round 3 | ****EPOCH 28****
Step 00038700 L_out=0.342 Acc=0.82 ---11828.88 ms/batch
Step 00038750 L_out=0.253 Acc=0.88 ---53101.39 ms/batch
Step 00038800 L_out=0.176 Acc=0.84 ---94572.17 ms/batch
Step 00038850 L_out=0.263 Acc=0.91 ---136561.89 ms/batch
Step 00038900 L_out=0.149 Acc=0.91 ---177138.57 ms/batch
Step 00038950 L_out=0.299 Acc=0.89 ---219680.16 ms/batch
Step 00039000 L_out=0.067 Acc=0.90 ---261331.78 ms/batch
Step 00039050 L_out=0.337 Acc=0.89 ---302741.31 ms/batch
Step 00039100 L_out=0.213 Acc=0.93 ---345600.37 ms/batch
Step 00039150 L_out=0.259 Acc=0.97 ---387834.67 ms/batch
Step 00039200 L_out=0.263 Acc=0.82 ---433053.99 ms/batch
Step 00039250 L_out=0.392 Acc=0.95 ---476420.74 ms/batch
Step 00039300 L_out=0.532 Acc=0.62 ---519314.79 ms/batch
Step 00039350 L_out=0.328 Acc=0.85 ---561975.68 ms/batch
Round 3 | epoch=28, train costTime=564.5124626159668, | total_activation_sum=25632705
Round 3 | epoch=29, current m_iou=0.809627300223695
Round 3 | Best m_IoU is: 0.810, OA is: 0.942 | val costTime=90.18938612937927
Round 3 | ****EPOCH 29****
Step 00039400 L_out=0.092 Acc=0.89 ---40325.43 ms/batch
Step 00039450 L_out=0.408 Acc=0.93 ---84060.23 ms/batch
Step 00039500 L_out=0.308 Acc=0.86 ---123689.18 ms/batch
Step 00039550 L_out=0.362 Acc=0.95 ---164966.84 ms/batch
Step 00039600 L_out=0.230 Acc=0.94 ---205241.31 ms/batch
Step 00039650 L_out=0.371 Acc=0.90 ---246582.50 ms/batch
Step 00039700 L_out=0.174 Acc=0.94 ---286674.18 ms/batch
Step 00039750 L_out=0.194 Acc=0.90 ---328736.69 ms/batch
Step 00039800 L_out=0.441 Acc=0.83 ---369267.41 ms/batch
Step 00039850 L_out=0.237 Acc=0.90 ---408160.02 ms/batch
Step 00039900 L_out=0.271 Acc=0.94 ---450443.09 ms/batch
Step 00039950 L_out=0.538 Acc=0.85 ---490814.99 ms/batch
Step 00040000 L_out=0.215 Acc=0.89 ---530289.48 ms/batch
Round 3 | epoch=29, train costTime=546.3425092697144, | total_activation_sum=25715129
Round 3 | epoch=30, current m_iou=0.8064422586811815
Round 3 | Best m_IoU is: 0.810, OA is: 0.942 | val costTime=89.9937596321106
Round 3 | ****EPOCH 30****
Round 4 | ****EPOCH 0****
Step 00040050 L_out=2.891 Acc=0.54 ---25054.18 ms/batch
Step 00040100 L_out=3.841 Acc=0.26 ---66090.17 ms/batch
Step 00040150 L_out=1.339 Acc=0.23 ---108129.69 ms/batch
Step 00040200 L_out=1.120 Acc=0.76 ---149331.02 ms/batch
Step 00040250 L_out=1.318 Acc=0.65 ---190042.13 ms/batch
Step 00040300 L_out=0.864 Acc=0.75 ---231758.72 ms/batch
Step 00040350 L_out=1.162 Acc=0.68 ---273401.09 ms/batch
Step 00040400 L_out=1.499 Acc=0.76 ---312976.08 ms/batch
Step 00040450 L_out=1.192 Acc=0.87 ---352398.59 ms/batch
Step 00040500 L_out=0.679 Acc=0.71 ---393361.95 ms/batch
Step 00040550 L_out=3.290 Acc=0.70 ---432682.35 ms/batch
Step 00040600 L_out=1.058 Acc=0.87 ---473071.74 ms/batch
Step 00040650 L_out=0.826 Acc=0.82 ---515898.21 ms/batch
Round 4 | epoch=0, train costTime=546.361629486084, | total_activation_sum=33487427
Round 4 | epoch=1, current m_iou=0.6107497121339855
Round 4 | Best m_IoU is: 0.611, OA is: 0.732 | val costTime=91.5803656578064
Round 4 | ****EPOCH 1****
Step 00040700 L_out=0.744 Acc=0.82 ---11126.34 ms/batch
Step 00040750 L_out=0.625 Acc=0.84 ---50663.69 ms/batch
Step 00040800 L_out=0.435 Acc=0.86 ---89961.93 ms/batch
Step 00040850 L_out=0.352 Acc=0.90 ---131302.23 ms/batch
Step 00040900 L_out=0.789 Acc=0.88 ---176556.43 ms/batch
Step 00040950 L_out=0.254 Acc=0.79 ---217665.96 ms/batch
Step 00041000 L_out=0.510 Acc=0.83 ---257645.18 ms/batch
Step 00041050 L_out=0.766 Acc=0.79 ---298021.20 ms/batch
Step 00041100 L_out=1.561 Acc=0.64 ---337799.65 ms/batch
Step 00041150 L_out=1.183 Acc=0.59 ---379050.24 ms/batch
Step 00041200 L_out=1.249 Acc=0.83 ---421435.64 ms/batch
Step 00041250 L_out=0.455 Acc=0.91 ---462986.38 ms/batch
Step 00041300 L_out=0.849 Acc=0.85 ---503945.44 ms/batch
Step 00041350 L_out=0.459 Acc=0.87 ---545420.16 ms/batch
Round 4 | epoch=1, train costTime=548.7912137508392, | total_activation_sum=33470488
Round 4 | epoch=2, current m_iou=0.7050642342133847
Round 4 | Best m_IoU is: 0.705, OA is: 0.898 | val costTime=89.63779711723328
Round 4 | ****EPOCH 2****
Step 00041400 L_out=0.377 Acc=0.92 ---38599.64 ms/batch
Step 00041450 L_out=0.407 Acc=0.84 ---84202.90 ms/batch
Step 00041500 L_out=1.323 Acc=0.81 ---126750.43 ms/batch
Step 00041550 L_out=0.936 Acc=0.89 ---168241.62 ms/batch
Step 00041600 L_out=0.959 Acc=0.84 ---210043.30 ms/batch
Step 00041650 L_out=0.624 Acc=0.89 ---250986.04 ms/batch
Step 00041700 L_out=0.581 Acc=0.94 ---290460.17 ms/batch
Step 00041750 L_out=0.498 Acc=0.85 ---330022.11 ms/batch
Step 00041800 L_out=0.613 Acc=0.88 ---369819.11 ms/batch
Step 00041850 L_out=0.819 Acc=0.95 ---409713.75 ms/batch
Step 00041900 L_out=0.517 Acc=0.92 ---451482.99 ms/batch
Step 00041950 L_out=1.110 Acc=0.84 ---492467.12 ms/batch
Step 00042000 L_out=0.646 Acc=0.86 ---532153.55 ms/batch
Round 4 | epoch=2, train costTime=549.244512796402, | total_activation_sum=33689862
Round 4 | epoch=3, current m_iou=0.575899032152529
Round 4 | Best m_IoU is: 0.705, OA is: 0.898 | val costTime=87.29668474197388
Round 4 | ****EPOCH 3****
Step 00042050 L_out=0.616 Acc=0.85 ---25241.60 ms/batch
Step 00042100 L_out=1.409 Acc=0.81 ---69763.11 ms/batch
Step 00042150 L_out=0.423 Acc=0.88 ---112696.32 ms/batch
Step 00042200 L_out=0.510 Acc=0.86 ---155176.74 ms/batch
Step 00042250 L_out=0.299 Acc=0.92 ---197972.99 ms/batch
Step 00042300 L_out=0.322 Acc=0.87 ---240037.48 ms/batch
Step 00042350 L_out=1.556 Acc=0.74 ---279940.18 ms/batch
Step 00042400 L_out=1.249 Acc=0.68 ---321037.36 ms/batch
Step 00042450 L_out=0.363 Acc=0.93 ---361910.15 ms/batch
Step 00042500 L_out=0.583 Acc=0.89 ---405437.40 ms/batch
Step 00042550 L_out=0.286 Acc=0.93 ---449086.27 ms/batch
Step 00042600 L_out=0.597 Acc=0.90 ---489411.68 ms/batch
Step 00042650 L_out=0.316 Acc=0.95 ---532869.96 ms/batch
Round 4 | epoch=3, train costTime=566.1522727012634, | total_activation_sum=33559267
Round 4 | epoch=4, current m_iou=0.7762992167964988
Round 4 | Best m_IoU is: 0.776, OA is: 0.921 | val costTime=92.19597864151001
Round 4 | ****EPOCH 4****
Step 00042700 L_out=0.197 Acc=0.95 --- 9266.43 ms/batch
Step 00042750 L_out=0.355 Acc=0.94 ---52550.52 ms/batch
Step 00042800 L_out=0.678 Acc=0.84 ---95663.34 ms/batch
Step 00042850 L_out=0.779 Acc=0.89 ---136175.93 ms/batch
Step 00042900 L_out=0.292 Acc=0.90 ---175897.22 ms/batch
Step 00042950 L_out=1.011 Acc=0.88 ---217656.77 ms/batch
Step 00043000 L_out=1.352 Acc=0.71 ---256021.62 ms/batch
Step 00043050 L_out=0.641 Acc=0.90 ---295029.31 ms/batch
Step 00043100 L_out=0.253 Acc=0.83 ---335109.54 ms/batch
Step 00043150 L_out=0.632 Acc=0.88 ---375695.38 ms/batch
Step 00043200 L_out=0.305 Acc=0.88 ---416235.66 ms/batch
Step 00043250 L_out=0.623 Acc=0.82 ---455535.57 ms/batch
Step 00043300 L_out=0.693 Acc=0.89 ---496036.77 ms/batch
Step 00043350 L_out=0.847 Acc=0.83 ---535804.09 ms/batch
Round 4 | epoch=4, train costTime=539.9796431064606, | total_activation_sum=33533431
Round 4 | epoch=5, current m_iou=0.7527780309640222
Round 4 | Best m_IoU is: 0.776, OA is: 0.921 | val costTime=92.32808232307434
Round 4 | ****EPOCH 5****
Step 00043400 L_out=0.621 Acc=0.90 ---36874.93 ms/batch
Step 00043450 L_out=0.337 Acc=0.96 ---77930.42 ms/batch
Step 00043500 L_out=0.523 Acc=0.91 ---119617.18 ms/batch
Step 00043550 L_out=0.451 Acc=0.91 ---161873.95 ms/batch
Step 00043600 L_out=0.207 Acc=0.90 ---203493.16 ms/batch
Step 00043650 L_out=0.656 Acc=0.81 ---243683.03 ms/batch
Step 00043700 L_out=0.402 Acc=0.90 ---282372.85 ms/batch
Step 00043750 L_out=0.860 Acc=0.78 ---322100.36 ms/batch
Step 00043800 L_out=0.509 Acc=0.92 ---361219.84 ms/batch
Step 00043850 L_out=0.416 Acc=0.90 ---402579.94 ms/batch
Step 00043900 L_out=0.757 Acc=0.88 ---445131.69 ms/batch
Step 00043950 L_out=0.185 Acc=0.94 ---485834.51 ms/batch
Step 00044000 L_out=0.183 Acc=0.85 ---527230.92 ms/batch
Round 4 | epoch=5, train costTime=545.1557409763336, | total_activation_sum=33497034
Round 4 | epoch=6, current m_iou=0.7805022921777158
Round 4 | Best m_IoU is: 0.781, OA is: 0.919 | val costTime=89.89614963531494
Round 4 | ****EPOCH 6****
Step 00044050 L_out=0.629 Acc=0.80 ---22529.70 ms/batch
Step 00044100 L_out=0.397 Acc=0.83 ---62580.22 ms/batch
Step 00044150 L_out=0.287 Acc=0.92 ---104194.33 ms/batch
Step 00044200 L_out=1.213 Acc=0.83 ---146288.86 ms/batch
Step 00044250 L_out=0.742 Acc=0.83 ---187272.26 ms/batch
Step 00044300 L_out=3.344 Acc=0.80 ---227501.92 ms/batch
Step 00044350 L_out=0.753 Acc=0.89 ---268335.37 ms/batch
Step 00044400 L_out=0.656 Acc=0.87 ---308377.72 ms/batch
Step 00044450 L_out=0.808 Acc=0.70 ---347746.31 ms/batch
Step 00044500 L_out=0.473 Acc=0.91 ---386191.93 ms/batch
Step 00044550 L_out=0.473 Acc=0.91 ---428310.43 ms/batch
Step 00044600 L_out=0.336 Acc=0.86 ---468069.11 ms/batch
Step 00044650 L_out=0.701 Acc=0.76 ---509947.84 ms/batch
Round 4 | epoch=6, train costTime=541.6785576343536, | total_activation_sum=33619258
Round 4 | epoch=7, current m_iou=0.8010460604438303
Round 4 | Best m_IoU is: 0.801, OA is: 0.935 | val costTime=88.33616495132446
Round 4 | ****EPOCH 7****
Step 00044700 L_out=0.351 Acc=0.89 --- 9387.25 ms/batch
Step 00044750 L_out=0.222 Acc=0.94 ---51497.11 ms/batch
Step 00044800 L_out=0.425 Acc=0.84 ---92256.68 ms/batch
Step 00044850 L_out=0.159 Acc=0.97 ---134459.47 ms/batch
Step 00044900 L_out=0.278 Acc=0.95 ---175249.57 ms/batch
Step 00044950 L_out=1.200 Acc=0.90 ---215676.63 ms/batch
Step 00045000 L_out=0.476 Acc=0.94 ---258264.03 ms/batch
Step 00045050 L_out=0.662 Acc=0.94 ---300197.37 ms/batch
Step 00045100 L_out=0.177 Acc=0.91 ---340253.35 ms/batch
Step 00045150 L_out=0.760 Acc=0.86 ---379757.89 ms/batch
Step 00045200 L_out=1.048 Acc=0.94 ---421023.52 ms/batch
Step 00045250 L_out=0.521 Acc=0.94 ---462253.26 ms/batch
Step 00045300 L_out=0.888 Acc=0.89 ---503278.32 ms/batch
Step 00045350 L_out=0.292 Acc=0.94 ---544429.67 ms/batch
Round 4 | epoch=7, train costTime=549.3734014034271, | total_activation_sum=33451565
Round 4 | epoch=8, current m_iou=0.7958210798885935
Round 4 | Best m_IoU is: 0.801, OA is: 0.935 | val costTime=89.38121819496155
Round 4 | ****EPOCH 8****
Step 00045400 L_out=0.307 Acc=0.90 ---36530.00 ms/batch
Step 00045450 L_out=0.447 Acc=0.93 ---77540.81 ms/batch
Step 00045500 L_out=0.995 Acc=0.87 ---118433.30 ms/batch
Step 00045550 L_out=1.062 Acc=0.83 ---159314.65 ms/batch
Step 00045600 L_out=0.493 Acc=0.92 ---199047.50 ms/batch
Step 00045650 L_out=0.423 Acc=0.90 ---239185.32 ms/batch
Step 00045700 L_out=0.434 Acc=0.77 ---280133.64 ms/batch
Step 00045750 L_out=0.551 Acc=0.88 ---318843.50 ms/batch
Step 00045800 L_out=0.322 Acc=0.89 ---359620.80 ms/batch
Step 00045850 L_out=0.250 Acc=0.96 ---397903.06 ms/batch
Step 00045900 L_out=0.556 Acc=0.90 ---438462.03 ms/batch
Step 00045950 L_out=1.168 Acc=0.91 ---480278.46 ms/batch
Step 00046000 L_out=0.332 Acc=0.92 ---518635.79 ms/batch
Round 4 | epoch=8, train costTime=535.7355606555939, | total_activation_sum=33779210
Round 4 | epoch=9, current m_iou=0.7995709773330428
Round 4 | Best m_IoU is: 0.801, OA is: 0.935 | val costTime=92.03030633926392
Round 4 | ****EPOCH 9****
Step 00046050 L_out=0.181 Acc=0.93 ---21610.60 ms/batch
Step 00046100 L_out=0.881 Acc=0.90 ---62649.86 ms/batch
Step 00046150 L_out=0.330 Acc=0.89 ---104058.59 ms/batch
Step 00046200 L_out=0.409 Acc=0.81 ---144980.98 ms/batch
Step 00046250 L_out=0.298 Acc=0.96 ---184909.35 ms/batch
Step 00046300 L_out=0.284 Acc=0.95 ---226285.45 ms/batch
Step 00046350 L_out=0.286 Acc=0.92 ---267952.34 ms/batch
Step 00046400 L_out=0.144 Acc=0.94 ---309626.38 ms/batch
Step 00046450 L_out=0.806 Acc=0.88 ---350132.66 ms/batch
Step 00046500 L_out=0.491 Acc=0.75 ---392571.38 ms/batch
Step 00046550 L_out=0.745 Acc=0.85 ---435320.32 ms/batch
Step 00046600 L_out=0.461 Acc=0.92 ---477624.00 ms/batch
Step 00046650 L_out=0.381 Acc=0.86 ---520743.40 ms/batch
Round 4 | epoch=9, train costTime=557.5937612056732, | total_activation_sum=33538315
Round 4 | epoch=10, current m_iou=0.8067381942539718
Round 4 | Best m_IoU is: 0.807, OA is: 0.932 | val costTime=92.77907705307007
Round 4 | ****EPOCH 10****
Step 00046700 L_out=0.449 Acc=0.91 --- 7862.38 ms/batch
Step 00046750 L_out=0.635 Acc=0.82 ---48860.66 ms/batch
Step 00046800 L_out=0.600 Acc=0.88 ---91066.09 ms/batch
Step 00046850 L_out=0.281 Acc=0.94 ---132764.37 ms/batch
Step 00046900 L_out=0.538 Acc=0.94 ---176287.09 ms/batch
Step 00046950 L_out=0.481 Acc=0.86 ---219647.87 ms/batch
Step 00047000 L_out=0.360 Acc=0.91 ---263170.31 ms/batch
Step 00047050 L_out=0.256 Acc=0.95 ---306822.62 ms/batch
Step 00047100 L_out=0.461 Acc=0.90 ---347504.04 ms/batch
Step 00047150 L_out=0.288 Acc=0.94 ---386515.90 ms/batch
Step 00047200 L_out=0.562 Acc=0.81 ---428673.26 ms/batch
Step 00047250 L_out=0.274 Acc=0.90 ---473271.88 ms/batch
Step 00047300 L_out=0.372 Acc=0.92 ---513765.77 ms/batch
Step 00047350 L_out=0.263 Acc=0.94 ---554463.72 ms/batch
Round 4 | epoch=10, train costTime=559.9575164318085, | total_activation_sum=33551606
Round 4 | epoch=11, current m_iou=0.7835284549956918
Round 4 | Best m_IoU is: 0.807, OA is: 0.932 | val costTime=83.95510029792786
Round 4 | ****EPOCH 11****
Step 00047400 L_out=0.258 Acc=0.91 ---34883.87 ms/batch
Step 00047450 L_out=0.609 Acc=0.87 ---74782.52 ms/batch
Step 00047500 L_out=0.237 Acc=0.92 ---116171.72 ms/batch
Step 00047550 L_out=0.550 Acc=0.93 ---159655.42 ms/batch
Step 00047600 L_out=5.975 Acc=0.85 ---200868.44 ms/batch
Step 00047650 L_out=0.777 Acc=0.90 ---240699.44 ms/batch
Step 00047700 L_out=1.217 Acc=0.87 ---281200.49 ms/batch
Step 00047750 L_out=0.463 Acc=0.92 ---322101.72 ms/batch
Step 00047800 L_out=0.157 Acc=0.89 ---362286.80 ms/batch
Step 00047850 L_out=0.353 Acc=0.94 ---401548.74 ms/batch
Step 00047900 L_out=0.407 Acc=0.93 ---443063.87 ms/batch
Step 00047950 L_out=0.522 Acc=0.89 ---483854.73 ms/batch
Step 00048000 L_out=0.578 Acc=0.90 ---527634.59 ms/batch
Round 4 | epoch=11, train costTime=547.262793302536, | total_activation_sum=33399386
Round 4 | epoch=12, current m_iou=0.8077990135372783
Round 4 | Best m_IoU is: 0.808, OA is: 0.938 | val costTime=85.88577771186829
Round 4 | ****EPOCH 12****
Step 00048050 L_out=0.354 Acc=0.90 ---21469.70 ms/batch
Step 00048100 L_out=1.071 Acc=0.74 ---63181.61 ms/batch
Step 00048150 L_out=0.894 Acc=0.77 ---104269.75 ms/batch
Step 00048200 L_out=0.201 Acc=0.91 ---147107.43 ms/batch
Step 00048250 L_out=0.615 Acc=0.91 ---187748.08 ms/batch
Step 00048300 L_out=0.361 Acc=0.94 ---229566.67 ms/batch
Step 00048350 L_out=0.620 Acc=0.96 ---271183.59 ms/batch
Step 00048400 L_out=0.715 Acc=0.91 ---310190.01 ms/batch
Step 00048450 L_out=0.167 Acc=0.96 ---349858.80 ms/batch
Step 00048500 L_out=0.212 Acc=0.95 ---389944.96 ms/batch
Step 00048550 L_out=0.448 Acc=0.96 ---428216.89 ms/batch
Step 00048600 L_out=0.555 Acc=0.92 ---469225.28 ms/batch
Step 00048650 L_out=0.539 Acc=0.91 ---513130.53 ms/batch
Round 4 | epoch=12, train costTime=545.9289293289185, | total_activation_sum=33752970
Round 4 | epoch=13, current m_iou=0.7835153470058736
Round 4 | Best m_IoU is: 0.808, OA is: 0.938 | val costTime=85.90600681304932
Round 4 | ****EPOCH 13****
Step 00048700 L_out=0.122 Acc=0.94 --- 6782.18 ms/batch
Step 00048750 L_out=0.943 Acc=0.92 ---48367.93 ms/batch
Step 00048800 L_out=0.634 Acc=0.91 ---90499.78 ms/batch
Step 00048850 L_out=0.366 Acc=0.90 ---132850.96 ms/batch
Step 00048900 L_out=0.070 Acc=0.90 ---173371.71 ms/batch
Step 00048950 L_out=0.197 Acc=0.94 ---215258.32 ms/batch
Step 00049000 L_out=0.451 Acc=0.95 ---258018.66 ms/batch
Step 00049050 L_out=0.413 Acc=0.89 ---299506.61 ms/batch
Step 00049100 L_out=0.487 Acc=0.91 ---340145.34 ms/batch
Step 00049150 L_out=0.336 Acc=0.96 ---379827.55 ms/batch
Step 00049200 L_out=0.555 Acc=0.93 ---423085.66 ms/batch
Step 00049250 L_out=0.201 Acc=0.95 ---463645.86 ms/batch
Step 00049300 L_out=0.475 Acc=0.93 ---504302.11 ms/batch
Step 00049350 L_out=0.305 Acc=0.91 ---545138.86 ms/batch
Round 4 | epoch=13, train costTime=551.7442560195923, | total_activation_sum=33651780
Round 4 | epoch=14, current m_iou=0.7974944889911884
Round 4 | Best m_IoU is: 0.808, OA is: 0.938 | val costTime=91.86283159255981
Round 4 | ****EPOCH 14****
Step 00049400 L_out=0.137 Acc=0.94 ---34821.73 ms/batch
Step 00049450 L_out=0.273 Acc=0.91 ---76217.27 ms/batch
Step 00049500 L_out=0.376 Acc=0.92 ---117460.57 ms/batch
Step 00049550 L_out=0.279 Acc=0.92 ---157855.38 ms/batch
Step 00049600 L_out=0.649 Acc=0.90 ---197544.30 ms/batch
Step 00049650 L_out=0.191 Acc=0.90 ---237180.30 ms/batch
Step 00049700 L_out=0.235 Acc=0.85 ---278816.43 ms/batch
Step 00049750 L_out=0.670 Acc=0.86 ---319492.98 ms/batch
Step 00049800 L_out=0.297 Acc=0.92 ---358649.49 ms/batch
Step 00049850 L_out=0.921 Acc=0.89 ---398684.07 ms/batch
Step 00049900 L_out=0.369 Acc=0.92 ---437863.36 ms/batch
Step 00049950 L_out=0.403 Acc=0.93 ---479601.92 ms/batch
Step 00050000 L_out=0.559 Acc=0.95 ---521039.20 ms/batch
Round 4 | epoch=14, train costTime=541.5326488018036, | total_activation_sum=33628401
Round 4 | epoch=15, current m_iou=0.8070650243323509
Round 4 | Best m_IoU is: 0.808, OA is: 0.938 | val costTime=95.51637554168701
Round 4 | ****EPOCH 15****
Step 00050050 L_out=0.140 Acc=0.98 ---20449.69 ms/batch
Step 00050100 L_out=0.374 Acc=0.93 ---58741.18 ms/batch
Step 00050150 L_out=0.349 Acc=0.93 ---99053.79 ms/batch
Step 00050200 L_out=0.359 Acc=0.95 ---137795.73 ms/batch
Step 00050250 L_out=0.289 Acc=0.92 ---176687.76 ms/batch
Step 00050300 L_out=0.355 Acc=0.97 ---218118.25 ms/batch
Step 00050350 L_out=0.463 Acc=0.81 ---259289.10 ms/batch
Step 00050400 L_out=0.201 Acc=0.95 ---300459.47 ms/batch
Step 00050450 L_out=0.484 Acc=0.95 ---341011.10 ms/batch
Step 00050500 L_out=0.561 Acc=0.90 ---380855.61 ms/batch
Step 00050550 L_out=0.738 Acc=0.87 ---420687.97 ms/batch
Step 00050600 L_out=0.351 Acc=0.93 ---460639.51 ms/batch
Step 00050650 L_out=0.607 Acc=0.93 ---503453.22 ms/batch
Round 4 | epoch=15, train costTime=538.2543656826019, | total_activation_sum=33558762
Round 4 | epoch=16, current m_iou=0.7891035183843903
Round 4 | Best m_IoU is: 0.808, OA is: 0.938 | val costTime=96.82140254974365
Round 4 | ****EPOCH 16****
Step 00050700 L_out=0.389 Acc=0.92 --- 6774.64 ms/batch
Step 00050750 L_out=0.430 Acc=0.84 ---48607.84 ms/batch
Step 00050800 L_out=0.149 Acc=0.89 ---90240.27 ms/batch
Step 00050850 L_out=1.041 Acc=0.91 ---132164.35 ms/batch
Step 00050900 L_out=0.296 Acc=0.94 ---174690.08 ms/batch
Step 00050950 L_out=0.516 Acc=0.93 ---215290.67 ms/batch
Step 00051000 L_out=0.367 Acc=0.93 ---258195.02 ms/batch
Step 00051050 L_out=0.146 Acc=0.98 ---301891.60 ms/batch
Step 00051100 L_out=0.272 Acc=0.93 ---343996.56 ms/batch
Step 00051150 L_out=0.520 Acc=0.93 ---385290.67 ms/batch
Step 00051200 L_out=0.403 Acc=0.93 ---427788.96 ms/batch
Step 00051250 L_out=0.319 Acc=0.85 ---468309.69 ms/batch
Step 00051300 L_out=0.212 Acc=0.92 ---510341.86 ms/batch
Step 00051350 L_out=0.494 Acc=0.87 ---554783.64 ms/batch
Round 4 | epoch=16, train costTime=562.7021024227142, | total_activation_sum=33596423
Round 4 | epoch=17, current m_iou=0.813936404918564
Round 4 | Best m_IoU is: 0.814, OA is: 0.950 | val costTime=94.82639741897583
Round 4 | ****EPOCH 17****
Step 00051400 L_out=0.300 Acc=0.93 ---33199.48 ms/batch
Step 00051450 L_out=0.501 Acc=0.88 ---72712.07 ms/batch
Step 00051500 L_out=0.610 Acc=0.60 ---114527.70 ms/batch
Step 00051550 L_out=0.488 Acc=0.89 ---155901.41 ms/batch
Step 00051600 L_out=0.595 Acc=0.89 ---197999.16 ms/batch
Step 00051650 L_out=0.530 Acc=0.93 ---236963.64 ms/batch
Step 00051700 L_out=0.213 Acc=0.91 ---278712.54 ms/batch
Step 00051750 L_out=0.321 Acc=0.96 ---320472.18 ms/batch
Step 00051800 L_out=0.308 Acc=0.95 ---359454.70 ms/batch
Step 00051850 L_out=0.868 Acc=0.91 ---400229.36 ms/batch
Step 00051900 L_out=0.082 Acc=0.93 ---434727.37 ms/batch
Step 00051950 L_out=0.113 Acc=0.95 ---469732.06 ms/batch
Step 00052000 L_out=0.444 Acc=0.94 ---511208.52 ms/batch
Round 4 | epoch=17, train costTime=532.3079493045807, | total_activation_sum=33493170
Round 4 | epoch=18, current m_iou=0.8180020999100441
Round 4 | Best m_IoU is: 0.818, OA is: 0.949 | val costTime=92.78382182121277
Round 4 | ****EPOCH 18****
Step 00052050 L_out=0.248 Acc=0.94 ---20196.34 ms/batch
Step 00052100 L_out=0.250 Acc=0.94 ---60316.22 ms/batch
Step 00052150 L_out=0.510 Acc=0.94 ---101194.75 ms/batch
Step 00052200 L_out=0.742 Acc=0.83 ---142426.78 ms/batch
Step 00052250 L_out=0.521 Acc=0.94 ---184748.42 ms/batch
Step 00052300 L_out=0.319 Acc=0.95 ---225467.37 ms/batch
Step 00052350 L_out=0.323 Acc=0.94 ---267276.55 ms/batch
Step 00052400 L_out=0.227 Acc=0.93 ---307255.73 ms/batch
Step 00052450 L_out=0.717 Acc=0.92 ---349962.35 ms/batch
Step 00052500 L_out=0.736 Acc=0.93 ---391243.42 ms/batch
Step 00052550 L_out=0.224 Acc=0.94 ---432434.11 ms/batch
Step 00052600 L_out=0.314 Acc=0.95 ---472628.82 ms/batch
Step 00052650 L_out=0.209 Acc=0.91 ---514118.68 ms/batch
Round 4 | epoch=18, train costTime=549.4314124584198, | total_activation_sum=33734642
Round 4 | epoch=19, current m_iou=0.8293021626062201
Round 4 | Best m_IoU is: 0.829, OA is: 0.953 | val costTime=92.88734364509583
Round 4 | ****EPOCH 19****
Step 00052700 L_out=0.463 Acc=0.93 --- 6093.42 ms/batch
Step 00052750 L_out=0.211 Acc=0.95 ---46629.15 ms/batch
Step 00052800 L_out=0.269 Acc=0.95 ---88053.29 ms/batch
Step 00052850 L_out=0.043 Acc=0.91 ---128290.63 ms/batch
Step 00052900 L_out=0.211 Acc=0.97 ---169186.72 ms/batch
Step 00052950 L_out=0.234 Acc=0.94 ---210863.28 ms/batch
Step 00053000 L_out=0.174 Acc=0.95 ---251661.83 ms/batch
Step 00053050 L_out=0.078 Acc=0.95 ---293410.68 ms/batch
Step 00053100 L_out=0.431 Acc=0.84 ---333079.18 ms/batch
Step 00053150 L_out=0.453 Acc=0.90 ---373958.64 ms/batch
Step 00053200 L_out=0.475 Acc=0.95 ---413239.67 ms/batch
Step 00053250 L_out=0.230 Acc=0.94 ---453173.33 ms/batch
Step 00053300 L_out=0.459 Acc=0.94 ---493571.08 ms/batch
Step 00053350 L_out=0.342 Acc=0.94 ---532727.65 ms/batch
Round 4 | epoch=19, train costTime=540.8909800052643, | total_activation_sum=33471666
Round 4 | epoch=20, current m_iou=0.8245167659240566
Round 4 | Best m_IoU is: 0.829, OA is: 0.953 | val costTime=94.82432579994202
Round 4 | ****EPOCH 20****
Step 00053400 L_out=0.351 Acc=0.95 ---33359.19 ms/batch
Step 00053450 L_out=0.307 Acc=0.94 ---73725.06 ms/batch
Step 00053500 L_out=0.335 Acc=0.97 ---114494.26 ms/batch
Step 00053550 L_out=0.275 Acc=0.94 ---151746.17 ms/batch
Step 00053600 L_out=0.515 Acc=0.85 ---192473.64 ms/batch
Step 00053650 L_out=0.316 Acc=0.87 ---233632.23 ms/batch
Step 00053700 L_out=0.640 Acc=0.91 ---273697.48 ms/batch
Step 00053750 L_out=0.196 Acc=0.97 ---315847.47 ms/batch
Step 00053800 L_out=0.843 Acc=0.84 ---357118.12 ms/batch
Step 00053850 L_out=0.380 Acc=0.95 ---396818.27 ms/batch
Step 00053900 L_out=0.273 Acc=0.88 ---436405.08 ms/batch
Step 00053950 L_out=0.298 Acc=0.90 ---478913.01 ms/batch
Step 00054000 L_out=0.801 Acc=0.88 ---520389.88 ms/batch
Round 4 | epoch=20, train costTime=542.604131937027, | total_activation_sum=33601774
Round 4 | epoch=21, current m_iou=0.8206268910386053
Round 4 | Best m_IoU is: 0.829, OA is: 0.953 | val costTime=88.85252070426941
Round 4 | ****EPOCH 21****
Step 00054050 L_out=0.647 Acc=0.94 ---20063.36 ms/batch
Step 00054100 L_out=0.134 Acc=0.93 ---58872.73 ms/batch
Step 00054150 L_out=0.148 Acc=0.94 ---100151.44 ms/batch
Step 00054200 L_out=0.354 Acc=0.92 ---141044.56 ms/batch
Step 00054250 L_out=0.213 Acc=0.95 ---179722.12 ms/batch
Step 00054300 L_out=0.432 Acc=0.81 ---219862.95 ms/batch
Step 00054350 L_out=0.157 Acc=0.97 ---259871.61 ms/batch
Step 00054400 L_out=0.382 Acc=0.90 ---300657.49 ms/batch
Step 00054450 L_out=0.264 Acc=0.93 ---341099.29 ms/batch
Step 00054500 L_out=0.184 Acc=0.92 ---381478.46 ms/batch
Step 00054550 L_out=0.732 Acc=0.94 ---421947.37 ms/batch
Step 00054600 L_out=0.327 Acc=0.95 ---462029.13 ms/batch
Step 00054650 L_out=0.147 Acc=0.95 ---501156.27 ms/batch
Round 4 | epoch=21, train costTime=538.6771202087402, | total_activation_sum=33567080
Round 4 | epoch=22, current m_iou=0.8487103096003646
Round 4 | Best m_IoU is: 0.849, OA is: 0.963 | val costTime=90.40542554855347
Round 4 | ****EPOCH 22****
Step 00054700 L_out=0.211 Acc=0.97 --- 4624.86 ms/batch
Step 00054750 L_out=0.307 Acc=0.90 ---45388.41 ms/batch
Step 00054800 L_out=0.912 Acc=0.81 ---85082.40 ms/batch
Step 00054850 L_out=0.136 Acc=0.95 ---126316.16 ms/batch
Step 00054900 L_out=0.402 Acc=0.92 ---168291.99 ms/batch
Step 00054950 L_out=0.099 Acc=0.94 ---209510.26 ms/batch
Step 00055000 L_out=0.227 Acc=0.96 ---251593.30 ms/batch
Step 00055050 L_out=0.192 Acc=0.95 ---294117.27 ms/batch
Step 00055100 L_out=0.199 Acc=0.97 ---336696.96 ms/batch
Step 00055150 L_out=0.426 Acc=0.94 ---380747.39 ms/batch
Step 00055200 L_out=0.110 Acc=0.97 ---421316.84 ms/batch
Step 00055250 L_out=0.294 Acc=0.92 ---463185.61 ms/batch
Step 00055300 L_out=0.445 Acc=0.93 ---506315.43 ms/batch
Step 00055350 L_out=0.170 Acc=0.95 ---548920.31 ms/batch
Round 4 | epoch=22, train costTime=558.8723196983337, | total_activation_sum=33633201
Round 4 | epoch=23, current m_iou=0.8564981450899192
Round 4 | Best m_IoU is: 0.856, OA is: 0.962 | val costTime=94.1078097820282
Round 4 | ****EPOCH 23****
Step 00055400 L_out=0.187 Acc=0.98 ---33962.93 ms/batch
Step 00055450 L_out=0.247 Acc=0.95 ---73989.86 ms/batch
Step 00055500 L_out=0.094 Acc=0.92 ---117178.82 ms/batch
Step 00055550 L_out=0.258 Acc=0.93 ---158934.44 ms/batch
Step 00055600 L_out=0.264 Acc=0.96 ---201926.24 ms/batch
Step 00055650 L_out=0.392 Acc=0.94 ---243925.33 ms/batch
Step 00055700 L_out=0.167 Acc=0.96 ---286362.06 ms/batch
Step 00055750 L_out=0.172 Acc=0.90 ---327508.64 ms/batch
Step 00055800 L_out=0.261 Acc=0.95 ---369511.86 ms/batch
Step 00055850 L_out=0.345 Acc=0.92 ---410584.00 ms/batch
Step 00055900 L_out=0.233 Acc=0.90 ---450493.05 ms/batch
Step 00055950 L_out=0.437 Acc=0.92 ---490916.22 ms/batch
Step 00056000 L_out=0.445 Acc=0.94 ---533615.11 ms/batch
Round 4 | epoch=23, train costTime=556.8691220283508, | total_activation_sum=33463496
Round 4 | epoch=24, current m_iou=0.8449248176239372
Round 4 | Best m_IoU is: 0.856, OA is: 0.962 | val costTime=93.35815644264221
Round 4 | ****EPOCH 24****
Step 00056050 L_out=0.180 Acc=0.86 ---17622.09 ms/batch
Step 00056100 L_out=0.274 Acc=0.92 ---59729.06 ms/batch
Step 00056150 L_out=0.272 Acc=0.95 ---100822.35 ms/batch
Step 00056200 L_out=0.260 Acc=0.94 ---139547.83 ms/batch
Step 00056250 L_out=0.109 Acc=0.94 ---181455.58 ms/batch
Step 00056300 L_out=0.353 Acc=0.93 ---222797.58 ms/batch
Step 00056350 L_out=0.252 Acc=0.95 ---264477.40 ms/batch
Step 00056400 L_out=0.420 Acc=0.96 ---305359.84 ms/batch
Step 00056450 L_out=0.407 Acc=0.87 ---347066.86 ms/batch
Step 00056500 L_out=0.228 Acc=0.95 ---386821.69 ms/batch
Step 00056550 L_out=0.474 Acc=0.87 ---427073.20 ms/batch
Step 00056600 L_out=0.682 Acc=0.97 ---468910.78 ms/batch
Step 00056650 L_out=0.062 Acc=0.97 ---509131.53 ms/batch
Round 4 | epoch=24, train costTime=545.8331198692322, | total_activation_sum=33580857
Round 4 | epoch=25, current m_iou=0.840489859733065
Round 4 | Best m_IoU is: 0.856, OA is: 0.962 | val costTime=89.89941668510437
Round 4 | ****EPOCH 25****
Step 00056700 L_out=0.256 Acc=0.95 --- 3314.20 ms/batch
Step 00056750 L_out=0.161 Acc=0.94 ---45329.33 ms/batch
Step 00056800 L_out=0.156 Acc=0.96 ---85584.02 ms/batch
Step 00056850 L_out=0.145 Acc=0.95 ---128497.12 ms/batch
Step 00056900 L_out=0.193 Acc=0.95 ---169784.30 ms/batch
Step 00056950 L_out=0.171 Acc=0.94 ---210015.61 ms/batch
Step 00057000 L_out=0.306 Acc=0.94 ---250192.59 ms/batch
Step 00057050 L_out=0.261 Acc=0.92 ---290101.97 ms/batch
Step 00057100 L_out=0.132 Acc=0.87 ---330653.45 ms/batch
Step 00057150 L_out=0.282 Acc=0.91 ---370006.33 ms/batch
Step 00057200 L_out=0.352 Acc=0.94 ---410506.28 ms/batch
Step 00057250 L_out=0.332 Acc=0.94 ---451759.49 ms/batch
Step 00057300 L_out=0.434 Acc=0.93 ---492499.39 ms/batch
Step 00057350 L_out=0.192 Acc=0.95 ---531338.70 ms/batch
Round 4 | epoch=25, train costTime=541.6847894191742, | total_activation_sum=33512957
Round 4 | epoch=26, current m_iou=0.8446178212258763
Round 4 | Best m_IoU is: 0.856, OA is: 0.962 | val costTime=91.60011291503906
Round 4 | ****EPOCH 26****
Step 00057400 L_out=0.330 Acc=0.89 ---31860.33 ms/batch
Step 00057450 L_out=0.140 Acc=0.98 ---71890.31 ms/batch
Step 00057500 L_out=0.499 Acc=0.93 ---112168.63 ms/batch
Step 00057550 L_out=0.397 Acc=0.95 ---152765.72 ms/batch
Step 00057600 L_out=0.235 Acc=0.93 ---195808.07 ms/batch
Step 00057650 L_out=0.102 Acc=0.96 ---237396.38 ms/batch
Step 00057700 L_out=0.426 Acc=0.87 ---278070.23 ms/batch
Step 00057750 L_out=0.305 Acc=0.92 ---319896.13 ms/batch
Step 00057800 L_out=0.861 Acc=0.90 ---360499.69 ms/batch
Step 00057850 L_out=0.676 Acc=0.94 ---400417.40 ms/batch
Step 00057900 L_out=0.371 Acc=0.93 ---439290.80 ms/batch
Step 00057950 L_out=0.681 Acc=0.88 ---479921.06 ms/batch
Step 00058000 L_out=0.207 Acc=0.94 ---519891.30 ms/batch
Round 4 | epoch=26, train costTime=543.8740770816803, | total_activation_sum=33595318
Round 4 | epoch=27, current m_iou=0.8475126933276291
Round 4 | Best m_IoU is: 0.856, OA is: 0.962 | val costTime=94.31672286987305
Round 4 | ****EPOCH 27****
Step 00058050 L_out=0.285 Acc=0.98 ---18311.88 ms/batch
Step 00058100 L_out=0.287 Acc=0.90 ---59122.89 ms/batch
Step 00058150 L_out=0.596 Acc=0.91 ---100091.70 ms/batch
Step 00058200 L_out=0.302 Acc=0.92 ---140692.65 ms/batch
Step 00058250 L_out=0.098 Acc=0.94 ---180433.05 ms/batch
Step 00058300 L_out=0.100 Acc=0.95 ---223543.60 ms/batch
Step 00058350 L_out=0.432 Acc=0.93 ---266623.34 ms/batch
Step 00058400 L_out=0.175 Acc=0.93 ---308031.51 ms/batch
Step 00058450 L_out=0.149 Acc=0.90 ---347875.90 ms/batch
Step 00058500 L_out=0.366 Acc=0.93 ---387345.19 ms/batch
Step 00058550 L_out=0.666 Acc=0.91 ---426621.90 ms/batch
Step 00058600 L_out=0.190 Acc=0.95 ---467768.89 ms/batch
Step 00058650 L_out=0.682 Acc=0.90 ---508402.37 ms/batch
Round 4 | epoch=27, train costTime=544.1009156703949, | total_activation_sum=33729619
Round 4 | epoch=28, current m_iou=0.8586072773129776
Round 4 | Best m_IoU is: 0.859, OA is: 0.965 | val costTime=93.64691925048828
Round 4 | ****EPOCH 28****
Step 00058700 L_out=0.558 Acc=0.93 --- 3194.96 ms/batch
Step 00058750 L_out=0.244 Acc=0.94 ---45092.49 ms/batch
Step 00058800 L_out=0.328 Acc=0.95 ---85378.85 ms/batch
Step 00058850 L_out=0.199 Acc=0.96 ---126502.46 ms/batch
Step 00058900 L_out=0.364 Acc=0.93 ---165801.63 ms/batch
Step 00058950 L_out=0.051 Acc=0.98 ---206664.10 ms/batch
Step 00059000 L_out=0.239 Acc=0.94 ---247180.33 ms/batch
Step 00059050 L_out=0.164 Acc=0.95 ---287339.75 ms/batch
Step 00059100 L_out=0.388 Acc=0.93 ---328268.36 ms/batch
Step 00059150 L_out=0.422 Acc=0.93 ---369284.66 ms/batch
Step 00059200 L_out=0.415 Acc=0.92 ---408645.07 ms/batch
Step 00059250 L_out=0.194 Acc=0.94 ---449965.40 ms/batch
Step 00059300 L_out=0.249 Acc=0.90 ---494257.73 ms/batch
Step 00059350 L_out=0.817 Acc=0.90 ---537031.92 ms/batch
Round 4 | epoch=28, train costTime=547.4209401607513, | total_activation_sum=33498232
Round 4 | epoch=29, current m_iou=0.8523922422066359
Round 4 | Best m_IoU is: 0.859, OA is: 0.965 | val costTime=95.48110747337341
Round 4 | ****EPOCH 29****
Step 00059400 L_out=0.371 Acc=0.96 ---30855.99 ms/batch
Step 00059450 L_out=0.266 Acc=0.94 ---74197.26 ms/batch
Step 00059500 L_out=0.300 Acc=0.92 ---115989.51 ms/batch
Step 00059550 L_out=0.401 Acc=0.92 ---158995.76 ms/batch
Step 00059600 L_out=0.221 Acc=0.96 ---204814.67 ms/batch
Step 00059650 L_out=0.316 Acc=0.91 ---247430.02 ms/batch
Step 00059700 L_out=0.238 Acc=0.95 ---291674.39 ms/batch
Step 00059750 L_out=0.314 Acc=0.94 ---333405.36 ms/batch
Step 00059800 L_out=0.594 Acc=0.79 ---373697.32 ms/batch
Step 00059850 L_out=0.388 Acc=0.90 ---413576.68 ms/batch
Step 00059900 L_out=0.146 Acc=0.96 ---453073.42 ms/batch
Step 00059950 L_out=0.178 Acc=0.93 ---494734.29 ms/batch
Step 00060000 L_out=0.280 Acc=0.93 ---535505.44 ms/batch
Round 4 | epoch=29, train costTime=559.0767273902893, | total_activation_sum=33574131
Round 4 | epoch=30, current m_iou=0.8485466799977077
Round 4 | Best m_IoU is: 0.859, OA is: 0.965 | val costTime=86.02616786956787
Round 4 | ****EPOCH 30****
Round 5 | ****EPOCH 0****
Step 00060050 L_out=1.661 Acc=0.46 ---15327.66 ms/batch
Step 00060100 L_out=3.044 Acc=0.53 ---54976.12 ms/batch
Step 00060150 L_out=1.594 Acc=0.78 ---96088.56 ms/batch
Step 00060200 L_out=1.002 Acc=0.80 ---135643.20 ms/batch
Step 00060250 L_out=1.142 Acc=0.73 ---176620.32 ms/batch
Step 00060300 L_out=0.792 Acc=0.92 ---217026.45 ms/batch
Step 00060350 L_out=0.894 Acc=0.88 ---257528.54 ms/batch
Step 00060400 L_out=0.584 Acc=0.91 ---297490.82 ms/batch
Step 00060450 L_out=0.868 Acc=0.81 ---340577.43 ms/batch
Step 00060500 L_out=0.894 Acc=0.85 ---381306.86 ms/batch
Step 00060550 L_out=1.072 Acc=0.80 ---422190.56 ms/batch
Step 00060600 L_out=0.364 Acc=0.91 ---462139.04 ms/batch
Step 00060650 L_out=0.872 Acc=0.86 ---502028.72 ms/batch
Round 5 | epoch=0, train costTime=539.6776170730591, | total_activation_sum=39071563
Round 5 | epoch=1, current m_iou=0.8081074625633249
Round 5 | Best m_IoU is: 0.808, OA is: 0.943 | val costTime=91.26359629631042
Round 5 | ****EPOCH 1****
Step 00060700 L_out=0.416 Acc=0.93 --- 2546.48 ms/batch
Step 00060750 L_out=0.887 Acc=0.68 ---42352.19 ms/batch
Step 00060800 L_out=0.900 Acc=0.90 ---81778.25 ms/batch
Step 00060850 L_out=0.921 Acc=0.85 ---121183.70 ms/batch
Step 00060900 L_out=1.258 Acc=0.81 ---163007.64 ms/batch
Step 00060950 L_out=0.780 Acc=0.88 ---202339.88 ms/batch
Step 00061000 L_out=0.505 Acc=0.78 ---243996.10 ms/batch
Step 00061050 L_out=0.458 Acc=0.95 ---285908.89 ms/batch
Step 00061100 L_out=0.367 Acc=0.88 ---326999.28 ms/batch
Step 00061150 L_out=0.508 Acc=0.92 ---366824.15 ms/batch
Step 00061200 L_out=0.334 Acc=0.94 ---408327.00 ms/batch
Step 00061250 L_out=0.580 Acc=0.94 ---448231.99 ms/batch
Step 00061300 L_out=0.398 Acc=0.92 ---486522.16 ms/batch
Step 00061350 L_out=0.544 Acc=0.86 ---526158.46 ms/batch
Round 5 | epoch=1, train costTime=537.7925119400024, | total_activation_sum=38964708
Round 5 | epoch=2, current m_iou=0.8059508527603864
Round 5 | Best m_IoU is: 0.808, OA is: 0.943 | val costTime=90.93108439445496
Round 5 | ****EPOCH 2****
Step 00061400 L_out=0.747 Acc=0.92 ---29021.75 ms/batch
Step 00061450 L_out=1.265 Acc=0.85 ---70440.21 ms/batch
Step 00061500 L_out=0.470 Acc=0.94 ---110531.62 ms/batch
Step 00061550 L_out=1.287 Acc=0.84 ---151615.20 ms/batch
Step 00061600 L_out=0.398 Acc=0.93 ---192200.92 ms/batch
Step 00061650 L_out=0.668 Acc=0.85 ---232346.68 ms/batch
Step 00061700 L_out=0.167 Acc=0.98 ---274026.02 ms/batch
Step 00061750 L_out=0.539 Acc=0.86 ---314485.40 ms/batch
Step 00061800 L_out=1.435 Acc=0.79 ---354645.87 ms/batch
Step 00061850 L_out=0.761 Acc=0.91 ---394193.53 ms/batch
Step 00061900 L_out=0.372 Acc=0.97 ---434591.29 ms/batch
Step 00061950 L_out=0.576 Acc=0.89 ---476281.39 ms/batch
Step 00062000 L_out=0.586 Acc=0.90 ---518713.39 ms/batch
Round 5 | epoch=2, train costTime=545.1230599880219, | total_activation_sum=38919608
Round 5 | epoch=3, current m_iou=0.8034915469685382
Round 5 | Best m_IoU is: 0.808, OA is: 0.943 | val costTime=95.03383255004883
Round 5 | ****EPOCH 3****
Step 00062050 L_out=0.353 Acc=0.92 ---17045.49 ms/batch
Step 00062100 L_out=0.562 Acc=0.93 ---58735.48 ms/batch
Step 00062150 L_out=0.718 Acc=0.92 ---100454.87 ms/batch
Step 00062200 L_out=0.182 Acc=0.95 ---142782.09 ms/batch
Step 00062250 L_out=0.403 Acc=0.96 ---183949.34 ms/batch
Step 00062300 L_out=0.991 Acc=0.81 ---227284.98 ms/batch
Step 00062350 L_out=0.733 Acc=0.74 ---270655.44 ms/batch
Step 00062400 L_out=0.557 Acc=0.88 ---313531.60 ms/batch
Step 00062450 L_out=0.433 Acc=0.89 ---355269.51 ms/batch
Step 00062500 L_out=0.347 Acc=0.90 ---395787.33 ms/batch
Step 00062550 L_out=0.499 Acc=0.93 ---443756.26 ms/batch
Step 00062600 L_out=0.189 Acc=0.94 ---484981.20 ms/batch
Step 00062650 L_out=0.512 Acc=0.92 ---529098.67 ms/batch
Round 5 | epoch=3, train costTime=572.1415975093842, | total_activation_sum=39165663
Round 5 | epoch=4, current m_iou=0.7421439786517229
Round 5 | Best m_IoU is: 0.808, OA is: 0.943 | val costTime=92.54844808578491
Round 5 | ****EPOCH 4****
Step 00062700 L_out=0.674 Acc=0.86 --- 1834.96 ms/batch
Step 00062750 L_out=0.461 Acc=0.91 ---44646.43 ms/batch
Step 00062800 L_out=1.178 Acc=0.79 ---86971.78 ms/batch
Step 00062850 L_out=0.400 Acc=0.92 ---127502.54 ms/batch
Step 00062900 L_out=0.385 Acc=0.89 ---167543.19 ms/batch
Step 00062950 L_out=0.398 Acc=0.80 ---211947.22 ms/batch
Step 00063000 L_out=0.498 Acc=0.95 ---250845.73 ms/batch
Step 00063050 L_out=0.507 Acc=0.92 ---291838.69 ms/batch
Step 00063100 L_out=0.949 Acc=0.92 ---332018.22 ms/batch
Step 00063150 L_out=0.296 Acc=0.91 ---371116.10 ms/batch
Step 00063200 L_out=0.871 Acc=0.88 ---409887.29 ms/batch
Step 00063250 L_out=1.017 Acc=0.80 ---450544.13 ms/batch
Step 00063300 L_out=0.184 Acc=0.94 ---492462.44 ms/batch
Step 00063350 L_out=0.402 Acc=0.92 ---533118.67 ms/batch
Round 5 | epoch=4, train costTime=545.6861734390259, | total_activation_sum=38929883
Round 5 | epoch=5, current m_iou=0.7977882088940426
Round 5 | Best m_IoU is: 0.808, OA is: 0.943 | val costTime=84.30941367149353
Round 5 | ****EPOCH 5****
Step 00063400 L_out=0.493 Acc=0.95 ---27668.35 ms/batch
Step 00063450 L_out=0.379 Acc=0.94 ---68727.87 ms/batch
Step 00063500 L_out=0.503 Acc=0.92 ---109016.98 ms/batch
Step 00063550 L_out=0.581 Acc=0.92 ---149650.76 ms/batch
Step 00063600 L_out=0.255 Acc=0.95 ---189082.61 ms/batch
Step 00063650 L_out=0.602 Acc=0.92 ---231237.40 ms/batch
Step 00063700 L_out=1.205 Acc=0.80 ---274788.25 ms/batch
Step 00063750 L_out=0.860 Acc=0.80 ---314584.44 ms/batch
Step 00063800 L_out=0.701 Acc=0.89 ---354552.54 ms/batch
Step 00063850 L_out=0.361 Acc=0.91 ---394011.78 ms/batch
Step 00063900 L_out=0.201 Acc=0.96 ---433678.35 ms/batch
Step 00063950 L_out=0.446 Acc=0.86 ---473008.81 ms/batch
Step 00064000 L_out=0.796 Acc=0.78 ---512046.92 ms/batch
Round 5 | epoch=5, train costTime=538.7804660797119, | total_activation_sum=39134650
Round 5 | epoch=6, current m_iou=0.8152762978086885
Round 5 | Best m_IoU is: 0.815, OA is: 0.945 | val costTime=94.53021574020386
Round 5 | ****EPOCH 6****
Step 00064050 L_out=0.434 Acc=0.85 ---14147.56 ms/batch
Step 00064100 L_out=0.418 Acc=0.95 ---54535.42 ms/batch
Step 00064150 L_out=0.898 Acc=0.86 ---95286.28 ms/batch
Step 00064200 L_out=0.424 Acc=0.91 ---137005.54 ms/batch
Step 00064250 L_out=0.250 Acc=0.95 ---178440.97 ms/batch
Step 00064300 L_out=0.624 Acc=0.82 ---218350.69 ms/batch
Step 00064350 L_out=0.320 Acc=0.94 ---258103.69 ms/batch
Step 00064400 L_out=0.566 Acc=0.88 ---298781.65 ms/batch
Step 00064450 L_out=0.242 Acc=0.97 ---339434.94 ms/batch
Step 00064500 L_out=0.237 Acc=0.96 ---379306.11 ms/batch
Step 00064550 L_out=0.638 Acc=0.91 ---419904.94 ms/batch
Step 00064600 L_out=0.748 Acc=0.86 ---458258.28 ms/batch
Step 00064650 L_out=0.307 Acc=0.95 ---497568.07 ms/batch
Round 5 | epoch=6, train costTime=535.5004515647888, | total_activation_sum=38902570
Round 5 | epoch=7, current m_iou=0.8023980307571399
Round 5 | Best m_IoU is: 0.815, OA is: 0.945 | val costTime=86.58116126060486
Round 5 | ****EPOCH 7****
Step 00064700 L_out=0.552 Acc=0.73 ---  666.48 ms/batch
Step 00064750 L_out=0.168 Acc=0.98 ---42098.91 ms/batch
Step 00064800 L_out=0.274 Acc=0.95 ---82589.40 ms/batch
Step 00064850 L_out=0.564 Acc=0.85 ---120904.16 ms/batch
Step 00064900 L_out=0.474 Acc=0.90 ---160655.70 ms/batch
Step 00064950 L_out=0.336 Acc=0.94 ---201201.81 ms/batch
Step 00065000 L_out=0.590 Acc=0.90 ---240709.00 ms/batch
Step 00065050 L_out=0.241 Acc=0.92 ---281478.39 ms/batch
Step 00065100 L_out=0.220 Acc=0.93 ---321603.13 ms/batch
Step 00065150 L_out=0.180 Acc=0.96 ---362916.01 ms/batch
Step 00065200 L_out=0.378 Acc=0.89 ---404393.36 ms/batch
Step 00065250 L_out=0.345 Acc=0.94 ---444242.21 ms/batch
Step 00065300 L_out=0.289 Acc=0.93 ---483345.31 ms/batch
Step 00065350 L_out=0.585 Acc=0.94 ---524475.04 ms/batch
Round 5 | epoch=7, train costTime=537.9140899181366, | total_activation_sum=39123881
Round 5 | epoch=8, current m_iou=0.8188171397991422
Round 5 | Best m_IoU is: 0.819, OA is: 0.949 | val costTime=91.60360932350159
Round 5 | ****EPOCH 8****
Step 00065400 L_out=0.514 Acc=0.92 ---28980.90 ms/batch
Step 00065450 L_out=0.814 Acc=0.89 ---69590.85 ms/batch
Step 00065500 L_out=0.325 Acc=0.89 ---108999.76 ms/batch
Step 00065550 L_out=0.224 Acc=0.95 ---151015.85 ms/batch
Step 00065600 L_out=0.734 Acc=0.83 ---193122.18 ms/batch
Step 00065650 L_out=1.466 Acc=0.91 ---233766.99 ms/batch
Step 00065700 L_out=0.269 Acc=0.94 ---275866.04 ms/batch
Step 00065750 L_out=0.408 Acc=0.91 ---315916.31 ms/batch
Step 00065800 L_out=0.440 Acc=0.90 ---355607.39 ms/batch
Step 00065850 L_out=0.217 Acc=0.93 ---395794.96 ms/batch
Step 00065900 L_out=0.259 Acc=0.88 ---437198.76 ms/batch
Step 00065950 L_out=0.600 Acc=0.91 ---479217.81 ms/batch
Step 00066000 L_out=0.844 Acc=0.88 ---521019.37 ms/batch
Round 5 | epoch=8, train costTime=546.2957766056061, | total_activation_sum=38939647
Round 5 | epoch=9, current m_iou=0.8172292064952733
Round 5 | Best m_IoU is: 0.819, OA is: 0.949 | val costTime=90.55908179283142
Round 5 | ****EPOCH 9****
Step 00066050 L_out=0.435 Acc=0.91 ---13618.68 ms/batch
Step 00066100 L_out=0.325 Acc=0.94 ---55373.80 ms/batch
Step 00066150 L_out=0.299 Acc=0.91 ---96581.88 ms/batch
Step 00066200 L_out=0.465 Acc=0.87 ---137107.56 ms/batch
Step 00066250 L_out=0.227 Acc=0.90 ---177594.08 ms/batch
Step 00066300 L_out=0.366 Acc=0.88 ---220590.65 ms/batch
Step 00066350 L_out=0.184 Acc=0.94 ---262485.37 ms/batch
Step 00066400 L_out=0.280 Acc=0.93 ---303967.06 ms/batch
Step 00066450 L_out=0.700 Acc=0.90 ---345945.16 ms/batch
Step 00066500 L_out=0.574 Acc=0.91 ---391217.70 ms/batch
Step 00066550 L_out=0.552 Acc=0.93 ---435675.55 ms/batch
Step 00066600 L_out=0.401 Acc=0.95 ---479495.59 ms/batch
Step 00066650 L_out=0.285 Acc=0.94 ---522460.61 ms/batch
Step 00066700 L_out=0.767 Acc=0.80 ---564819.01 ms/batch
Round 5 | epoch=9, train costTime=564.8191421031952, | total_activation_sum=39068156
Round 5 | epoch=10, current m_iou=0.8289721163140628
Round 5 | Best m_IoU is: 0.829, OA is: 0.954 | val costTime=98.33260440826416
Round 5 | ****EPOCH 10****
Step 00066750 L_out=0.868 Acc=0.93 ---41892.35 ms/batch
Step 00066800 L_out=0.562 Acc=0.90 ---83046.83 ms/batch
Step 00066850 L_out=0.376 Acc=0.93 ---123928.50 ms/batch
Step 00066900 L_out=0.145 Acc=0.91 ---167077.65 ms/batch
Step 00066950 L_out=0.309 Acc=0.91 ---211900.14 ms/batch
Step 00067000 L_out=0.875 Acc=0.85 ---257878.13 ms/batch
Step 00067050 L_out=0.644 Acc=0.86 ---300191.11 ms/batch
Step 00067100 L_out=0.535 Acc=0.92 ---343176.75 ms/batch
Step 00067150 L_out=0.362 Acc=0.90 ---385700.52 ms/batch
Step 00067200 L_out=0.319 Acc=0.85 ---428112.32 ms/batch
Step 00067250 L_out=0.401 Acc=0.93 ---474500.92 ms/batch
Step 00067300 L_out=0.381 Acc=0.94 ---516742.85 ms/batch
Step 00067350 L_out=0.436 Acc=0.89 ---560891.96 ms/batch
Round 5 | epoch=10, train costTime=576.0705592632294, | total_activation_sum=38970457
Round 5 | epoch=11, current m_iou=0.7879123099609726
Round 5 | Best m_IoU is: 0.829, OA is: 0.954 | val costTime=98.30810189247131
Round 5 | ****EPOCH 11****
Step 00067400 L_out=0.494 Acc=0.93 ---28055.35 ms/batch
Step 00067450 L_out=0.961 Acc=0.91 ---71284.58 ms/batch
Step 00067500 L_out=0.817 Acc=0.86 ---114823.06 ms/batch
Step 00067550 L_out=0.842 Acc=0.87 ---157041.46 ms/batch
Step 00067600 L_out=0.419 Acc=0.96 ---201978.02 ms/batch
Step 00067650 L_out=0.787 Acc=0.88 ---245372.63 ms/batch
Step 00067700 L_out=0.228 Acc=0.96 ---289798.60 ms/batch
Step 00067750 L_out=0.938 Acc=0.94 ---332870.93 ms/batch
Step 00067800 L_out=0.421 Acc=0.93 ---377538.00 ms/batch
Step 00067850 L_out=0.523 Acc=0.93 ---420662.97 ms/batch
Step 00067900 L_out=0.421 Acc=0.90 ---464928.31 ms/batch
Step 00067950 L_out=0.457 Acc=0.95 ---508308.35 ms/batch
Step 00068000 L_out=0.325 Acc=0.94 ---552459.31 ms/batch
Round 5 | epoch=11, train costTime=583.518360376358, | total_activation_sum=39089562
Round 5 | epoch=12, current m_iou=0.8197995432345626
Round 5 | Best m_IoU is: 0.829, OA is: 0.954 | val costTime=100.08453583717346
Round 5 | ****EPOCH 12****
Step 00068050 L_out=0.407 Acc=0.91 ---13128.44 ms/batch
Step 00068100 L_out=0.756 Acc=0.89 ---56127.55 ms/batch
Step 00068150 L_out=0.528 Acc=0.95 ---99397.87 ms/batch
Step 00068200 L_out=0.467 Acc=0.96 ---144320.27 ms/batch
Step 00068250 L_out=0.413 Acc=0.94 ---189118.02 ms/batch
Step 00068300 L_out=0.579 Acc=0.92 ---233211.65 ms/batch
Step 00068350 L_out=0.588 Acc=0.94 ---277079.52 ms/batch
Step 00068400 L_out=0.427 Acc=0.93 ---320767.53 ms/batch
Step 00068450 L_out=0.903 Acc=0.87 ---363756.35 ms/batch
Step 00068500 L_out=0.396 Acc=0.92 ---406960.99 ms/batch
Step 00068550 L_out=0.165 Acc=0.91 ---451895.41 ms/batch
Step 00068600 L_out=0.577 Acc=0.91 ---496387.87 ms/batch
Step 00068650 L_out=0.247 Acc=0.96 ---539510.20 ms/batch
Step 00068700 L_out=0.224 Acc=0.96 ---584522.16 ms/batch
Round 5 | epoch=12, train costTime=585.446412563324, | total_activation_sum=39029227
Round 5 | epoch=13, current m_iou=0.8367680409825703
Round 5 | Best m_IoU is: 0.837, OA is: 0.951 | val costTime=104.58291530609131
Round 5 | ****EPOCH 13****
Step 00068750 L_out=0.208 Acc=0.94 ---39534.63 ms/batch
Step 00068800 L_out=0.397 Acc=0.88 ---80687.38 ms/batch
Step 00068850 L_out=0.272 Acc=0.92 ---123005.70 ms/batch
Step 00068900 L_out=0.837 Acc=0.90 ---163095.65 ms/batch
Step 00068950 L_out=0.450 Acc=0.94 ---205069.22 ms/batch
Step 00069000 L_out=0.153 Acc=0.97 ---247024.79 ms/batch
Step 00069050 L_out=0.145 Acc=0.94 ---288152.95 ms/batch
Step 00069100 L_out=0.532 Acc=0.94 ---328877.23 ms/batch
Step 00069150 L_out=0.201 Acc=0.96 ---367272.53 ms/batch
Step 00069200 L_out=0.192 Acc=0.93 ---407162.41 ms/batch
Step 00069250 L_out=0.418 Acc=0.95 ---444520.20 ms/batch
Step 00069300 L_out=0.493 Acc=0.94 ---486299.88 ms/batch
Step 00069350 L_out=0.202 Acc=0.96 ---527569.90 ms/batch
Round 5 | epoch=13, train costTime=542.5510289669037, | total_activation_sum=38903327
Round 5 | epoch=14, current m_iou=0.8232835178481388
Round 5 | Best m_IoU is: 0.837, OA is: 0.951 | val costTime=93.8910162448883
Round 5 | ****EPOCH 14****
Step 00069400 L_out=0.614 Acc=0.91 ---28292.94 ms/batch
Step 00069450 L_out=0.191 Acc=0.95 ---72691.18 ms/batch
Step 00069500 L_out=0.474 Acc=0.94 ---117262.44 ms/batch
Step 00069550 L_out=0.416 Acc=0.91 ---161318.35 ms/batch
Step 00069600 L_out=0.418 Acc=0.94 ---203512.89 ms/batch
Step 00069650 L_out=0.282 Acc=0.96 ---246870.70 ms/batch
Step 00069700 L_out=0.214 Acc=0.90 ---291837.19 ms/batch
Step 00069750 L_out=0.293 Acc=0.94 ---335529.04 ms/batch
Step 00069800 L_out=0.417 Acc=0.92 ---377579.62 ms/batch
Step 00069850 L_out=0.189 Acc=0.95 ---420834.27 ms/batch
Step 00069900 L_out=0.268 Acc=0.92 ---461239.67 ms/batch
Step 00069950 L_out=0.287 Acc=0.95 ---503889.43 ms/batch
Step 00070000 L_out=0.205 Acc=0.94 ---548403.08 ms/batch
Round 5 | epoch=14, train costTime=579.5832521915436, | total_activation_sum=39090124
Round 5 | epoch=15, current m_iou=0.8594853150668771
Round 5 | Best m_IoU is: 0.859, OA is: 0.957 | val costTime=100.29444885253906
Round 5 | ****EPOCH 15****
Step 00070050 L_out=0.620 Acc=0.92 ---13327.80 ms/batch
Step 00070100 L_out=0.734 Acc=0.88 ---56414.01 ms/batch
Step 00070150 L_out=0.336 Acc=0.94 ---99567.51 ms/batch
Step 00070200 L_out=0.733 Acc=0.90 ---142902.26 ms/batch
Step 00070250 L_out=0.213 Acc=0.94 ---186326.73 ms/batch
Step 00070300 L_out=0.207 Acc=0.94 ---230270.31 ms/batch
Step 00070350 L_out=0.292 Acc=0.96 ---275935.82 ms/batch
Step 00070400 L_out=0.328 Acc=0.94 ---318790.89 ms/batch
Step 00070450 L_out=0.717 Acc=0.89 ---362363.79 ms/batch
Step 00070500 L_out=0.365 Acc=0.96 ---400800.40 ms/batch
Step 00070550 L_out=0.634 Acc=0.94 ---438262.80 ms/batch
Step 00070600 L_out=0.197 Acc=0.95 ---482710.54 ms/batch
Step 00070650 L_out=0.331 Acc=0.93 ---525742.84 ms/batch
Step 00070700 L_out=0.227 Acc=0.96 ---569575.52 ms/batch
Round 5 | epoch=15, train costTime=571.1780586242676, | total_activation_sum=38848555
Round 5 | epoch=16, current m_iou=0.8562415326886919
Round 5 | Best m_IoU is: 0.859, OA is: 0.957 | val costTime=97.67957472801208
Round 5 | ****EPOCH 16****
Step 00070750 L_out=0.797 Acc=0.90 ---43899.42 ms/batch
Step 00070800 L_out=0.181 Acc=0.97 ---87408.16 ms/batch
Step 00070850 L_out=0.194 Acc=0.96 ---131204.56 ms/batch
Step 00070900 L_out=0.437 Acc=0.91 ---175639.91 ms/batch
Step 00070950 L_out=0.414 Acc=0.94 ---220897.45 ms/batch
Step 00071000 L_out=0.209 Acc=0.92 ---264588.56 ms/batch
Step 00071050 L_out=0.240 Acc=0.93 ---306729.07 ms/batch
Step 00071100 L_out=0.189 Acc=0.96 ---351222.88 ms/batch
Step 00071150 L_out=0.256 Acc=0.92 ---397287.26 ms/batch
Step 00071200 L_out=0.188 Acc=0.96 ---442372.99 ms/batch
Step 00071250 L_out=0.265 Acc=0.94 ---487356.02 ms/batch
Step 00071300 L_out=0.151 Acc=0.96 ---534563.93 ms/batch
Step 00071350 L_out=0.150 Acc=0.95 ---580558.17 ms/batch
Round 5 | epoch=16, train costTime=597.3393876552582, | total_activation_sum=39137569
Round 5 | epoch=17, current m_iou=0.8652818814484109
Round 5 | Best m_IoU is: 0.865, OA is: 0.963 | val costTime=103.16516542434692
Round 5 | ****EPOCH 17****
Step 00071400 L_out=0.368 Acc=0.88 ---27363.19 ms/batch
Step 00071450 L_out=0.345 Acc=0.92 ---70341.66 ms/batch
Step 00071500 L_out=0.094 Acc=0.96 ---118056.28 ms/batch
Step 00071550 L_out=0.304 Acc=0.94 ---165556.36 ms/batch
Step 00071600 L_out=0.245 Acc=0.97 ---213065.09 ms/batch
Step 00071650 L_out=0.316 Acc=0.95 ---261828.85 ms/batch
Step 00071700 L_out=0.411 Acc=0.97 ---310180.10 ms/batch
Step 00071750 L_out=0.253 Acc=0.95 ---357319.23 ms/batch
Step 00071800 L_out=0.117 Acc=0.98 ---401725.67 ms/batch
Step 00071850 L_out=0.365 Acc=0.93 ---444991.20 ms/batch
Step 00071900 L_out=0.204 Acc=0.94 ---489980.73 ms/batch
Step 00071950 L_out=0.454 Acc=0.87 ---534650.95 ms/batch
Step 00072000 L_out=0.235 Acc=0.96 ---576815.14 ms/batch
Round 5 | epoch=17, train costTime=608.6386187076569, | total_activation_sum=39002252
Round 5 | epoch=18, current m_iou=0.7185414480696133
Round 5 | Best m_IoU is: 0.865, OA is: 0.963 | val costTime=94.7185161113739
Round 5 | ****EPOCH 18****
Step 00072050 L_out=0.577 Acc=0.92 ---13229.70 ms/batch
Step 00072100 L_out=0.313 Acc=0.90 ---56252.95 ms/batch
Step 00072150 L_out=0.359 Acc=0.94 ---99031.72 ms/batch
Step 00072200 L_out=0.248 Acc=0.96 ---143154.68 ms/batch
Step 00072250 L_out=0.606 Acc=0.91 ---187226.03 ms/batch
Step 00072300 L_out=0.081 Acc=0.94 ---231720.92 ms/batch
Step 00072350 L_out=0.320 Acc=0.95 ---275842.89 ms/batch
Step 00072400 L_out=0.357 Acc=0.96 ---318615.71 ms/batch
Step 00072450 L_out=0.270 Acc=0.92 ---362445.96 ms/batch
Step 00072500 L_out=0.147 Acc=0.94 ---405662.46 ms/batch
Step 00072550 L_out=0.197 Acc=0.96 ---450786.28 ms/batch
Step 00072600 L_out=0.164 Acc=0.94 ---495112.98 ms/batch
Step 00072650 L_out=0.531 Acc=0.94 ---539315.75 ms/batch
Step 00072700 L_out=0.261 Acc=0.93 ---582063.84 ms/batch
Round 5 | epoch=18, train costTime=584.9553017616272, | total_activation_sum=38998514
Round 5 | epoch=19, current m_iou=0.8360852532723805
Round 5 | Best m_IoU is: 0.865, OA is: 0.963 | val costTime=100.67686295509338
Round 5 | ****EPOCH 19****
Step 00072750 L_out=0.520 Acc=0.94 ---40458.35 ms/batch
Step 00072800 L_out=0.233 Acc=0.97 ---85084.90 ms/batch
Step 00072850 L_out=0.615 Acc=0.91 ---129590.39 ms/batch
Step 00072900 L_out=0.331 Acc=0.96 ---172184.20 ms/batch
Step 00072950 L_out=0.130 Acc=0.97 ---217306.01 ms/batch
Step 00073000 L_out=0.282 Acc=0.95 ---261237.32 ms/batch
Step 00073050 L_out=0.286 Acc=0.93 ---305732.29 ms/batch
Step 00073100 L_out=0.400 Acc=0.95 ---348335.71 ms/batch
Step 00073150 L_out=0.159 Acc=0.93 ---392075.67 ms/batch
Step 00073200 L_out=0.486 Acc=0.88 ---437124.69 ms/batch
Step 00073250 L_out=0.320 Acc=0.91 ---482849.69 ms/batch
Step 00073300 L_out=0.231 Acc=0.95 ---528468.78 ms/batch
Step 00073350 L_out=0.672 Acc=0.87 ---576160.85 ms/batch
Round 5 | epoch=19, train costTime=594.7258696556091, | total_activation_sum=39135495
Round 5 | epoch=20, current m_iou=0.8402713688231329
Round 5 | Best m_IoU is: 0.865, OA is: 0.963 | val costTime=104.39179682731628
Round 5 | ****EPOCH 20****
Step 00073400 L_out=0.294 Acc=0.94 ---26784.37 ms/batch
Step 00073450 L_out=0.308 Acc=0.94 ---69663.13 ms/batch
Step 00073500 L_out=0.230 Acc=0.95 ---114743.21 ms/batch
Step 00073550 L_out=0.121 Acc=0.93 ---159174.37 ms/batch
Step 00073600 L_out=0.404 Acc=0.91 ---205017.06 ms/batch
Step 00073650 L_out=0.623 Acc=0.91 ---247809.94 ms/batch
Step 00073700 L_out=0.360 Acc=0.96 ---293115.81 ms/batch
Step 00073750 L_out=0.298 Acc=0.92 ---340665.02 ms/batch
Step 00073800 L_out=0.178 Acc=0.94 ---387664.54 ms/batch
Step 00073850 L_out=0.209 Acc=0.95 ---434343.45 ms/batch
Step 00073900 L_out=0.482 Acc=0.88 ---481828.62 ms/batch
Step 00073950 L_out=0.252 Acc=0.90 ---528425.30 ms/batch
Step 00074000 L_out=0.470 Acc=0.94 ---575937.16 ms/batch
Round 5 | epoch=20, train costTime=607.796231508255, | total_activation_sum=38941230
Round 5 | epoch=21, current m_iou=0.8394260462119141
Round 5 | Best m_IoU is: 0.865, OA is: 0.963 | val costTime=98.65600895881653
Round 5 | ****EPOCH 21****
Step 00074050 L_out=0.201 Acc=0.94 ---11494.11 ms/batch
Step 00074100 L_out=0.137 Acc=0.95 ---55080.14 ms/batch
Step 00074150 L_out=0.315 Acc=0.97 ---99818.26 ms/batch
Step 00074200 L_out=0.365 Acc=0.96 ---144096.38 ms/batch
Step 00074250 L_out=0.326 Acc=0.93 ---186495.18 ms/batch
Step 00074300 L_out=0.144 Acc=0.93 ---230252.90 ms/batch
Step 00074350 L_out=0.263 Acc=0.95 ---274864.94 ms/batch
Step 00074400 L_out=0.283 Acc=0.96 ---319749.02 ms/batch
Step 00074450 L_out=0.398 Acc=0.93 ---363078.68 ms/batch
Step 00074500 L_out=0.245 Acc=0.96 ---406215.44 ms/batch
Step 00074550 L_out=0.240 Acc=0.94 ---449331.88 ms/batch
Step 00074600 L_out=0.470 Acc=0.93 ---492935.78 ms/batch
Step 00074650 L_out=0.337 Acc=0.95 ---535647.46 ms/batch
Step 00074700 L_out=0.146 Acc=0.95 ---578154.28 ms/batch
Round 5 | epoch=21, train costTime=581.7386343479156, | total_activation_sum=38942020
Round 5 | epoch=22, current m_iou=0.8609057325812133
Round 5 | Best m_IoU is: 0.865, OA is: 0.963 | val costTime=94.19742369651794
Round 5 | ****EPOCH 22****
Step 00074750 L_out=0.203 Acc=0.96 ---39693.56 ms/batch
Step 00074800 L_out=0.368 Acc=0.91 ---82744.23 ms/batch
Step 00074850 L_out=0.381 Acc=0.95 ---126799.64 ms/batch
Step 00074900 L_out=0.158 Acc=0.94 ---170421.84 ms/batch
Step 00074950 L_out=0.599 Acc=0.94 ---215448.13 ms/batch
Step 00075000 L_out=0.355 Acc=0.94 ---259337.26 ms/batch
Step 00075050 L_out=0.301 Acc=0.95 ---303151.76 ms/batch
Step 00075100 L_out=0.313 Acc=0.93 ---346593.45 ms/batch
Step 00075150 L_out=0.393 Acc=0.94 ---390696.60 ms/batch
Step 00075200 L_out=0.245 Acc=0.94 ---434868.05 ms/batch
Step 00075250 L_out=0.346 Acc=0.92 ---475739.36 ms/batch
Step 00075300 L_out=0.210 Acc=0.95 ---516849.90 ms/batch
Step 00075350 L_out=0.151 Acc=0.95 ---560020.02 ms/batch
Round 5 | epoch=22, train costTime=577.5708396434784, | total_activation_sum=38986200
Round 5 | epoch=23, current m_iou=0.8670532247846293
Round 5 | Best m_IoU is: 0.867, OA is: 0.963 | val costTime=95.62244820594788
Round 5 | ****EPOCH 23****
Step 00075400 L_out=0.562 Acc=0.92 ---23245.81 ms/batch
Step 00075450 L_out=0.665 Acc=0.95 ---62711.98 ms/batch
Step 00075500 L_out=0.387 Acc=0.97 ---106612.42 ms/batch
Step 00075550 L_out=0.234 Acc=0.96 ---150171.50 ms/batch
Step 00075600 L_out=0.139 Acc=0.97 ---190915.22 ms/batch
Step 00075650 L_out=0.546 Acc=0.93 ---230888.45 ms/batch
Step 00075700 L_out=0.364 Acc=0.95 ---268323.86 ms/batch
Step 00075750 L_out=0.283 Acc=0.91 ---303589.30 ms/batch
Step 00075800 L_out=0.289 Acc=0.93 ---338333.81 ms/batch
Step 00075850 L_out=0.417 Acc=0.93 ---371281.99 ms/batch
Step 00075900 L_out=0.219 Acc=0.93 ---404710.21 ms/batch
Step 00075950 L_out=0.276 Acc=0.95 ---440240.25 ms/batch
Step 00076000 L_out=0.572 Acc=0.91 ---477219.37 ms/batch
Round 5 | epoch=23, train costTime=505.56988549232483, | total_activation_sum=39075514
Round 5 | epoch=24, current m_iou=0.8578900094269266
Round 5 | Best m_IoU is: 0.867, OA is: 0.963 | val costTime=84.59023070335388
Round 5 | ****EPOCH 24****
Step 00076050 L_out=0.577 Acc=0.90 --- 9463.66 ms/batch
Step 00076100 L_out=0.285 Acc=0.91 ---47622.76 ms/batch
Step 00076150 L_out=0.310 Acc=0.92 ---85423.64 ms/batch
Step 00076200 L_out=0.546 Acc=0.97 ---127321.65 ms/batch
Step 00076250 L_out=0.280 Acc=0.96 ---171252.03 ms/batch
Step 00076300 L_out=0.244 Acc=0.93 ---210784.01 ms/batch
Step 00076350 L_out=0.373 Acc=0.91 ---251078.97 ms/batch
Step 00076400 L_out=0.167 Acc=0.95 ---290355.04 ms/batch
Step 00076450 L_out=0.166 Acc=0.94 ---328208.91 ms/batch
Step 00076500 L_out=0.311 Acc=0.94 ---365802.34 ms/batch
Step 00076550 L_out=0.322 Acc=0.92 ---405978.30 ms/batch
Step 00076600 L_out=0.394 Acc=0.94 ---443851.28 ms/batch
Step 00076650 L_out=0.233 Acc=0.96 ---482917.42 ms/batch
Step 00076700 L_out=0.537 Acc=0.92 ---522910.16 ms/batch
Round 5 | epoch=24, train costTime=527.1490612030029, | total_activation_sum=38807421
Round 5 | epoch=25, current m_iou=0.8545836501837143
Round 5 | Best m_IoU is: 0.867, OA is: 0.963 | val costTime=87.83828520774841
Round 5 | ****EPOCH 25****
Step 00076750 L_out=0.309 Acc=0.94 ---36915.60 ms/batch
Step 00076800 L_out=0.955 Acc=0.85 ---75322.53 ms/batch
Step 00076850 L_out=0.218 Acc=0.90 ---114610.26 ms/batch
Step 00076900 L_out=0.330 Acc=0.90 ---153842.24 ms/batch
Step 00076950 L_out=0.303 Acc=0.94 ---191842.04 ms/batch
Step 00077000 L_out=0.091 Acc=0.95 ---229773.82 ms/batch
Step 00077050 L_out=0.258 Acc=0.95 ---266238.94 ms/batch
Step 00077100 L_out=0.294 Acc=0.93 ---303961.81 ms/batch
Step 00077150 L_out=0.242 Acc=0.98 ---342808.09 ms/batch
Step 00077200 L_out=0.472 Acc=0.91 ---380298.27 ms/batch
Step 00077250 L_out=0.185 Acc=0.97 ---418046.62 ms/batch
Step 00077300 L_out=0.559 Acc=0.89 ---456171.67 ms/batch
Step 00077350 L_out=0.192 Acc=0.96 ---495904.91 ms/batch
Round 5 | epoch=25, train costTime=512.1694915294647, | total_activation_sum=39275904
Round 5 | epoch=26, current m_iou=0.8703004287571767
Round 5 | Best m_IoU is: 0.870, OA is: 0.965 | val costTime=88.34585928916931
Round 5 | ****EPOCH 26****
Step 00077400 L_out=0.247 Acc=0.96 ---20857.27 ms/batch
Step 00077450 L_out=0.237 Acc=0.93 ---58650.33 ms/batch
Step 00077500 L_out=0.416 Acc=0.91 ---96557.80 ms/batch
Step 00077550 L_out=0.256 Acc=0.95 ---136284.33 ms/batch
Step 00077600 L_out=0.331 Acc=0.97 ---175184.65 ms/batch
Step 00077650 L_out=0.299 Acc=0.94 ---213615.21 ms/batch
Step 00077700 L_out=0.328 Acc=0.94 ---250593.34 ms/batch
Step 00077750 L_out=0.138 Acc=0.98 ---289020.86 ms/batch
Step 00077800 L_out=0.253 Acc=0.94 ---328110.17 ms/batch
Step 00077850 L_out=0.282 Acc=0.91 ---371217.81 ms/batch
Step 00077900 L_out=0.375 Acc=0.94 ---410208.69 ms/batch
Step 00077950 L_out=0.381 Acc=0.94 ---436584.82 ms/batch
Step 00078000 L_out=0.278 Acc=0.94 ---463112.41 ms/batch
Round 5 | epoch=26, train costTime=483.4294056892395, | total_activation_sum=38978291
Round 5 | epoch=27, current m_iou=0.8588361649971403
Round 5 | Best m_IoU is: 0.870, OA is: 0.965 | val costTime=61.75615692138672
Round 5 | ****EPOCH 27****
Step 00078050 L_out=0.216 Acc=0.96 --- 5855.18 ms/batch
Step 00078100 L_out=0.212 Acc=0.94 ---32052.43 ms/batch
Step 00078150 L_out=0.231 Acc=0.95 ---58750.10 ms/batch
Step 00078200 L_out=0.186 Acc=0.99 ---87432.85 ms/batch
Step 00078250 L_out=0.387 Acc=0.93 ---114285.57 ms/batch
Step 00078300 L_out=0.414 Acc=0.95 ---141034.89 ms/batch
Step 00078350 L_out=0.280 Acc=0.94 ---167648.03 ms/batch
Step 00078400 L_out=0.393 Acc=0.95 ---194976.57 ms/batch
Step 00078450 L_out=0.486 Acc=0.95 ---223605.54 ms/batch
Step 00078500 L_out=0.174 Acc=0.95 ---251487.72 ms/batch
Step 00078550 L_out=0.193 Acc=0.95 ---277748.45 ms/batch
Step 00078600 L_out=0.571 Acc=0.94 ---305548.89 ms/batch
Step 00078650 L_out=0.330 Acc=0.90 ---334158.14 ms/batch
Step 00078700 L_out=0.827 Acc=0.74 ---360730.25 ms/batch
Round 5 | epoch=27, train costTime=364.00431394577026, | total_activation_sum=38986274
Round 5 | epoch=28, current m_iou=0.8631690801809616
Round 5 | Best m_IoU is: 0.870, OA is: 0.965 | val costTime=61.28053569793701
Round 5 | ****EPOCH 28****
Step 00078750 L_out=0.114 Acc=0.93 ---23072.88 ms/batch
Step 00078800 L_out=0.170 Acc=0.96 ---49890.04 ms/batch
Step 00078850 L_out=0.525 Acc=0.93 ---77156.72 ms/batch
Step 00078900 L_out=0.345 Acc=0.93 ---105162.51 ms/batch
Step 00078950 L_out=0.384 Acc=0.96 ---132644.11 ms/batch
Step 00079000 L_out=0.362 Acc=0.87 ---159778.70 ms/batch
Step 00079050 L_out=0.382 Acc=0.94 ---186571.93 ms/batch
Step 00079100 L_out=0.295 Acc=0.94 ---214851.51 ms/batch
Step 00079150 L_out=0.136 Acc=0.95 ---241672.89 ms/batch
Step 00079200 L_out=0.347 Acc=0.95 ---268365.88 ms/batch
Step 00079250 L_out=0.344 Acc=0.91 ---295189.30 ms/batch
Step 00079300 L_out=0.546 Acc=0.92 ---321488.83 ms/batch
Step 00079350 L_out=0.555 Acc=0.95 ---348408.91 ms/batch
Round 5 | epoch=28, train costTime=361.283164024353, | total_activation_sum=39040299
Round 5 | epoch=29, current m_iou=0.8593795697785507
Round 5 | Best m_IoU is: 0.870, OA is: 0.965 | val costTime=68.34122228622437
Round 5 | ****EPOCH 29****
Step 00079400 L_out=0.184 Acc=0.95 ---15054.83 ms/batch
Step 00079450 L_out=0.375 Acc=0.94 ---41837.59 ms/batch
Step 00079500 L_out=0.139 Acc=0.93 ---68556.82 ms/batch
Step 00079550 L_out=0.150 Acc=0.98 ---96372.17 ms/batch
Step 00079600 L_out=0.248 Acc=0.95 ---125070.08 ms/batch
Step 00079650 L_out=0.397 Acc=0.93 ---151470.27 ms/batch
Step 00079700 L_out=0.188 Acc=0.96 ---178419.65 ms/batch
Step 00079750 L_out=0.264 Acc=0.96 ---205458.52 ms/batch
Step 00079800 L_out=0.418 Acc=0.91 ---232964.08 ms/batch
Step 00079850 L_out=0.279 Acc=0.95 ---259339.51 ms/batch
Step 00079900 L_out=0.341 Acc=0.94 ---286516.90 ms/batch
Step 00079950 L_out=0.328 Acc=0.95 ---313251.63 ms/batch
Step 00080000 L_out=0.340 Acc=0.97 ---340647.48 ms/batch
Round 5 | epoch=29, train costTime=362.48884296417236, | total_activation_sum=38995735
Round 5 | epoch=30, current m_iou=0.8653648840064986
Round 5 | Best m_IoU is: 0.870, OA is: 0.965 | val costTime=62.51823663711548
Round 5 | ****EPOCH 30****
Round 6 | ****EPOCH 0****
Step 00080050 L_out=0.292 Acc=0.96 --- 5375.34 ms/batch
Step 00080100 L_out=2.939 Acc=0.78 ---33287.95 ms/batch
Step 00080150 L_out=1.289 Acc=0.53 ---61351.94 ms/batch
Step 00080200 L_out=1.142 Acc=0.74 ---89987.65 ms/batch
Step 00080250 L_out=0.765 Acc=0.86 ---117679.36 ms/batch
Step 00080300 L_out=0.732 Acc=0.80 ---145213.60 ms/batch
Step 00080350 L_out=0.933 Acc=0.87 ---172578.71 ms/batch
Step 00080400 L_out=0.547 Acc=0.89 ---200039.34 ms/batch
Step 00080450 L_out=0.454 Acc=0.83 ---226300.62 ms/batch
Step 00080500 L_out=1.078 Acc=0.88 ---252559.60 ms/batch
Step 00080550 L_out=0.755 Acc=0.95 ---278978.70 ms/batch
Step 00080600 L_out=1.102 Acc=0.82 ---305719.81 ms/batch
Step 00080650 L_out=0.479 Acc=0.90 ---333058.65 ms/batch
Step 00080700 L_out=1.719 Acc=0.86 ---360919.92 ms/batch
Round 6 | epoch=0, train costTime=364.74032282829285, | total_activation_sum=43566122
Round 6 | epoch=1, current m_iou=0.7793693200937202
Round 6 | Best m_IoU is: 0.779, OA is: 0.948 | val costTime=78.75002908706665
Round 6 | ****EPOCH 1****
Step 00080750 L_out=0.259 Acc=0.92 ---24443.69 ms/batch
Step 00080800 L_out=0.478 Acc=0.95 ---52891.37 ms/batch
Step 00080850 L_out=1.017 Acc=0.84 ---80649.28 ms/batch
Step 00080900 L_out=0.299 Acc=0.94 ---108517.63 ms/batch
Step 00080950 L_out=0.647 Acc=0.95 ---136958.27 ms/batch
Step 00081000 L_out=0.728 Acc=0.92 ---165323.75 ms/batch
Step 00081050 L_out=0.522 Acc=0.96 ---193604.37 ms/batch
Step 00081100 L_out=0.398 Acc=0.91 ---220442.80 ms/batch
Step 00081150 L_out=0.368 Acc=0.94 ---247845.45 ms/batch
Step 00081200 L_out=1.805 Acc=0.89 ---274855.57 ms/batch
Step 00081250 L_out=0.852 Acc=0.91 ---302288.92 ms/batch
Step 00081300 L_out=0.793 Acc=0.91 ---329552.46 ms/batch
Step 00081350 L_out=1.051 Acc=0.92 ---357695.29 ms/batch
Round 6 | epoch=1, train costTime=370.73179364204407, | total_activation_sum=43701868
Round 6 | epoch=2, current m_iou=0.7813478128589186
Round 6 | Best m_IoU is: 0.781, OA is: 0.942 | val costTime=75.32461094856262
Round 6 | ****EPOCH 2****
Step 00081400 L_out=0.426 Acc=0.94 ---14229.33 ms/batch
Step 00081450 L_out=0.523 Acc=0.95 ---41070.09 ms/batch
Step 00081500 L_out=2.101 Acc=0.86 ---69448.80 ms/batch
Step 00081550 L_out=1.113 Acc=0.91 ---97713.22 ms/batch
Step 00081600 L_out=0.920 Acc=0.88 ---125088.79 ms/batch
Step 00081650 L_out=0.648 Acc=0.94 ---152939.98 ms/batch
Step 00081700 L_out=0.519 Acc=0.93 ---180314.13 ms/batch
Step 00081750 L_out=1.329 Acc=0.84 ---207254.25 ms/batch
Step 00081800 L_out=0.716 Acc=0.93 ---234797.40 ms/batch
Step 00081850 L_out=0.679 Acc=0.91 ---262100.39 ms/batch
Step 00081900 L_out=0.357 Acc=0.95 ---289125.71 ms/batch
Step 00081950 L_out=0.233 Acc=0.96 ---316010.70 ms/batch
Step 00082000 L_out=0.386 Acc=0.92 ---343203.23 ms/batch
Round 6 | epoch=2, train costTime=365.16260957717896, | total_activation_sum=43720608
Round 6 | epoch=3, current m_iou=0.8012576153081254
Round 6 | Best m_IoU is: 0.801, OA is: 0.952 | val costTime=75.40717697143555
Round 6 | ****EPOCH 3****
Step 00082050 L_out=0.689 Acc=0.89 --- 4876.79 ms/batch
Step 00082100 L_out=0.473 Acc=0.90 ---33733.57 ms/batch
Step 00082150 L_out=0.190 Acc=0.97 ---62718.02 ms/batch
Step 00082200 L_out=0.866 Acc=0.92 ---91868.99 ms/batch
Step 00082250 L_out=0.692 Acc=0.92 ---119413.57 ms/batch
Step 00082300 L_out=0.188 Acc=0.94 ---147261.08 ms/batch
Step 00082350 L_out=0.445 Acc=0.95 ---174580.28 ms/batch
Step 00082400 L_out=0.162 Acc=0.93 ---201965.98 ms/batch
Step 00082450 L_out=1.088 Acc=0.87 ---229888.65 ms/batch
Step 00082500 L_out=1.187 Acc=0.88 ---256997.12 ms/batch
Step 00082550 L_out=0.439 Acc=0.92 ---283946.26 ms/batch
Step 00082600 L_out=0.564 Acc=0.93 ---310926.52 ms/batch
Step 00082650 L_out=0.506 Acc=0.88 ---338097.29 ms/batch
Step 00082700 L_out=0.508 Acc=0.90 ---364985.18 ms/batch
Round 6 | epoch=3, train costTime=369.5854182243347, | total_activation_sum=43865468
Round 6 | epoch=4, current m_iou=0.8085332700327483
Round 6 | Best m_IoU is: 0.809, OA is: 0.956 | val costTime=86.76859331130981
Round 6 | ****EPOCH 4****
Step 00082750 L_out=0.131 Acc=0.96 ---23834.41 ms/batch
Step 00082800 L_out=0.410 Acc=0.94 ---51907.91 ms/batch
Step 00082850 L_out=0.874 Acc=0.90 ---79712.94 ms/batch
Step 00082900 L_out=0.571 Acc=0.89 ---106847.05 ms/batch
Step 00082950 L_out=0.357 Acc=0.86 ---134871.47 ms/batch
Step 00083000 L_out=0.288 Acc=0.95 ---162266.82 ms/batch
Step 00083050 L_out=0.389 Acc=0.92 ---189893.73 ms/batch
Step 00083100 L_out=1.102 Acc=0.92 ---217123.68 ms/batch
Step 00083150 L_out=0.714 Acc=0.91 ---244831.21 ms/batch
Step 00083200 L_out=0.452 Acc=0.92 ---271972.87 ms/batch
Step 00083250 L_out=0.204 Acc=0.96 ---299324.70 ms/batch
Step 00083300 L_out=0.511 Acc=0.94 ---327047.38 ms/batch
Step 00083350 L_out=0.307 Acc=0.93 ---354153.55 ms/batch
Round 6 | epoch=4, train costTime=367.96661162376404, | total_activation_sum=43528514
Round 6 | epoch=5, current m_iou=0.7559460989017391
Round 6 | Best m_IoU is: 0.809, OA is: 0.956 | val costTime=83.73664236068726
Round 6 | ****EPOCH 5****
Step 00083400 L_out=0.431 Acc=0.96 ---13967.73 ms/batch
Step 00083450 L_out=0.755 Acc=0.94 ---41379.95 ms/batch
Step 00083500 L_out=0.230 Acc=0.98 ---68715.26 ms/batch
Step 00083550 L_out=0.396 Acc=0.95 ---95529.14 ms/batch
Step 00083600 L_out=0.492 Acc=0.94 ---122677.83 ms/batch
Step 00083650 L_out=0.654 Acc=0.93 ---149865.10 ms/batch
Step 00083700 L_out=0.245 Acc=0.93 ---177305.74 ms/batch
Step 00083750 L_out=0.213 Acc=0.95 ---204770.75 ms/batch
Step 00083800 L_out=0.264 Acc=0.97 ---232512.18 ms/batch
Step 00083850 L_out=0.293 Acc=0.95 ---259833.27 ms/batch
Step 00083900 L_out=0.519 Acc=0.92 ---288656.74 ms/batch
Step 00083950 L_out=0.247 Acc=0.98 ---317361.23 ms/batch
Step 00084000 L_out=0.341 Acc=0.93 ---345653.74 ms/batch
Round 6 | epoch=5, train costTime=369.44680643081665, | total_activation_sum=43780915
Round 6 | epoch=6, current m_iou=0.8223217061981216
Round 6 | Best m_IoU is: 0.822, OA is: 0.949 | val costTime=83.57801747322083
Round 6 | ****EPOCH 6****
Step 00084050 L_out=0.767 Acc=0.93 --- 4480.57 ms/batch
Step 00084100 L_out=0.336 Acc=0.93 ---32619.32 ms/batch
Step 00084150 L_out=0.564 Acc=0.92 ---61728.43 ms/batch
Step 00084200 L_out=0.682 Acc=0.90 ---89567.20 ms/batch
Step 00084250 L_out=0.499 Acc=0.94 ---117400.13 ms/batch
Step 00084300 L_out=0.636 Acc=0.95 ---144822.37 ms/batch
Step 00084350 L_out=1.302 Acc=0.88 ---171963.47 ms/batch
Step 00084400 L_out=0.389 Acc=0.94 ---199208.42 ms/batch
Step 00084450 L_out=0.218 Acc=0.95 ---227038.61 ms/batch
Step 00084500 L_out=0.551 Acc=0.95 ---254423.72 ms/batch
Step 00084550 L_out=0.289 Acc=0.96 ---281086.09 ms/batch
Step 00084600 L_out=0.536 Acc=0.95 ---308008.01 ms/batch
Step 00084650 L_out=0.238 Acc=0.95 ---336447.91 ms/batch
Step 00084700 L_out=1.652 Acc=0.62 ---364384.82 ms/batch
Round 6 | epoch=6, train costTime=369.4031536579132, | total_activation_sum=43571491
Round 6 | epoch=7, current m_iou=0.5983021323258354
Round 6 | Best m_IoU is: 0.822, OA is: 0.949 | val costTime=77.55132555961609
Round 6 | ****EPOCH 7****
Step 00084750 L_out=0.756 Acc=0.88 ---23526.36 ms/batch
Step 00084800 L_out=0.948 Acc=0.89 ---52526.04 ms/batch
Step 00084850 L_out=0.214 Acc=0.97 ---80698.67 ms/batch
Step 00084900 L_out=0.312 Acc=0.95 ---107646.82 ms/batch
Step 00084950 L_out=0.342 Acc=0.97 ---134929.36 ms/batch
Step 00085000 L_out=0.532 Acc=0.93 ---162783.43 ms/batch
Step 00085050 L_out=0.367 Acc=0.95 ---190500.44 ms/batch
Step 00085100 L_out=0.505 Acc=0.94 ---217664.37 ms/batch
Step 00085150 L_out=0.501 Acc=0.96 ---245588.79 ms/batch
Step 00085200 L_out=0.639 Acc=0.92 ---273311.73 ms/batch
Step 00085250 L_out=0.356 Acc=0.94 ---300759.14 ms/batch
Step 00085300 L_out=0.648 Acc=0.87 ---328817.84 ms/batch
Step 00085350 L_out=0.660 Acc=0.91 ---356751.66 ms/batch
Round 6 | epoch=7, train costTime=371.10919713974, | total_activation_sum=43790661
Round 6 | epoch=8, current m_iou=0.8439596995200068
Round 6 | Best m_IoU is: 0.844, OA is: 0.953 | val costTime=81.8041467666626
Round 6 | ****EPOCH 8****
Step 00085400 L_out=0.227 Acc=0.97 ---14015.64 ms/batch
Step 00085450 L_out=0.286 Acc=0.97 ---43100.76 ms/batch
Step 00085500 L_out=0.633 Acc=0.94 ---70955.73 ms/batch
Step 00085550 L_out=0.297 Acc=0.96 ---98139.84 ms/batch
Step 00085600 L_out=0.406 Acc=0.93 ---125705.83 ms/batch
Step 00085650 L_out=0.499 Acc=0.92 ---153258.24 ms/batch
Step 00085700 L_out=0.473 Acc=0.95 ---181618.22 ms/batch
Step 00085750 L_out=0.391 Acc=0.95 ---209486.68 ms/batch
Step 00085800 L_out=0.220 Acc=0.97 ---237017.07 ms/batch
Step 00085850 L_out=0.355 Acc=0.93 ---265615.51 ms/batch
Step 00085900 L_out=1.227 Acc=0.88 ---295274.14 ms/batch
Step 00085950 L_out=1.597 Acc=0.91 ---323272.51 ms/batch
Step 00086000 L_out=0.383 Acc=0.91 ---351089.90 ms/batch
Round 6 | epoch=8, train costTime=374.99084973335266, | total_activation_sum=43856966
Round 6 | epoch=9, current m_iou=0.8216468138675675
Round 6 | Best m_IoU is: 0.844, OA is: 0.953 | val costTime=87.04671144485474
Round 6 | ****EPOCH 9****
Step 00086050 L_out=0.266 Acc=0.92 --- 4049.36 ms/batch
Step 00086100 L_out=0.409 Acc=0.94 ---32377.42 ms/batch
Step 00086150 L_out=0.233 Acc=0.94 ---60861.87 ms/batch
Step 00086200 L_out=0.193 Acc=0.97 ---88647.34 ms/batch
Step 00086250 L_out=0.731 Acc=0.95 ---116745.01 ms/batch
Step 00086300 L_out=0.355 Acc=0.97 ---144207.74 ms/batch
Step 00086350 L_out=0.181 Acc=0.92 ---171214.22 ms/batch
Step 00086400 L_out=0.359 Acc=0.96 ---198825.82 ms/batch
Step 00086450 L_out=0.627 Acc=0.88 ---226390.19 ms/batch
Step 00086500 L_out=0.383 Acc=0.93 ---253765.36 ms/batch
Step 00086550 L_out=0.411 Acc=0.94 ---281545.66 ms/batch
Step 00086600 L_out=0.368 Acc=0.94 ---308655.61 ms/batch
Step 00086650 L_out=0.464 Acc=0.92 ---335919.67 ms/batch
Step 00086700 L_out=0.397 Acc=0.97 ---363043.27 ms/batch
Round 6 | epoch=9, train costTime=368.40562915802, | total_activation_sum=43621107
Round 6 | epoch=10, current m_iou=0.8363111025683341
Round 6 | Best m_IoU is: 0.844, OA is: 0.953 | val costTime=77.84053993225098
Round 6 | ****EPOCH 10****
Step 00086750 L_out=0.332 Acc=0.94 ---22672.82 ms/batch
Step 00086800 L_out=0.240 Acc=0.93 ---50696.45 ms/batch
Step 00086850 L_out=0.267 Acc=0.90 ---77747.86 ms/batch
Step 00086900 L_out=0.452 Acc=0.95 ---105457.51 ms/batch
Step 00086950 L_out=0.375 Acc=0.93 ---132882.51 ms/batch
Step 00087000 L_out=0.391 Acc=0.93 ---160901.87 ms/batch
Step 00087050 L_out=0.696 Acc=0.89 ---187942.82 ms/batch
Step 00087100 L_out=0.598 Acc=0.91 ---216014.34 ms/batch
Step 00087150 L_out=0.254 Acc=0.93 ---243815.06 ms/batch
Step 00087200 L_out=0.301 Acc=0.92 ---271723.97 ms/batch
Step 00087250 L_out=0.212 Acc=0.92 ---299324.23 ms/batch
Step 00087300 L_out=0.208 Acc=0.98 ---326471.81 ms/batch
Step 00087350 L_out=0.466 Acc=0.90 ---353665.90 ms/batch
Round 6 | epoch=10, train costTime=368.7338402271271, | total_activation_sum=43655180
Round 6 | epoch=11, current m_iou=0.8199525319597447
Round 6 | Best m_IoU is: 0.844, OA is: 0.953 | val costTime=78.23441004753113
Round 6 | ****EPOCH 11****
Step 00087400 L_out=0.227 Acc=0.94 ---13444.76 ms/batch
Step 00087450 L_out=0.410 Acc=0.82 ---40735.26 ms/batch
Step 00087500 L_out=0.397 Acc=0.91 ---68205.79 ms/batch
Step 00087550 L_out=0.804 Acc=0.93 ---96410.73 ms/batch
Step 00087600 L_out=3.188 Acc=0.62 ---123951.69 ms/batch
Step 00087650 L_out=0.230 Acc=0.96 ---151316.78 ms/batch
Step 00087700 L_out=0.325 Acc=0.95 ---179119.79 ms/batch
Step 00087750 L_out=0.874 Acc=0.80 ---206620.66 ms/batch
Step 00087800 L_out=0.394 Acc=0.92 ---234121.07 ms/batch
Step 00087850 L_out=0.314 Acc=0.95 ---261813.28 ms/batch
Step 00087900 L_out=0.132 Acc=0.94 ---290786.21 ms/batch
Step 00087950 L_out=0.140 Acc=0.97 ---318402.47 ms/batch
Step 00088000 L_out=0.405 Acc=0.93 ---346226.41 ms/batch
Round 6 | epoch=11, train costTime=370.4647855758667, | total_activation_sum=43628802
Round 6 | epoch=12, current m_iou=0.8219630661113044
Round 6 | Best m_IoU is: 0.844, OA is: 0.953 | val costTime=79.50555276870728
Round 6 | ****EPOCH 12****
Step 00088050 L_out=0.569 Acc=0.94 --- 3694.01 ms/batch
Step 00088100 L_out=0.189 Acc=0.95 ---31216.52 ms/batch
Step 00088150 L_out=0.524 Acc=0.95 ---59101.20 ms/batch
Step 00088200 L_out=0.531 Acc=0.91 ---86122.15 ms/batch
Step 00088250 L_out=0.396 Acc=0.93 ---113442.62 ms/batch
Step 00088300 L_out=0.208 Acc=0.91 ---141367.46 ms/batch
Step 00088350 L_out=0.263 Acc=0.95 ---168505.34 ms/batch
Step 00088400 L_out=0.366 Acc=0.96 ---195814.01 ms/batch
Step 00088450 L_out=0.482 Acc=0.93 ---223377.16 ms/batch
Step 00088500 L_out=0.320 Acc=0.94 ---251254.44 ms/batch
Step 00088550 L_out=0.558 Acc=0.85 ---278740.61 ms/batch
Step 00088600 L_out=0.249 Acc=0.95 ---306165.62 ms/batch
Step 00088650 L_out=0.307 Acc=0.96 ---333321.28 ms/batch
Step 00088700 L_out=0.429 Acc=0.93 ---361455.96 ms/batch
Round 6 | epoch=12, train costTime=367.24913454055786, | total_activation_sum=43721046
Round 6 | epoch=13, current m_iou=0.8398668604816228
Round 6 | Best m_IoU is: 0.844, OA is: 0.953 | val costTime=78.74136304855347
Round 6 | ****EPOCH 13****
Step 00088750 L_out=0.372 Acc=0.94 ---17947.28 ms/batch
Step 00088800 L_out=0.290 Acc=0.94 ---42032.07 ms/batch
Step 00088850 L_out=0.352 Acc=0.93 ---67134.66 ms/batch
Step 00088900 L_out=0.569 Acc=0.93 ---94578.99 ms/batch
Step 00088950 L_out=0.123 Acc=0.98 ---122051.12 ms/batch
Step 00089000 L_out=0.650 Acc=0.85 ---148797.68 ms/batch
Step 00089050 L_out=0.236 Acc=0.92 ---175904.93 ms/batch
Step 00089100 L_out=0.293 Acc=0.95 ---203602.47 ms/batch
Step 00089150 L_out=0.186 Acc=0.96 ---231035.02 ms/batch
Step 00089200 L_out=0.547 Acc=0.95 ---258112.16 ms/batch
Step 00089250 L_out=0.415 Acc=0.90 ---285396.61 ms/batch
Step 00089300 L_out=0.202 Acc=0.97 ---313167.56 ms/batch
Step 00089350 L_out=0.724 Acc=0.90 ---340689.74 ms/batch
Round 6 | epoch=13, train costTime=356.1395163536072, | total_activation_sum=43650407
Round 6 | epoch=14, current m_iou=0.8565202633139248
Round 6 | Best m_IoU is: 0.857, OA is: 0.961 | val costTime=72.4497709274292
Round 6 | ****EPOCH 14****
Step 00089400 L_out=0.461 Acc=0.93 ---12455.52 ms/batch
Step 00089450 L_out=0.432 Acc=0.96 ---40937.58 ms/batch
Step 00089500 L_out=0.370 Acc=0.93 ---68332.01 ms/batch
Step 00089550 L_out=0.755 Acc=0.92 ---96406.86 ms/batch
Step 00089600 L_out=0.215 Acc=0.94 ---123558.22 ms/batch
Step 00089650 L_out=0.628 Acc=0.92 ---151038.57 ms/batch
Step 00089700 L_out=0.325 Acc=0.94 ---178921.46 ms/batch
Step 00089750 L_out=0.550 Acc=0.89 ---206504.50 ms/batch
Step 00089800 L_out=0.511 Acc=0.91 ---233966.56 ms/batch
Step 00089850 L_out=0.371 Acc=0.95 ---261570.03 ms/batch
Step 00089900 L_out=0.452 Acc=0.90 ---288633.72 ms/batch
Step 00089950 L_out=0.353 Acc=0.93 ---316016.07 ms/batch
Step 00090000 L_out=0.199 Acc=0.96 ---343589.41 ms/batch
Round 6 | epoch=14, train costTime=368.1210494041443, | total_activation_sum=43697844
Round 6 | epoch=15, current m_iou=0.8648472659203449
Round 6 | Best m_IoU is: 0.865, OA is: 0.964 | val costTime=79.54577565193176
Round 6 | ****EPOCH 15****
Step 00090050 L_out=0.357 Acc=0.93 --- 2813.65 ms/batch
Step 00090100 L_out=0.301 Acc=0.95 ---31894.22 ms/batch
Step 00090150 L_out=0.325 Acc=0.92 ---59986.42 ms/batch
Step 00090200 L_out=0.296 Acc=0.95 ---87829.85 ms/batch
Step 00090250 L_out=0.684 Acc=0.87 ---115260.02 ms/batch
Step 00090300 L_out=0.502 Acc=0.92 ---142850.23 ms/batch
Step 00090350 L_out=0.271 Acc=0.97 ---170503.57 ms/batch
Step 00090400 L_out=0.448 Acc=0.91 ---198240.06 ms/batch
Step 00090450 L_out=0.322 Acc=0.94 ---225994.04 ms/batch
Step 00090500 L_out=0.586 Acc=0.91 ---253592.63 ms/batch
Step 00090550 L_out=0.270 Acc=0.93 ---280878.98 ms/batch
Step 00090600 L_out=0.224 Acc=0.97 ---308524.28 ms/batch
Step 00090650 L_out=0.446 Acc=0.94 ---335656.72 ms/batch
Step 00090700 L_out=0.424 Acc=0.95 ---363427.72 ms/batch
Round 6 | epoch=15, train costTime=369.9939122200012, | total_activation_sum=43812116
Round 6 | epoch=16, current m_iou=0.8563628477091821
Round 6 | Best m_IoU is: 0.865, OA is: 0.964 | val costTime=81.47093462944031
Round 6 | ****EPOCH 16****
Step 00090750 L_out=0.330 Acc=0.93 ---22172.95 ms/batch
Step 00090800 L_out=0.209 Acc=0.96 ---49642.47 ms/batch
Step 00090850 L_out=0.318 Acc=0.94 ---77263.99 ms/batch
Step 00090900 L_out=0.532 Acc=0.94 ---104312.50 ms/batch
Step 00090950 L_out=0.264 Acc=0.94 ---131673.05 ms/batch
Step 00091000 L_out=0.630 Acc=0.93 ---158644.18 ms/batch
Step 00091050 L_out=0.398 Acc=0.93 ---185713.24 ms/batch
Step 00091100 L_out=0.392 Acc=0.96 ---212682.20 ms/batch
Step 00091150 L_out=0.435 Acc=0.96 ---239689.53 ms/batch
Step 00091200 L_out=0.693 Acc=0.93 ---267601.31 ms/batch
Step 00091250 L_out=0.058 Acc=0.96 ---294785.44 ms/batch
Step 00091300 L_out=0.298 Acc=0.96 ---321758.65 ms/batch
Step 00091350 L_out=0.160 Acc=0.92 ---348567.56 ms/batch
Round 6 | epoch=16, train costTime=364.688711643219, | total_activation_sum=43734189
Round 6 | epoch=17, current m_iou=0.8792124044857339
Round 6 | Best m_IoU is: 0.879, OA is: 0.968 | val costTime=83.92076134681702
Round 6 | ****EPOCH 17****
Step 00091400 L_out=0.356 Acc=0.91 ---12127.75 ms/batch
Step 00091450 L_out=0.758 Acc=0.92 ---40067.48 ms/batch
Step 00091500 L_out=0.279 Acc=0.94 ---67528.50 ms/batch
Step 00091550 L_out=0.429 Acc=0.90 ---94863.99 ms/batch
Step 00091600 L_out=0.604 Acc=0.95 ---122233.35 ms/batch
Step 00091650 L_out=0.338 Acc=0.97 ---149799.88 ms/batch
Step 00091700 L_out=0.203 Acc=0.96 ---177998.83 ms/batch
Step 00091750 L_out=0.397 Acc=0.94 ---205515.14 ms/batch
Step 00091800 L_out=0.265 Acc=0.94 ---232949.53 ms/batch
Step 00091850 L_out=0.487 Acc=0.95 ---260732.28 ms/batch
Step 00091900 L_out=0.271 Acc=0.95 ---288355.70 ms/batch
Step 00091950 L_out=0.168 Acc=0.98 ---316230.88 ms/batch
Step 00092000 L_out=0.446 Acc=0.92 ---343736.64 ms/batch
Round 6 | epoch=17, train costTime=369.0323734283447, | total_activation_sum=43671338
Round 6 | epoch=18, current m_iou=0.8689182344734339
Round 6 | Best m_IoU is: 0.879, OA is: 0.968 | val costTime=83.51023721694946
Round 6 | ****EPOCH 18****
Step 00092050 L_out=0.169 Acc=0.95 --- 2415.19 ms/batch
Step 00092100 L_out=0.465 Acc=0.92 ---29544.07 ms/batch
Step 00092150 L_out=0.309 Acc=0.95 ---57592.35 ms/batch
Step 00092200 L_out=0.416 Acc=0.92 ---84885.75 ms/batch
Step 00092250 L_out=0.253 Acc=0.94 ---112019.51 ms/batch
Step 00092300 L_out=0.634 Acc=0.87 ---139643.23 ms/batch
Step 00092350 L_out=0.368 Acc=0.90 ---167106.68 ms/batch
Step 00092400 L_out=0.252 Acc=0.94 ---194222.34 ms/batch
Step 00092450 L_out=0.499 Acc=0.91 ---221489.80 ms/batch
Step 00092500 L_out=0.323 Acc=0.94 ---249113.82 ms/batch
Step 00092550 L_out=0.212 Acc=0.88 ---276609.63 ms/batch
Step 00092600 L_out=0.487 Acc=0.87 ---305083.59 ms/batch
Step 00092650 L_out=0.357 Acc=0.93 ---332904.95 ms/batch
Step 00092700 L_out=0.552 Acc=0.89 ---360713.18 ms/batch
Round 6 | epoch=18, train costTime=367.8891234397888, | total_activation_sum=43719069
Round 6 | epoch=19, current m_iou=0.879820804803375
Round 6 | Best m_IoU is: 0.880, OA is: 0.970 | val costTime=83.56547737121582
Round 6 | ****EPOCH 19****
Step 00092750 L_out=0.140 Acc=0.97 ---19908.79 ms/batch
Step 00092800 L_out=0.243 Acc=0.96 ---47488.46 ms/batch
Step 00092850 L_out=0.257 Acc=0.93 ---75099.41 ms/batch
Step 00092900 L_out=0.184 Acc=0.97 ---103065.72 ms/batch
Step 00092950 L_out=0.235 Acc=0.95 ---130324.76 ms/batch
Step 00093000 L_out=0.255 Acc=0.95 ---157655.77 ms/batch
Step 00093050 L_out=0.446 Acc=0.96 ---184774.00 ms/batch
Step 00093100 L_out=0.382 Acc=0.96 ---212016.71 ms/batch
Step 00093150 L_out=0.238 Acc=0.96 ---239412.53 ms/batch
Step 00093200 L_out=0.408 Acc=0.96 ---267942.39 ms/batch
Step 00093250 L_out=0.258 Acc=0.96 ---294945.11 ms/batch
Step 00093300 L_out=0.249 Acc=0.93 ---321834.39 ms/batch
Step 00093350 L_out=0.398 Acc=0.96 ---348832.87 ms/batch
Round 6 | epoch=19, train costTime=365.5240159034729, | total_activation_sum=43705281
Round 6 | epoch=20, current m_iou=0.8749687996676729
Round 6 | Best m_IoU is: 0.880, OA is: 0.970 | val costTime=78.93612790107727
Round 6 | ****EPOCH 20****
Step 00093400 L_out=0.373 Acc=0.95 ---10377.14 ms/batch
Step 00093450 L_out=0.425 Acc=0.93 ---37461.67 ms/batch
Step 00093500 L_out=0.248 Acc=0.94 ---64880.09 ms/batch
Step 00093550 L_out=0.217 Acc=0.94 ---92490.62 ms/batch
Step 00093600 L_out=0.304 Acc=0.94 ---120132.67 ms/batch
Step 00093650 L_out=0.360 Acc=0.95 ---147197.55 ms/batch
Step 00093700 L_out=0.485 Acc=0.96 ---174248.76 ms/batch
Step 00093750 L_out=0.285 Acc=0.97 ---201596.27 ms/batch
Step 00093800 L_out=0.170 Acc=0.94 ---228950.24 ms/batch
Step 00093850 L_out=0.427 Acc=0.94 ---256237.78 ms/batch
Step 00093900 L_out=0.199 Acc=0.96 ---283422.96 ms/batch
Step 00093950 L_out=0.763 Acc=0.89 ---310506.95 ms/batch
Step 00094000 L_out=0.409 Acc=0.94 ---337570.33 ms/batch
Round 6 | epoch=20, train costTime=363.7594950199127, | total_activation_sum=43637663
Round 6 | epoch=21, current m_iou=0.8554752634836075
Round 6 | Best m_IoU is: 0.880, OA is: 0.970 | val costTime=82.89239358901978
Round 6 | ****EPOCH 21****
Step 00094050 L_out=0.471 Acc=0.96 --- 1567.18 ms/batch
Step 00094100 L_out=0.639 Acc=0.91 ---29301.59 ms/batch
Step 00094150 L_out=0.174 Acc=0.97 ---56047.79 ms/batch
Step 00094200 L_out=0.242 Acc=0.96 ---83579.45 ms/batch
Step 00094250 L_out=0.660 Acc=0.95 ---110744.23 ms/batch
Step 00094300 L_out=0.222 Acc=0.94 ---138174.77 ms/batch
Step 00094350 L_out=0.298 Acc=0.96 ---166347.64 ms/batch
Step 00094400 L_out=0.247 Acc=0.95 ---193632.11 ms/batch
Step 00094450 L_out=0.212 Acc=0.96 ---221291.19 ms/batch
Step 00094500 L_out=0.297 Acc=0.97 ---249243.59 ms/batch
Step 00094550 L_out=0.171 Acc=0.98 ---276879.01 ms/batch
Step 00094600 L_out=0.413 Acc=0.95 ---304330.64 ms/batch
Step 00094650 L_out=0.186 Acc=0.96 ---331810.73 ms/batch
Step 00094700 L_out=0.182 Acc=0.95 ---359687.37 ms/batch
Round 6 | epoch=21, train costTime=368.1366753578186, | total_activation_sum=43711326
Round 6 | epoch=22, current m_iou=0.8764823958087932
Round 6 | Best m_IoU is: 0.880, OA is: 0.970 | val costTime=72.9154601097107
Round 6 | ****EPOCH 22****
Step 00094750 L_out=0.258 Acc=0.97 ---19780.35 ms/batch
Step 00094800 L_out=0.151 Acc=0.97 ---47275.87 ms/batch
Step 00094850 L_out=0.355 Acc=0.95 ---74703.49 ms/batch
Step 00094900 L_out=0.382 Acc=0.93 ---101802.28 ms/batch
Step 00094950 L_out=0.293 Acc=0.95 ---129478.64 ms/batch
Step 00095000 L_out=0.318 Acc=0.94 ---156708.49 ms/batch
Step 00095050 L_out=0.212 Acc=0.98 ---183844.67 ms/batch
Step 00095100 L_out=0.189 Acc=0.97 ---211101.12 ms/batch
Step 00095150 L_out=0.464 Acc=0.93 ---238355.16 ms/batch
Step 00095200 L_out=0.217 Acc=0.93 ---265645.83 ms/batch
Step 00095250 L_out=0.243 Acc=0.94 ---292475.22 ms/batch
Step 00095300 L_out=0.147 Acc=0.95 ---319721.82 ms/batch
Step 00095350 L_out=0.261 Acc=0.96 ---347206.14 ms/batch
Round 6 | epoch=22, train costTime=364.525178194046, | total_activation_sum=43583250
Round 6 | epoch=23, current m_iou=0.8630188431780164
Round 6 | Best m_IoU is: 0.880, OA is: 0.970 | val costTime=76.45724177360535
Round 6 | ****EPOCH 23****
Step 00095400 L_out=0.883 Acc=0.91 ---10406.63 ms/batch
Step 00095450 L_out=0.275 Acc=0.97 ---37919.24 ms/batch
Step 00095500 L_out=0.399 Acc=0.96 ---65681.79 ms/batch
Step 00095550 L_out=0.258 Acc=0.94 ---93038.22 ms/batch
Step 00095600 L_out=0.197 Acc=0.94 ---120761.12 ms/batch
Step 00095650 L_out=0.390 Acc=0.95 ---148264.38 ms/batch
Step 00095700 L_out=0.910 Acc=0.88 ---175524.24 ms/batch
Step 00095750 L_out=0.143 Acc=0.97 ---202617.43 ms/batch
Step 00095800 L_out=0.127 Acc=0.97 ---230117.74 ms/batch
Step 00095850 L_out=0.363 Acc=0.95 ---257278.42 ms/batch
Step 00095900 L_out=0.137 Acc=0.98 ---284494.96 ms/batch
Step 00095950 L_out=0.149 Acc=0.95 ---311558.71 ms/batch
Step 00096000 L_out=0.576 Acc=0.94 ---338755.25 ms/batch
Round 6 | epoch=23, train costTime=365.367888212204, | total_activation_sum=43666920
Round 6 | epoch=24, current m_iou=0.8695669035482594
Round 6 | Best m_IoU is: 0.880, OA is: 0.970 | val costTime=79.42982459068298
Round 6 | ****EPOCH 24****
Step 00096050 L_out=0.489 Acc=0.88 --- 1198.39 ms/batch
Step 00096100 L_out=0.195 Acc=0.97 ---28913.24 ms/batch
Step 00096150 L_out=0.147 Acc=0.95 ---56814.96 ms/batch
Step 00096200 L_out=0.082 Acc=0.97 ---84571.35 ms/batch
Step 00096250 L_out=0.543 Acc=0.91 ---112264.19 ms/batch
Step 00096300 L_out=0.485 Acc=0.89 ---139417.42 ms/batch
Step 00096350 L_out=0.410 Acc=0.98 ---167657.14 ms/batch
Step 00096400 L_out=0.749 Acc=0.93 ---194924.94 ms/batch
Step 00096450 L_out=0.338 Acc=0.92 ---222809.05 ms/batch
Step 00096500 L_out=0.299 Acc=0.97 ---250484.80 ms/batch
Step 00096550 L_out=0.652 Acc=0.92 ---278175.46 ms/batch
Step 00096600 L_out=0.334 Acc=0.96 ---305784.14 ms/batch
Step 00096650 L_out=0.105 Acc=0.97 ---333636.21 ms/batch
Step 00096700 L_out=0.404 Acc=0.92 ---361308.46 ms/batch
Round 6 | epoch=24, train costTime=369.68766951560974, | total_activation_sum=43697732
Round 6 | epoch=25, current m_iou=0.8639980451636997
Round 6 | Best m_IoU is: 0.880, OA is: 0.970 | val costTime=78.33896970748901
Round 6 | ****EPOCH 25****
Step 00096750 L_out=0.092 Acc=0.96 ---19541.84 ms/batch
Step 00096800 L_out=0.294 Acc=0.96 ---46987.56 ms/batch
Step 00096850 L_out=0.300 Acc=0.95 ---74797.84 ms/batch
Step 00096900 L_out=0.235 Acc=0.92 ---101791.78 ms/batch
Step 00096950 L_out=0.278 Acc=0.96 ---129377.90 ms/batch
Step 00097000 L_out=0.122 Acc=0.96 ---156231.37 ms/batch
Step 00097050 L_out=0.335 Acc=0.95 ---184291.64 ms/batch
Step 00097100 L_out=0.193 Acc=0.96 ---212209.73 ms/batch
Step 00097150 L_out=0.286 Acc=0.93 ---239827.74 ms/batch
Step 00097200 L_out=0.322 Acc=0.94 ---267956.13 ms/batch
Step 00097250 L_out=0.128 Acc=0.98 ---296276.99 ms/batch
Step 00097300 L_out=0.544 Acc=0.95 ---324432.40 ms/batch
Step 00097350 L_out=0.449 Acc=0.96 ---351683.33 ms/batch
Round 6 | epoch=25, train costTime=370.36222982406616, | total_activation_sum=43715942
Round 6 | epoch=26, current m_iou=0.8736723574043674
Round 6 | Best m_IoU is: 0.880, OA is: 0.970 | val costTime=78.53047966957092
Round 6 | ****EPOCH 26****
Step 00097400 L_out=0.325 Acc=0.96 --- 9921.19 ms/batch
Step 00097450 L_out=0.454 Acc=0.95 ---37281.74 ms/batch
Step 00097500 L_out=0.212 Acc=0.97 ---64800.70 ms/batch
Step 00097550 L_out=0.389 Acc=0.91 ---92028.68 ms/batch
Step 00097600 L_out=0.338 Acc=0.94 ---119414.85 ms/batch
Step 00097650 L_out=0.283 Acc=0.95 ---147211.01 ms/batch
Step 00097700 L_out=0.397 Acc=0.95 ---174053.79 ms/batch
Step 00097750 L_out=0.473 Acc=0.96 ---201115.07 ms/batch
Step 00097800 L_out=0.429 Acc=0.96 ---228104.96 ms/batch
Step 00097850 L_out=0.475 Acc=0.96 ---255212.09 ms/batch
Step 00097900 L_out=0.306 Acc=0.94 ---283001.55 ms/batch
Step 00097950 L_out=0.199 Acc=0.95 ---310798.36 ms/batch
Step 00098000 L_out=0.122 Acc=0.96 ---338291.51 ms/batch
Round 6 | epoch=26, train costTime=366.01179099082947, | total_activation_sum=43721399
Round 6 | epoch=27, current m_iou=0.8774276019884931
Round 6 | Best m_IoU is: 0.880, OA is: 0.970 | val costTime=75.13156962394714
Round 6 | ****EPOCH 27****
Step 00098050 L_out=0.241 Acc=0.97 ---  453.46 ms/batch
Step 00098100 L_out=0.671 Acc=0.93 ---27573.40 ms/batch
Step 00098150 L_out=0.253 Acc=0.92 ---54076.87 ms/batch
Step 00098200 L_out=0.269 Acc=0.95 ---81839.63 ms/batch
Step 00098250 L_out=0.692 Acc=0.92 ---109017.87 ms/batch
Step 00098300 L_out=0.665 Acc=0.94 ---136419.86 ms/batch
Step 00098350 L_out=0.082 Acc=0.98 ---164079.43 ms/batch
Step 00098400 L_out=0.323 Acc=0.93 ---191327.72 ms/batch
Step 00098450 L_out=0.120 Acc=0.96 ---218478.90 ms/batch
Step 00098500 L_out=0.244 Acc=0.94 ---245732.33 ms/batch
Step 00098550 L_out=0.474 Acc=0.94 ---272760.37 ms/batch
Step 00098600 L_out=0.890 Acc=0.91 ---300289.53 ms/batch
Step 00098650 L_out=0.443 Acc=0.94 ---327807.25 ms/batch
Step 00098700 L_out=0.159 Acc=0.98 ---356315.68 ms/batch
Round 6 | epoch=27, train costTime=365.1501441001892, | total_activation_sum=43714720
Round 6 | epoch=28, current m_iou=0.8693444847751005
Round 6 | Best m_IoU is: 0.880, OA is: 0.970 | val costTime=74.4773108959198
Round 6 | ****EPOCH 28****
Step 00098750 L_out=0.096 Acc=0.96 ---18653.68 ms/batch
Step 00098800 L_out=0.249 Acc=0.97 ---45960.50 ms/batch
Step 00098850 L_out=0.446 Acc=0.97 ---73203.82 ms/batch
Step 00098900 L_out=0.242 Acc=0.97 ---100876.80 ms/batch
Step 00098950 L_out=0.246 Acc=0.95 ---128362.62 ms/batch
Step 00099000 L_out=0.080 Acc=0.95 ---155968.24 ms/batch
Step 00099050 L_out=0.223 Acc=0.95 ---183163.19 ms/batch
Step 00099100 L_out=0.352 Acc=0.93 ---210216.14 ms/batch
Step 00099150 L_out=0.360 Acc=0.93 ---237483.70 ms/batch
Step 00099200 L_out=0.644 Acc=0.93 ---264572.69 ms/batch
Step 00099250 L_out=0.294 Acc=0.93 ---291867.65 ms/batch
Step 00099300 L_out=0.214 Acc=0.94 ---319160.13 ms/batch
Step 00099350 L_out=0.088 Acc=0.98 ---346930.57 ms/batch
Round 6 | epoch=28, train costTime=365.8533134460449, | total_activation_sum=43562426
Round 6 | epoch=29, current m_iou=0.8754881813007958
Round 6 | Best m_IoU is: 0.880, OA is: 0.970 | val costTime=70.73399829864502
Round 6 | ****EPOCH 29****
Step 00099400 L_out=0.399 Acc=0.92 --- 9279.33 ms/batch
Step 00099450 L_out=0.102 Acc=0.97 ---37061.69 ms/batch
Step 00099500 L_out=0.485 Acc=0.94 ---65517.52 ms/batch
Step 00099550 L_out=0.222 Acc=0.97 ---92919.40 ms/batch
Step 00099600 L_out=0.518 Acc=0.94 ---120782.41 ms/batch
Step 00099650 L_out=0.108 Acc=0.95 ---147785.31 ms/batch
Step 00099700 L_out=0.310 Acc=0.95 ---175406.25 ms/batch
Step 00099750 L_out=0.297 Acc=0.95 ---202995.78 ms/batch
Step 00099800 L_out=0.352 Acc=0.96 ---230710.52 ms/batch
Step 00099850 L_out=0.300 Acc=0.97 ---257902.17 ms/batch
Step 00099900 L_out=0.139 Acc=0.96 ---285464.33 ms/batch
Step 00099950 L_out=0.268 Acc=0.96 ---313171.13 ms/batch
Step 00100000 L_out=0.273 Acc=0.96 ---340108.29 ms/batch
Step 00100050 L_out=0.369 Acc=0.91 ---368460.35 ms/batch
Round 6 | epoch=29, train costTime=368.46048521995544, | total_activation_sum=43773480
Round 6 | epoch=30, current m_iou=0.8770421801193359
Round 6 | Best m_IoU is: 0.880, OA is: 0.970 | val costTime=75.42640209197998
Round 6 | ****EPOCH 30****
Round 7 | ****EPOCH 0****
Step 00100100 L_out=4.174 Acc=0.66 ---27844.84 ms/batch
Step 00100150 L_out=1.425 Acc=0.63 ---55026.63 ms/batch
Step 00100200 L_out=1.448 Acc=0.63 ---82320.42 ms/batch
Step 00100250 L_out=1.608 Acc=0.79 ---109903.48 ms/batch
Step 00100300 L_out=1.385 Acc=0.71 ---137861.95 ms/batch
Step 00100350 L_out=1.324 Acc=0.86 ---165529.62 ms/batch
Step 00100400 L_out=1.616 Acc=0.64 ---194257.22 ms/batch
Step 00100450 L_out=0.511 Acc=0.95 ---224386.56 ms/batch
Step 00100500 L_out=0.853 Acc=0.88 ---251906.98 ms/batch
Step 00100550 L_out=0.897 Acc=0.91 ---279309.13 ms/batch
Step 00100600 L_out=1.273 Acc=0.86 ---306649.54 ms/batch
Step 00100650 L_out=0.931 Acc=0.94 ---334745.89 ms/batch
Step 00100700 L_out=0.557 Acc=0.90 ---362175.17 ms/batch
Round 7 | epoch=0, train costTime=371.18373370170593, | total_activation_sum=47648120
Round 7 | epoch=1, current m_iou=0.7757396407448791
Round 7 | Best m_IoU is: 0.776, OA is: 0.920 | val costTime=61.87818694114685
Round 7 | ****EPOCH 1****
Step 00100750 L_out=0.235 Acc=0.93 ---17581.90 ms/batch
Step 00100800 L_out=0.648 Acc=0.92 ---43607.11 ms/batch
Step 00100850 L_out=0.583 Acc=0.85 ---70269.75 ms/batch
Step 00100900 L_out=0.972 Acc=0.95 ---96980.09 ms/batch
Step 00100950 L_out=0.982 Acc=0.92 ---124080.25 ms/batch
Step 00101000 L_out=0.658 Acc=0.93 ---151386.74 ms/batch
Step 00101050 L_out=0.394 Acc=0.97 ---178662.56 ms/batch
Step 00101100 L_out=0.369 Acc=0.95 ---206786.61 ms/batch
Step 00101150 L_out=0.362 Acc=0.94 ---233611.61 ms/batch
Step 00101200 L_out=0.441 Acc=0.94 ---260627.12 ms/batch
Step 00101250 L_out=0.272 Acc=0.97 ---288294.44 ms/batch
Step 00101300 L_out=0.331 Acc=0.97 ---317050.00 ms/batch
Step 00101350 L_out=0.394 Acc=0.93 ---345938.51 ms/batch
Round 7 | epoch=1, train costTime=364.0587205886841, | total_activation_sum=47707327
Round 7 | epoch=2, current m_iou=0.6760631034001223
Round 7 | Best m_IoU is: 0.776, OA is: 0.920 | val costTime=61.459131717681885
Round 7 | ****EPOCH 2****
Step 00101400 L_out=0.277 Acc=0.96 --- 8652.45 ms/batch
Step 00101450 L_out=0.511 Acc=0.94 ---37501.27 ms/batch
Step 00101500 L_out=0.549 Acc=0.93 ---64295.27 ms/batch
Step 00101550 L_out=0.254 Acc=0.97 ---91674.88 ms/batch
Step 00101600 L_out=0.691 Acc=0.95 ---118331.50 ms/batch
Step 00101650 L_out=0.909 Acc=0.87 ---145722.44 ms/batch
Step 00101700 L_out=0.393 Acc=0.97 ---173094.64 ms/batch
Step 00101750 L_out=0.867 Acc=0.93 ---199794.08 ms/batch
Step 00101800 L_out=1.084 Acc=0.85 ---225655.34 ms/batch
Step 00101850 L_out=0.533 Acc=0.93 ---252787.64 ms/batch
Step 00101900 L_out=0.387 Acc=0.96 ---280633.09 ms/batch
Step 00101950 L_out=0.622 Acc=0.90 ---308568.45 ms/batch
Step 00102000 L_out=0.323 Acc=0.95 ---335486.70 ms/batch
Step 00102050 L_out=0.645 Acc=0.95 ---362993.45 ms/batch
Round 7 | epoch=2, train costTime=363.50433111190796, | total_activation_sum=47848785
Round 7 | epoch=3, current m_iou=0.8297380324775566
Round 7 | Best m_IoU is: 0.830, OA is: 0.955 | val costTime=61.689897775650024
Round 7 | ****EPOCH 3****
Step 00102100 L_out=0.367 Acc=0.95 ---26246.99 ms/batch
Step 00102150 L_out=0.690 Acc=0.89 ---52523.00 ms/batch
Step 00102200 L_out=0.540 Acc=0.94 ---78753.31 ms/batch
Step 00102250 L_out=0.510 Acc=0.96 ---105204.85 ms/batch
Step 00102300 L_out=0.510 Acc=0.88 ---131683.12 ms/batch
Step 00102350 L_out=0.575 Acc=0.89 ---159377.02 ms/batch
Step 00102400 L_out=0.515 Acc=0.96 ---186244.92 ms/batch
Step 00102450 L_out=0.599 Acc=0.92 ---212593.34 ms/batch
Step 00102500 L_out=0.492 Acc=0.93 ---239905.24 ms/batch
Step 00102550 L_out=0.624 Acc=0.94 ---266726.52 ms/batch
Step 00102600 L_out=0.350 Acc=0.95 ---294528.47 ms/batch
Step 00102650 L_out=1.485 Acc=0.80 ---322397.21 ms/batch
Step 00102700 L_out=0.738 Acc=0.92 ---348531.20 ms/batch
Round 7 | epoch=3, train costTime=357.947393655777, | total_activation_sum=47880090
Round 7 | epoch=4, current m_iou=0.8144680186633537
Round 7 | Best m_IoU is: 0.830, OA is: 0.955 | val costTime=61.330408573150635
Round 7 | ****EPOCH 4****
Step 00102750 L_out=0.390 Acc=0.97 ---16401.67 ms/batch
Step 00102800 L_out=0.496 Acc=0.94 ---43726.02 ms/batch
Step 00102850 L_out=0.427 Acc=0.94 ---69969.06 ms/batch
Step 00102900 L_out=0.192 Acc=0.93 ---97341.72 ms/batch
Step 00102950 L_out=0.352 Acc=0.93 ---123684.91 ms/batch
Step 00103000 L_out=0.815 Acc=0.93 ---151744.93 ms/batch
Step 00103050 L_out=0.531 Acc=0.91 ---179514.69 ms/batch
Step 00103100 L_out=0.575 Acc=0.94 ---205645.97 ms/batch
Step 00103150 L_out=0.392 Acc=0.92 ---232835.26 ms/batch
Step 00103200 L_out=0.705 Acc=0.90 ---259497.28 ms/batch
Step 00103250 L_out=0.300 Acc=0.95 ---287141.93 ms/batch
Step 00103300 L_out=0.970 Acc=0.92 ---315788.55 ms/batch
Step 00103350 L_out=0.477 Acc=0.94 ---343193.10 ms/batch
Round 7 | epoch=4, train costTime=362.65789270401, | total_activation_sum=47581891
Round 7 | epoch=5, current m_iou=0.861246683753552
Round 7 | Best m_IoU is: 0.861, OA is: 0.960 | val costTime=61.48267579078674
Round 7 | ****EPOCH 5****
Step 00103400 L_out=0.496 Acc=0.94 --- 8092.09 ms/batch
Step 00103450 L_out=0.541 Acc=0.93 ---36430.63 ms/batch
Step 00103500 L_out=0.335 Acc=0.96 ---63578.79 ms/batch
Step 00103550 L_out=0.276 Acc=0.94 ---90234.47 ms/batch
Step 00103600 L_out=0.337 Acc=0.92 ---116839.39 ms/batch
Step 00103650 L_out=0.330 Acc=0.94 ---143513.26 ms/batch
Step 00103700 L_out=0.476 Acc=0.95 ---172684.60 ms/batch
Step 00103750 L_out=0.865 Acc=0.93 ---201616.67 ms/batch
Step 00103800 L_out=0.777 Acc=0.91 ---229961.51 ms/batch
Step 00103850 L_out=0.372 Acc=0.93 ---257012.07 ms/batch
Step 00103900 L_out=0.448 Acc=0.93 ---284668.72 ms/batch
Step 00103950 L_out=0.620 Acc=0.95 ---312221.42 ms/batch
Step 00104000 L_out=0.162 Acc=0.94 ---339192.25 ms/batch
Step 00104050 L_out=0.509 Acc=0.94 ---367353.31 ms/batch
Round 7 | epoch=5, train costTime=368.4017663002014, | total_activation_sum=47664570
Round 7 | epoch=6, current m_iou=0.8647228891944567
Round 7 | Best m_IoU is: 0.865, OA is: 0.959 | val costTime=61.54657959938049
Round 7 | ****EPOCH 6****
Step 00104100 L_out=0.285 Acc=0.95 ---27755.41 ms/batch
Step 00104150 L_out=0.903 Acc=0.93 ---54485.82 ms/batch
Step 00104200 L_out=0.337 Acc=0.97 ---81756.24 ms/batch
Step 00104250 L_out=0.516 Acc=0.94 ---108601.13 ms/batch
Step 00104300 L_out=0.300 Acc=0.95 ---135908.32 ms/batch
Step 00104350 L_out=0.327 Acc=0.95 ---163287.78 ms/batch
Step 00104400 L_out=1.341 Acc=0.88 ---189554.39 ms/batch
Step 00104450 L_out=0.357 Acc=0.93 ---218013.16 ms/batch
Step 00104500 L_out=0.429 Acc=0.93 ---245705.71 ms/batch
Step 00104550 L_out=0.308 Acc=0.93 ---273847.03 ms/batch
Step 00104600 L_out=0.611 Acc=0.95 ---302226.45 ms/batch
Step 00104650 L_out=0.382 Acc=0.85 ---328927.33 ms/batch
Step 00104700 L_out=0.984 Acc=0.83 ---356443.98 ms/batch
Round 7 | epoch=6, train costTime=367.30081844329834, | total_activation_sum=47795215
Round 7 | epoch=7, current m_iou=0.8775639165898598
Round 7 | Best m_IoU is: 0.878, OA is: 0.967 | val costTime=60.867785930633545
Round 7 | ****EPOCH 7****
Step 00104750 L_out=0.211 Acc=0.95 ---16375.23 ms/batch
Step 00104800 L_out=0.339 Acc=0.96 ---44012.40 ms/batch
Step 00104850 L_out=0.473 Acc=0.95 ---72092.72 ms/batch
Step 00104900 L_out=0.475 Acc=0.94 ---98901.74 ms/batch
Step 00104950 L_out=0.206 Acc=0.96 ---128341.65 ms/batch
Step 00105000 L_out=0.285 Acc=0.93 ---156734.26 ms/batch
Step 00105050 L_out=0.569 Acc=0.92 ---185027.39 ms/batch
Step 00105100 L_out=0.656 Acc=0.95 ---212846.04 ms/batch
Step 00105150 L_out=0.607 Acc=0.96 ---240383.20 ms/batch
Step 00105200 L_out=0.422 Acc=0.96 ---268280.39 ms/batch
Step 00105250 L_out=0.508 Acc=0.92 ---296376.30 ms/batch
Step 00105300 L_out=0.472 Acc=0.95 ---323217.06 ms/batch
Step 00105350 L_out=0.338 Acc=0.93 ---349530.20 ms/batch
Round 7 | epoch=7, train costTime=368.7688829898834, | total_activation_sum=47875392
Round 7 | epoch=8, current m_iou=0.8789554155608681
Round 7 | Best m_IoU is: 0.879, OA is: 0.967 | val costTime=61.54774069786072
Round 7 | ****EPOCH 8****
Step 00105400 L_out=0.064 Acc=0.98 --- 8027.13 ms/batch
Step 00105450 L_out=0.206 Acc=0.93 ---34616.07 ms/batch
Step 00105500 L_out=1.124 Acc=0.89 ---61143.05 ms/batch
Step 00105550 L_out=0.498 Acc=0.94 ---87363.61 ms/batch
Step 00105600 L_out=0.516 Acc=0.96 ---113683.50 ms/batch
Step 00105650 L_out=0.417 Acc=0.97 ---140148.57 ms/batch
Step 00105700 L_out=0.301 Acc=0.92 ---166825.50 ms/batch
Step 00105750 L_out=0.339 Acc=0.96 ---194972.92 ms/batch
Step 00105800 L_out=0.293 Acc=0.96 ---222153.12 ms/batch
Step 00105850 L_out=0.297 Acc=0.95 ---249540.02 ms/batch
Step 00105900 L_out=0.614 Acc=0.93 ---277014.27 ms/batch
Step 00105950 L_out=0.363 Acc=0.95 ---305017.65 ms/batch
Step 00106000 L_out=0.419 Acc=0.93 ---332680.49 ms/batch
Step 00106050 L_out=0.429 Acc=0.93 ---359151.20 ms/batch
Round 7 | epoch=8, train costTime=360.68190455436707, | total_activation_sum=47628851
Round 7 | epoch=9, current m_iou=0.8630705383948774
Round 7 | Best m_IoU is: 0.879, OA is: 0.967 | val costTime=60.84922456741333
Round 7 | ****EPOCH 9****
Step 00106100 L_out=0.240 Acc=0.97 ---24826.72 ms/batch
Step 00106150 L_out=7.044 Acc=0.27 ---50924.64 ms/batch
Step 00106200 L_out=0.560 Acc=0.94 ---78218.67 ms/batch
Step 00106250 L_out=0.491 Acc=0.95 ---105032.95 ms/batch
Step 00106300 L_out=0.490 Acc=0.96 ---131378.27 ms/batch
Step 00106350 L_out=0.286 Acc=0.92 ---157627.81 ms/batch
Step 00106400 L_out=0.545 Acc=0.94 ---183884.18 ms/batch
Step 00106450 L_out=0.335 Acc=0.96 ---210543.58 ms/batch
Step 00106500 L_out=0.344 Acc=0.96 ---236609.99 ms/batch
Step 00106550 L_out=0.602 Acc=0.94 ---264398.67 ms/batch
Step 00106600 L_out=0.471 Acc=0.94 ---291893.94 ms/batch
Step 00106650 L_out=0.401 Acc=0.94 ---317921.55 ms/batch
Step 00106700 L_out=0.159 Acc=0.98 ---344898.19 ms/batch
Round 7 | epoch=9, train costTime=355.5238127708435, | total_activation_sum=47652063
Round 7 | epoch=10, current m_iou=0.8505252716342967
Round 7 | Best m_IoU is: 0.879, OA is: 0.967 | val costTime=61.27755665779114
Round 7 | ****EPOCH 10****
Step 00106750 L_out=0.520 Acc=0.97 ---15936.91 ms/batch
Step 00106800 L_out=0.369 Acc=0.93 ---41774.78 ms/batch
Step 00106850 L_out=0.229 Acc=0.98 ---68154.57 ms/batch
Step 00106900 L_out=0.416 Acc=0.93 ---94366.79 ms/batch
Step 00106950 L_out=0.402 Acc=0.96 ---120698.61 ms/batch
Step 00107000 L_out=0.346 Acc=0.98 ---147019.28 ms/batch
Step 00107050 L_out=0.271 Acc=0.98 ---174050.49 ms/batch
Step 00107100 L_out=0.433 Acc=0.94 ---202866.46 ms/batch
Step 00107150 L_out=1.175 Acc=0.92 ---229480.45 ms/batch
Step 00107200 L_out=0.238 Acc=0.97 ---256103.15 ms/batch
Step 00107250 L_out=0.546 Acc=0.91 ---284008.46 ms/batch
Step 00107300 L_out=0.363 Acc=0.96 ---309455.07 ms/batch
Step 00107350 L_out=0.229 Acc=0.96 ---335985.83 ms/batch
Round 7 | epoch=10, train costTime=355.5075373649597, | total_activation_sum=47912553
Round 7 | epoch=11, current m_iou=0.8554968131394943
Round 7 | Best m_IoU is: 0.879, OA is: 0.967 | val costTime=60.910786390304565
Round 7 | ****EPOCH 11****
Step 00107400 L_out=0.121 Acc=0.98 --- 7069.54 ms/batch
Step 00107450 L_out=0.280 Acc=0.96 ---34837.07 ms/batch
Step 00107500 L_out=0.864 Acc=0.89 ---60975.39 ms/batch
Step 00107550 L_out=0.893 Acc=0.92 ---87453.51 ms/batch
Step 00107600 L_out=0.650 Acc=0.92 ---114850.73 ms/batch
Step 00107650 L_out=0.889 Acc=0.91 ---141191.72 ms/batch
Step 00107700 L_out=0.250 Acc=0.96 ---167330.54 ms/batch
Step 00107750 L_out=0.189 Acc=0.94 ---194834.88 ms/batch
Step 00107800 L_out=0.158 Acc=0.97 ---221544.40 ms/batch
Step 00107850 L_out=0.308 Acc=0.95 ---248821.55 ms/batch
Step 00107900 L_out=0.275 Acc=0.96 ---276444.48 ms/batch
Step 00107950 L_out=0.523 Acc=0.96 ---304044.90 ms/batch
Step 00108000 L_out=0.379 Acc=0.93 ---330827.12 ms/batch
Step 00108050 L_out=0.221 Acc=0.95 ---357320.04 ms/batch
Round 7 | epoch=11, train costTime=359.49395060539246, | total_activation_sum=47844378
Round 7 | epoch=12, current m_iou=0.8822343448368843
Round 7 | Best m_IoU is: 0.882, OA is: 0.968 | val costTime=61.02557921409607
Round 7 | ****EPOCH 12****
Step 00108100 L_out=0.970 Acc=0.90 ---25597.78 ms/batch
Step 00108150 L_out=0.312 Acc=0.94 ---53298.74 ms/batch
Step 00108200 L_out=0.399 Acc=0.95 ---80131.76 ms/batch
Step 00108250 L_out=0.395 Acc=0.95 ---108155.16 ms/batch
Step 00108300 L_out=0.399 Acc=0.96 ---134997.49 ms/batch
Step 00108350 L_out=0.475 Acc=0.95 ---163370.02 ms/batch
Step 00108400 L_out=0.681 Acc=0.93 ---191070.73 ms/batch
Step 00108450 L_out=0.297 Acc=0.96 ---220070.84 ms/batch
Step 00108500 L_out=0.353 Acc=0.96 ---250590.64 ms/batch
Step 00108550 L_out=0.262 Acc=0.96 ---278240.93 ms/batch
Step 00108600 L_out=0.575 Acc=0.94 ---306534.48 ms/batch
Step 00108650 L_out=0.601 Acc=0.94 ---333426.87 ms/batch
Step 00108700 L_out=0.423 Acc=0.94 ---360956.80 ms/batch
Round 7 | epoch=12, train costTime=372.7466824054718, | total_activation_sum=47584720
Round 7 | epoch=13, current m_iou=0.8912530757815946
Round 7 | Best m_IoU is: 0.891, OA is: 0.970 | val costTime=61.45453906059265
Round 7 | ****EPOCH 13****
Step 00108750 L_out=0.648 Acc=0.92 ---15235.90 ms/batch
Step 00108800 L_out=1.089 Acc=0.85 ---41689.01 ms/batch
Step 00108850 L_out=0.374 Acc=0.95 ---68970.79 ms/batch
Step 00108900 L_out=0.791 Acc=0.94 ---97645.80 ms/batch
Step 00108950 L_out=0.977 Acc=0.92 ---124495.19 ms/batch
Step 00109000 L_out=0.315 Acc=0.96 ---151591.60 ms/batch
Step 00109050 L_out=0.227 Acc=0.97 ---178428.03 ms/batch
Step 00109100 L_out=0.195 Acc=0.98 ---204961.55 ms/batch
Step 00109150 L_out=0.145 Acc=0.95 ---230899.06 ms/batch
Step 00109200 L_out=0.451 Acc=0.94 ---257673.68 ms/batch
Step 00109250 L_out=0.306 Acc=0.94 ---286298.76 ms/batch
Step 00109300 L_out=0.332 Acc=0.93 ---313818.55 ms/batch
Step 00109350 L_out=0.172 Acc=0.96 ---339841.79 ms/batch
Round 7 | epoch=13, train costTime=360.2890157699585, | total_activation_sum=47780923
Round 7 | epoch=14, current m_iou=0.8931010457991089
Round 7 | Best m_IoU is: 0.893, OA is: 0.973 | val costTime=61.143492221832275
Round 7 | ****EPOCH 14****
Step 00109400 L_out=0.338 Acc=0.94 --- 6500.46 ms/batch
Step 00109450 L_out=0.451 Acc=0.95 ---35102.41 ms/batch
Step 00109500 L_out=0.638 Acc=0.94 ---62844.17 ms/batch
Step 00109550 L_out=0.151 Acc=0.97 ---89897.33 ms/batch
Step 00109600 L_out=0.225 Acc=0.96 ---117421.99 ms/batch
Step 00109650 L_out=0.725 Acc=0.93 ---143835.59 ms/batch
Step 00109700 L_out=0.232 Acc=0.96 ---170669.11 ms/batch
Step 00109750 L_out=0.432 Acc=0.96 ---196840.71 ms/batch
Step 00109800 L_out=0.350 Acc=0.95 ---223023.89 ms/batch
Step 00109850 L_out=0.272 Acc=0.97 ---250375.51 ms/batch
Step 00109900 L_out=0.176 Acc=0.97 ---278109.60 ms/batch
Step 00109950 L_out=0.278 Acc=0.91 ---306043.93 ms/batch
Step 00110000 L_out=0.735 Acc=0.92 ---332968.91 ms/batch
Step 00110050 L_out=0.214 Acc=0.98 ---359569.68 ms/batch
Round 7 | epoch=14, train costTime=362.3658549785614, | total_activation_sum=47948728
Round 7 | epoch=15, current m_iou=0.8904649887899468
Round 7 | Best m_IoU is: 0.893, OA is: 0.973 | val costTime=61.59050464630127
Round 7 | ****EPOCH 15****
Step 00110100 L_out=0.538 Acc=0.92 ---23798.67 ms/batch
Step 00110150 L_out=0.091 Acc=0.96 ---50204.10 ms/batch
Step 00110200 L_out=0.188 Acc=0.97 ---76899.57 ms/batch
Step 00110250 L_out=0.396 Acc=0.96 ---103207.08 ms/batch
Step 00110300 L_out=0.203 Acc=0.97 ---130046.27 ms/batch
Step 00110350 L_out=0.304 Acc=0.95 ---156673.42 ms/batch
Step 00110400 L_out=0.328 Acc=0.94 ---183342.55 ms/batch
Step 00110450 L_out=0.490 Acc=0.96 ---210605.89 ms/batch
Step 00110500 L_out=0.307 Acc=0.97 ---236906.33 ms/batch
Step 00110550 L_out=0.812 Acc=0.91 ---264648.67 ms/batch
Step 00110600 L_out=0.221 Acc=0.97 ---292563.62 ms/batch
Step 00110650 L_out=0.440 Acc=0.95 ---319309.24 ms/batch
Step 00110700 L_out=0.321 Acc=0.93 ---346218.69 ms/batch
Round 7 | epoch=15, train costTime=358.06174540519714, | total_activation_sum=47650240
Round 7 | epoch=16, current m_iou=0.8879751664616526
Round 7 | Best m_IoU is: 0.893, OA is: 0.973 | val costTime=61.00595045089722
Round 7 | ****EPOCH 16****
Step 00110750 L_out=0.274 Acc=0.94 ---14756.82 ms/batch
Step 00110800 L_out=0.418 Acc=0.95 ---41568.04 ms/batch
Step 00110850 L_out=0.510 Acc=0.95 ---68818.79 ms/batch
Step 00110900 L_out=0.158 Acc=0.95 ---97121.70 ms/batch
Step 00110950 L_out=0.638 Acc=0.92 ---125849.44 ms/batch
Step 00111000 L_out=0.429 Acc=0.95 ---152573.02 ms/batch
Step 00111050 L_out=0.322 Acc=0.97 ---178780.06 ms/batch
Step 00111100 L_out=0.996 Acc=0.91 ---205183.58 ms/batch
Step 00111150 L_out=0.334 Acc=0.97 ---231790.90 ms/batch
Step 00111200 L_out=0.435 Acc=0.94 ---258393.94 ms/batch
Step 00111250 L_out=0.306 Acc=0.96 ---286759.80 ms/batch
Step 00111300 L_out=0.383 Acc=0.92 ---314211.10 ms/batch
Step 00111350 L_out=0.259 Acc=0.93 ---342605.32 ms/batch
Round 7 | epoch=16, train costTime=363.81790113449097, | total_activation_sum=47679674
Round 7 | epoch=17, current m_iou=0.8823190376725474
Round 7 | Best m_IoU is: 0.893, OA is: 0.973 | val costTime=61.260085582733154
Round 7 | ****EPOCH 17****
Step 00111400 L_out=0.612 Acc=0.95 --- 6336.93 ms/batch
Step 00111450 L_out=0.486 Acc=0.97 ---33966.96 ms/batch
Step 00111500 L_out=0.263 Acc=0.96 ---61928.82 ms/batch
Step 00111550 L_out=0.404 Acc=0.96 ---89753.42 ms/batch
Step 00111600 L_out=0.397 Acc=0.97 ---116125.55 ms/batch
Step 00111650 L_out=0.637 Acc=0.91 ---142427.82 ms/batch
Step 00111700 L_out=0.551 Acc=0.93 ---168715.31 ms/batch
Step 00111750 L_out=0.344 Acc=0.96 ---194750.97 ms/batch
Step 00111800 L_out=0.179 Acc=0.96 ---221157.21 ms/batch
Step 00111850 L_out=0.390 Acc=0.96 ---249268.29 ms/batch
Step 00111900 L_out=0.392 Acc=0.95 ---277169.51 ms/batch
Step 00111950 L_out=0.272 Acc=0.94 ---305279.93 ms/batch
Step 00112000 L_out=0.222 Acc=0.96 ---331339.62 ms/batch
Step 00112050 L_out=0.559 Acc=0.93 ---359470.65 ms/batch
Round 7 | epoch=17, train costTime=362.55412316322327, | total_activation_sum=47823392
Round 7 | epoch=18, current m_iou=0.8569912965737314
Round 7 | Best m_IoU is: 0.893, OA is: 0.973 | val costTime=60.934484243392944
Round 7 | ****EPOCH 18****
Step 00112100 L_out=0.196 Acc=0.96 ---23816.67 ms/batch
Step 00112150 L_out=0.214 Acc=0.93 ---49972.75 ms/batch
Step 00112200 L_out=1.420 Acc=0.88 ---76222.14 ms/batch
Step 00112250 L_out=0.597 Acc=0.94 ---103035.62 ms/batch
Step 00112300 L_out=0.349 Acc=0.93 ---129600.31 ms/batch
Step 00112350 L_out=0.338 Acc=0.96 ---156467.90 ms/batch
Step 00112400 L_out=0.356 Acc=0.95 ---183046.50 ms/batch
Step 00112450 L_out=0.351 Acc=0.95 ---213224.89 ms/batch
Step 00112500 L_out=0.239 Acc=0.96 ---241613.27 ms/batch
Step 00112550 L_out=0.368 Acc=0.94 ---269252.77 ms/batch
Step 00112600 L_out=0.322 Acc=0.97 ---297161.87 ms/batch
Step 00112650 L_out=0.238 Acc=0.97 ---325009.45 ms/batch
Step 00112700 L_out=0.470 Acc=0.94 ---353471.67 ms/batch
Round 7 | epoch=18, train costTime=365.68784737586975, | total_activation_sum=47616941
Round 7 | epoch=19, current m_iou=0.8763199616329251
Round 7 | Best m_IoU is: 0.893, OA is: 0.973 | val costTime=60.39598989486694
Round 7 | ****EPOCH 19****
Step 00112750 L_out=0.181 Acc=0.95 ---14892.44 ms/batch
Step 00112800 L_out=0.250 Acc=0.97 ---41687.57 ms/batch
Step 00112850 L_out=0.195 Acc=0.98 ---70613.96 ms/batch
Step 00112900 L_out=0.286 Acc=0.96 ---97339.18 ms/batch
Step 00112950 L_out=0.346 Acc=0.96 ---125247.90 ms/batch
Step 00113000 L_out=0.284 Acc=0.96 ---153858.80 ms/batch
Step 00113050 L_out=0.387 Acc=0.94 ---180925.88 ms/batch
Step 00113100 L_out=0.431 Acc=0.94 ---207274.04 ms/batch
Step 00113150 L_out=0.183 Acc=0.97 ---233879.90 ms/batch
Step 00113200 L_out=0.328 Acc=0.94 ---260184.67 ms/batch
Step 00113250 L_out=0.319 Acc=0.97 ---288215.77 ms/batch
Step 00113300 L_out=0.263 Acc=0.95 ---315324.10 ms/batch
Step 00113350 L_out=0.415 Acc=0.97 ---341866.88 ms/batch
Round 7 | epoch=19, train costTime=364.56709456443787, | total_activation_sum=47810288
Round 7 | epoch=20, current m_iou=0.8875234155917853
Round 7 | Best m_IoU is: 0.893, OA is: 0.973 | val costTime=61.07127666473389
Round 7 | ****EPOCH 20****
Step 00113400 L_out=0.313 Acc=0.93 --- 5455.25 ms/batch
Step 00113450 L_out=0.295 Acc=0.95 ---32336.86 ms/batch
Step 00113500 L_out=0.247 Acc=0.98 ---59978.79 ms/batch
Step 00113550 L_out=0.265 Acc=0.95 ---86864.55 ms/batch
Step 00113600 L_out=0.248 Acc=0.98 ---113268.41 ms/batch
Step 00113650 L_out=0.423 Acc=0.97 ---139792.32 ms/batch
Step 00113700 L_out=0.153 Acc=0.96 ---166444.63 ms/batch
Step 00113750 L_out=0.620 Acc=0.92 ---192686.94 ms/batch
Step 00113800 L_out=0.378 Acc=0.93 ---219978.56 ms/batch
Step 00113850 L_out=0.374 Acc=0.96 ---250383.43 ms/batch
Step 00113900 L_out=0.308 Acc=0.96 ---277803.98 ms/batch
Step 00113950 L_out=0.368 Acc=0.95 ---305795.03 ms/batch
Step 00114000 L_out=0.205 Acc=0.94 ---332330.73 ms/batch
Step 00114050 L_out=0.195 Acc=0.94 ---360700.10 ms/batch
Round 7 | epoch=20, train costTime=364.47822761535645, | total_activation_sum=47883246
Round 7 | epoch=21, current m_iou=0.8843961932389282
Round 7 | Best m_IoU is: 0.893, OA is: 0.973 | val costTime=60.51253056526184
Round 7 | ****EPOCH 21****
Step 00114100 L_out=0.299 Acc=0.93 ---23063.52 ms/batch
Step 00114150 L_out=0.296 Acc=0.96 ---49668.73 ms/batch
Step 00114200 L_out=0.229 Acc=0.97 ---77499.73 ms/batch
Step 00114250 L_out=0.297 Acc=0.98 ---104604.17 ms/batch
Step 00114300 L_out=0.359 Acc=0.95 ---133604.26 ms/batch
Step 00114350 L_out=0.399 Acc=0.98 ---160285.17 ms/batch
Step 00114400 L_out=0.296 Acc=0.96 ---188071.61 ms/batch
Step 00114450 L_out=0.375 Acc=0.95 ---215019.93 ms/batch
Step 00114500 L_out=0.182 Acc=0.97 ---241391.00 ms/batch
Step 00114550 L_out=0.674 Acc=0.95 ---268948.37 ms/batch
Step 00114600 L_out=0.226 Acc=0.95 ---296569.94 ms/batch
Step 00114650 L_out=0.163 Acc=0.98 ---323358.37 ms/batch
Step 00114700 L_out=0.222 Acc=0.95 ---351720.59 ms/batch
Round 7 | epoch=21, train costTime=364.30256700515747, | total_activation_sum=47547489
Round 7 | epoch=22, current m_iou=0.8856110326162281
Round 7 | Best m_IoU is: 0.893, OA is: 0.973 | val costTime=60.63157343864441
Round 7 | ****EPOCH 22****
Step 00114750 L_out=0.364 Acc=0.97 ---13928.84 ms/batch
Step 00114800 L_out=0.296 Acc=0.97 ---40803.06 ms/batch
Step 00114850 L_out=0.183 Acc=0.97 ---68035.30 ms/batch
Step 00114900 L_out=0.421 Acc=0.96 ---95962.91 ms/batch
Step 00114950 L_out=0.350 Acc=0.97 ---123849.29 ms/batch
Step 00115000 L_out=0.223 Acc=0.97 ---150043.37 ms/batch
Step 00115050 L_out=0.411 Acc=0.95 ---177906.22 ms/batch
Step 00115100 L_out=0.308 Acc=0.96 ---204118.97 ms/batch
Step 00115150 L_out=0.220 Acc=0.98 ---231915.08 ms/batch
Step 00115200 L_out=0.495 Acc=0.96 ---259573.07 ms/batch
Step 00115250 L_out=0.314 Acc=0.95 ---287360.45 ms/batch
Step 00115300 L_out=0.687 Acc=0.98 ---314382.09 ms/batch
Step 00115350 L_out=0.609 Acc=0.90 ---340799.03 ms/batch
Round 7 | epoch=22, train costTime=362.85642409324646, | total_activation_sum=47864920
Round 7 | epoch=23, current m_iou=0.8892089071383342
Round 7 | Best m_IoU is: 0.893, OA is: 0.973 | val costTime=60.56985664367676
Round 7 | ****EPOCH 23****
Step 00115400 L_out=0.266 Acc=0.96 --- 4681.44 ms/batch
Step 00115450 L_out=0.285 Acc=0.96 ---30958.36 ms/batch
Step 00115500 L_out=0.454 Acc=0.94 ---57054.36 ms/batch
Step 00115550 L_out=0.108 Acc=0.97 ---83746.96 ms/batch
Step 00115600 L_out=0.247 Acc=0.94 ---111365.45 ms/batch
Step 00115650 L_out=0.353 Acc=0.98 ---138237.93 ms/batch
Step 00115700 L_out=0.231 Acc=0.96 ---164474.63 ms/batch
Step 00115750 L_out=0.339 Acc=0.94 ---191247.50 ms/batch
Step 00115800 L_out=0.350 Acc=0.95 ---217597.35 ms/batch
Step 00115850 L_out=0.819 Acc=0.91 ---244359.51 ms/batch
Step 00115900 L_out=0.431 Acc=0.94 ---272269.92 ms/batch
Step 00115950 L_out=0.500 Acc=0.94 ---300718.62 ms/batch
Step 00116000 L_out=0.605 Acc=0.93 ---327150.49 ms/batch
Step 00116050 L_out=0.202 Acc=0.94 ---354866.44 ms/batch
Round 7 | epoch=23, train costTime=359.0138943195343, | total_activation_sum=47778248
Round 7 | epoch=24, current m_iou=0.8953374471389833
Round 7 | Best m_IoU is: 0.895, OA is: 0.972 | val costTime=61.52931261062622
Round 7 | ****EPOCH 24****
Step 00116100 L_out=0.269 Acc=0.97 ---22273.76 ms/batch
Step 00116150 L_out=0.171 Acc=0.96 ---48624.00 ms/batch
Step 00116200 L_out=0.487 Acc=0.93 ---75328.19 ms/batch
Step 00116250 L_out=0.375 Acc=0.95 ---104625.63 ms/batch
Step 00116300 L_out=0.300 Acc=0.94 ---131008.96 ms/batch
Step 00116350 L_out=0.392 Acc=0.96 ---157060.51 ms/batch
Step 00116400 L_out=0.313 Acc=0.96 ---183522.83 ms/batch
Step 00116450 L_out=0.316 Acc=0.93 ---209692.04 ms/batch
Step 00116500 L_out=0.473 Acc=0.96 ---236044.90 ms/batch
Step 00116550 L_out=0.147 Acc=0.96 ---263085.77 ms/batch
Step 00116600 L_out=0.467 Acc=0.96 ---290447.60 ms/batch
Step 00116650 L_out=0.223 Acc=0.97 ---317778.37 ms/batch
Step 00116700 L_out=0.318 Acc=0.94 ---344130.61 ms/batch
Round 7 | epoch=24, train costTime=357.1740412712097, | total_activation_sum=47711185
Round 7 | epoch=25, current m_iou=0.8948717028563282
Round 7 | Best m_IoU is: 0.895, OA is: 0.972 | val costTime=61.47759795188904
Round 7 | ****EPOCH 25****
Step 00116750 L_out=0.155 Acc=0.96 ---14171.50 ms/batch
Step 00116800 L_out=0.167 Acc=0.98 ---40637.76 ms/batch
Step 00116850 L_out=0.197 Acc=0.93 ---67583.99 ms/batch
Step 00116900 L_out=0.216 Acc=0.92 ---93918.94 ms/batch
Step 00116950 L_out=0.291 Acc=0.97 ---120240.92 ms/batch
Step 00117000 L_out=0.282 Acc=0.97 ---146516.98 ms/batch
Step 00117050 L_out=0.267 Acc=0.97 ---174640.96 ms/batch
Step 00117100 L_out=0.518 Acc=0.95 ---201343.46 ms/batch
Step 00117150 L_out=0.367 Acc=0.94 ---228121.26 ms/batch
Step 00117200 L_out=0.498 Acc=0.92 ---255580.70 ms/batch
Step 00117250 L_out=0.369 Acc=0.96 ---283320.08 ms/batch
Step 00117300 L_out=0.276 Acc=0.92 ---310471.32 ms/batch
Step 00117350 L_out=0.201 Acc=0.94 ---336649.92 ms/batch
Round 7 | epoch=25, train costTime=359.6407322883606, | total_activation_sum=47871302
Round 7 | epoch=26, current m_iou=0.8896547156772545
Round 7 | Best m_IoU is: 0.895, OA is: 0.972 | val costTime=60.85319781303406
Round 7 | ****EPOCH 26****
Step 00117400 L_out=0.179 Acc=0.97 --- 4410.93 ms/batch
Step 00117450 L_out=0.605 Acc=0.93 ---32241.14 ms/batch
Step 00117500 L_out=0.424 Acc=0.95 ---58402.78 ms/batch
Step 00117550 L_out=0.365 Acc=0.94 ---84761.80 ms/batch
Step 00117600 L_out=0.130 Acc=0.96 ---111139.60 ms/batch
Step 00117650 L_out=0.743 Acc=0.93 ---138399.12 ms/batch
Step 00117700 L_out=0.287 Acc=0.96 ---166112.93 ms/batch
Step 00117750 L_out=0.215 Acc=0.97 ---195230.51 ms/batch
Step 00117800 L_out=0.125 Acc=0.94 ---222790.89 ms/batch
Step 00117850 L_out=0.572 Acc=0.92 ---249626.88 ms/batch
Step 00117900 L_out=0.314 Acc=0.97 ---277703.76 ms/batch
Step 00117950 L_out=0.234 Acc=0.95 ---305318.18 ms/batch
Step 00118000 L_out=0.240 Acc=0.97 ---333960.93 ms/batch
Step 00118050 L_out=0.196 Acc=0.98 ---360635.33 ms/batch
Round 7 | epoch=26, train costTime=365.25329971313477, | total_activation_sum=47631195
Round 7 | epoch=27, current m_iou=0.8931652297444036
Round 7 | Best m_IoU is: 0.895, OA is: 0.972 | val costTime=61.15604019165039
Round 7 | ****EPOCH 27****
Step 00118100 L_out=0.239 Acc=0.97 ---23484.04 ms/batch
Step 00118150 L_out=0.418 Acc=0.95 ---51135.55 ms/batch
Step 00118200 L_out=0.160 Acc=0.95 ---78110.20 ms/batch
Step 00118250 L_out=0.248 Acc=0.94 ---105527.30 ms/batch
Step 00118300 L_out=0.632 Acc=0.94 ---131883.60 ms/batch
Step 00118350 L_out=0.283 Acc=0.94 ---158163.63 ms/batch
Step 00118400 L_out=0.322 Acc=0.96 ---184272.32 ms/batch
Step 00118450 L_out=0.453 Acc=0.96 ---210825.59 ms/batch
Step 00118500 L_out=0.470 Acc=0.96 ---237666.65 ms/batch
Step 00118550 L_out=0.253 Acc=0.94 ---265516.75 ms/batch
Step 00118600 L_out=0.453 Acc=0.94 ---293684.52 ms/batch
Step 00118650 L_out=0.448 Acc=0.96 ---320408.16 ms/batch
Step 00118700 L_out=0.286 Acc=0.95 ---346889.75 ms/batch
Round 7 | epoch=27, train costTime=360.553195476532, | total_activation_sum=47808082
Round 7 | epoch=28, current m_iou=0.8910754371013406
Round 7 | Best m_IoU is: 0.895, OA is: 0.972 | val costTime=61.67215418815613
Round 7 | ****EPOCH 28****
Step 00118750 L_out=0.257 Acc=0.95 ---12752.48 ms/batch
Step 00118800 L_out=0.586 Acc=0.93 ---40024.29 ms/batch
Step 00118850 L_out=0.277 Acc=0.95 ---68260.82 ms/batch
Step 00118900 L_out=0.330 Acc=0.96 ---94722.94 ms/batch
Step 00118950 L_out=0.073 Acc=0.98 ---122110.09 ms/batch
Step 00119000 L_out=0.273 Acc=0.96 ---148833.35 ms/batch
Step 00119050 L_out=0.716 Acc=0.92 ---176713.96 ms/batch
Step 00119100 L_out=0.232 Acc=0.97 ---203126.48 ms/batch
Step 00119150 L_out=0.638 Acc=0.92 ---230990.79 ms/batch
Step 00119200 L_out=1.160 Acc=0.95 ---258932.71 ms/batch
Step 00119250 L_out=0.360 Acc=0.94 ---286812.18 ms/batch
Step 00119300 L_out=0.162 Acc=0.97 ---313494.87 ms/batch
Step 00119350 L_out=0.139 Acc=0.95 ---339635.94 ms/batch
Round 7 | epoch=28, train costTime=361.8371605873108, | total_activation_sum=47607984
Round 7 | epoch=29, current m_iou=0.8950490518385062
Round 7 | Best m_IoU is: 0.895, OA is: 0.972 | val costTime=61.00555396080017
Round 7 | ****EPOCH 29****
Step 00119400 L_out=0.170 Acc=0.97 --- 4512.05 ms/batch
Step 00119450 L_out=0.230 Acc=0.94 ---32358.66 ms/batch
Step 00119500 L_out=0.137 Acc=0.96 ---58968.21 ms/batch
Step 00119550 L_out=0.376 Acc=0.94 ---85517.81 ms/batch
Step 00119600 L_out=0.382 Acc=0.95 ---113421.59 ms/batch
Step 00119650 L_out=0.628 Acc=0.94 ---141141.87 ms/batch
Step 00119700 L_out=0.280 Acc=0.97 ---168171.68 ms/batch
Step 00119750 L_out=0.446 Acc=0.98 ---194463.43 ms/batch
Step 00119800 L_out=0.230 Acc=0.96 ---220750.32 ms/batch
Step 00119850 L_out=0.510 Acc=0.94 ---247516.50 ms/batch
Step 00119900 L_out=0.338 Acc=0.94 ---275253.34 ms/batch
Step 00119950 L_out=0.454 Acc=0.95 ---302859.77 ms/batch
Step 00120000 L_out=0.336 Acc=0.96 ---330158.97 ms/batch
Step 00120050 L_out=0.384 Acc=0.97 ---356655.28 ms/batch
Round 7 | epoch=29, train costTime=362.20187544822693, | total_activation_sum=47757488
Round 7 | epoch=30, current m_iou=0.8910596210889049
Round 7 | Best m_IoU is: 0.895, OA is: 0.972 | val costTime=61.38592052459717
Round 7 | ****EPOCH 30****
Round 8 | ****EPOCH 0****
Step 00120100 L_out=2.452 Acc=0.59 ---22589.07 ms/batch
Step 00120150 L_out=1.045 Acc=0.76 ---49452.38 ms/batch
Step 00120200 L_out=0.774 Acc=0.90 ---76264.73 ms/batch
Step 00120250 L_out=2.941 Acc=0.79 ---104345.17 ms/batch
Step 00120300 L_out=2.268 Acc=0.67 ---131037.77 ms/batch
Step 00120350 L_out=0.788 Acc=0.91 ---157759.05 ms/batch
Step 00120400 L_out=5.593 Acc=0.79 ---185041.99 ms/batch
Step 00120450 L_out=0.923 Acc=0.83 ---213599.73 ms/batch
Step 00120500 L_out=1.411 Acc=0.91 ---241400.98 ms/batch
Step 00120550 L_out=1.036 Acc=0.91 ---269761.89 ms/batch
Step 00120600 L_out=0.956 Acc=0.92 ---297168.93 ms/batch
Step 00120650 L_out=1.815 Acc=0.88 ---324071.67 ms/batch
Step 00120700 L_out=1.540 Acc=0.82 ---351230.76 ms/batch
Round 8 | epoch=0, train costTime=365.9869816303253, | total_activation_sum=51012422
Round 8 | epoch=1, current m_iou=0.8070932391650807
Round 8 | Best m_IoU is: 0.807, OA is: 0.942 | val costTime=62.00113534927368
Round 8 | ****EPOCH 1****
Step 00120750 L_out=0.358 Acc=0.97 ---12564.52 ms/batch
Step 00120800 L_out=0.823 Acc=0.88 ---39500.46 ms/batch
Step 00120850 L_out=1.282 Acc=0.89 ---65871.94 ms/batch
Step 00120900 L_out=0.551 Acc=0.94 ---93043.57 ms/batch
Step 00120950 L_out=0.316 Acc=0.96 ---119593.19 ms/batch
Step 00121000 L_out=0.700 Acc=0.91 ---147082.82 ms/batch
Step 00121050 L_out=0.623 Acc=0.94 ---173514.30 ms/batch
Step 00121100 L_out=0.308 Acc=0.95 ---201496.10 ms/batch
Step 00121150 L_out=0.444 Acc=0.96 ---229180.58 ms/batch
Step 00121200 L_out=0.452 Acc=0.96 ---256958.01 ms/batch
Step 00121250 L_out=0.187 Acc=0.98 ---284082.01 ms/batch
Step 00121300 L_out=0.621 Acc=0.93 ---310528.02 ms/batch
Step 00121350 L_out=0.318 Acc=0.92 ---336940.99 ms/batch
Round 8 | epoch=1, train costTime=360.0924320220947, | total_activation_sum=51025908
Round 8 | epoch=2, current m_iou=0.8158099475532518
Round 8 | Best m_IoU is: 0.816, OA is: 0.958 | val costTime=61.71717095375061
Round 8 | ****EPOCH 2****
Step 00121400 L_out=0.430 Acc=0.90 --- 3003.97 ms/batch
Step 00121450 L_out=0.544 Acc=0.95 ---30218.11 ms/batch
Step 00121500 L_out=0.479 Acc=0.91 ---57023.71 ms/batch
Step 00121550 L_out=0.318 Acc=0.96 ---84229.29 ms/batch
Step 00121600 L_out=0.405 Acc=0.97 ---112075.74 ms/batch
Step 00121650 L_out=0.383 Acc=0.93 ---138699.74 ms/batch
Step 00121700 L_out=0.410 Acc=0.93 ---165178.14 ms/batch
Step 00121750 L_out=0.308 Acc=0.88 ---192666.50 ms/batch
Step 00121800 L_out=0.232 Acc=0.96 ---220026.70 ms/batch
Step 00121850 L_out=0.722 Acc=0.95 ---247070.67 ms/batch
Step 00121900 L_out=0.188 Acc=0.97 ---274632.56 ms/batch
Step 00121950 L_out=0.372 Acc=0.94 ---301927.96 ms/batch
Step 00122000 L_out=0.406 Acc=0.93 ---328308.59 ms/batch
Step 00122050 L_out=0.517 Acc=0.92 ---356350.76 ms/batch
Round 8 | epoch=2, train costTime=362.1747281551361, | total_activation_sum=51013072
Round 8 | epoch=3, current m_iou=0.8787995601521215
Round 8 | Best m_IoU is: 0.879, OA is: 0.967 | val costTime=61.11851263046265
Round 8 | ****EPOCH 3****
Step 00122100 L_out=0.601 Acc=0.94 ---20239.78 ms/batch
Step 00122150 L_out=0.617 Acc=0.95 ---46285.08 ms/batch
Step 00122200 L_out=1.064 Acc=0.94 ---72362.21 ms/batch
Step 00122250 L_out=0.588 Acc=0.96 ---99446.23 ms/batch
Step 00122300 L_out=0.623 Acc=0.92 ---127076.20 ms/batch
Step 00122350 L_out=0.401 Acc=0.93 ---156434.39 ms/batch
Step 00122400 L_out=0.242 Acc=0.96 ---185167.27 ms/batch
Step 00122450 L_out=0.474 Acc=0.96 ---212812.43 ms/batch
Step 00122500 L_out=0.633 Acc=0.93 ---240637.06 ms/batch
Step 00122550 L_out=1.833 Acc=0.93 ---267172.48 ms/batch
Step 00122600 L_out=0.263 Acc=0.97 ---293951.65 ms/batch
Step 00122650 L_out=0.607 Acc=0.89 ---320823.88 ms/batch
Step 00122700 L_out=0.170 Acc=0.95 ---347062.02 ms/batch
Round 8 | epoch=3, train costTime=363.0993061065674, | total_activation_sum=51102744
Round 8 | epoch=4, current m_iou=0.8166501147877114
Round 8 | Best m_IoU is: 0.879, OA is: 0.967 | val costTime=61.34912848472595
Round 8 | ****EPOCH 4****
Step 00122750 L_out=0.719 Acc=0.92 ---13244.46 ms/batch
Step 00122800 L_out=0.505 Acc=0.92 ---40112.93 ms/batch
Step 00122850 L_out=0.599 Acc=0.91 ---66711.98 ms/batch
Step 00122900 L_out=0.657 Acc=0.89 ---93139.47 ms/batch
Step 00122950 L_out=0.499 Acc=0.95 ---120532.97 ms/batch
Step 00123000 L_out=0.496 Acc=0.97 ---147466.68 ms/batch
Step 00123050 L_out=0.320 Acc=0.93 ---175955.82 ms/batch
Step 00123100 L_out=0.461 Acc=0.95 ---203595.82 ms/batch
Step 00123150 L_out=0.322 Acc=0.97 ---230976.84 ms/batch
Step 00123200 L_out=0.178 Acc=0.97 ---259464.87 ms/batch
Step 00123250 L_out=0.353 Acc=0.94 ---286197.02 ms/batch
Step 00123300 L_out=0.403 Acc=0.85 ---317028.46 ms/batch
Step 00123350 L_out=0.390 Acc=0.96 ---344564.36 ms/batch
Round 8 | epoch=4, train costTime=369.09083127975464, | total_activation_sum=51155603
Round 8 | epoch=5, current m_iou=0.8438192726489362
Round 8 | Best m_IoU is: 0.879, OA is: 0.967 | val costTime=60.53877329826355
Round 8 | ****EPOCH 5****
Step 00123400 L_out=0.386 Acc=0.95 --- 2727.19 ms/batch
Step 00123450 L_out=0.305 Acc=0.96 ---30074.35 ms/batch
Step 00123500 L_out=0.219 Acc=0.97 ---56774.03 ms/batch
Step 00123550 L_out=0.838 Acc=0.90 ---84188.23 ms/batch
Step 00123600 L_out=0.356 Acc=0.94 ---110859.85 ms/batch
Step 00123650 L_out=0.391 Acc=0.95 ---137240.18 ms/batch
Step 00123700 L_out=0.477 Acc=0.93 ---163989.23 ms/batch
Step 00123750 L_out=0.561 Acc=0.93 ---192099.96 ms/batch
Step 00123800 L_out=0.418 Acc=0.94 ---219587.31 ms/batch
Step 00123850 L_out=0.267 Acc=0.97 ---246785.51 ms/batch
Step 00123900 L_out=0.266 Acc=0.90 ---274293.27 ms/batch
Step 00123950 L_out=0.426 Acc=0.95 ---301073.37 ms/batch
Step 00124000 L_out=0.676 Acc=0.93 ---328097.29 ms/batch
Step 00124050 L_out=0.414 Acc=0.93 ---354902.77 ms/batch
Round 8 | epoch=5, train costTime=361.4694867134094, | total_activation_sum=50947795
Round 8 | epoch=6, current m_iou=0.8358816320397306
Round 8 | Best m_IoU is: 0.879, OA is: 0.967 | val costTime=61.0488076210022
Round 8 | ****EPOCH 6****
Step 00124100 L_out=0.096 Acc=0.97 ---20235.97 ms/batch
Step 00124150 L_out=0.626 Acc=0.94 ---48305.47 ms/batch
Step 00124200 L_out=0.587 Acc=0.95 ---74550.56 ms/batch
Step 00124250 L_out=0.507 Acc=0.96 ---105341.45 ms/batch
Step 00124300 L_out=0.362 Acc=0.95 ---133580.03 ms/batch
Step 00124350 L_out=0.322 Acc=0.94 ---163700.86 ms/batch
Step 00124400 L_out=1.292 Acc=0.86 ---191161.84 ms/batch
Step 00124450 L_out=0.719 Acc=0.97 ---218587.77 ms/batch
Step 00124500 L_out=0.613 Acc=0.95 ---245479.53 ms/batch
Step 00124550 L_out=0.405 Acc=0.96 ---271576.22 ms/batch
Step 00124600 L_out=0.291 Acc=0.97 ---298408.79 ms/batch
Step 00124650 L_out=0.829 Acc=0.91 ---324602.01 ms/batch
Step 00124700 L_out=0.472 Acc=0.94 ---352525.03 ms/batch
Round 8 | epoch=6, train costTime=368.49923396110535, | total_activation_sum=51116967
Round 8 | epoch=7, current m_iou=0.8595279036685213
Round 8 | Best m_IoU is: 0.879, OA is: 0.967 | val costTime=60.90596318244934
Round 8 | ****EPOCH 7****
Step 00124750 L_out=0.792 Acc=0.93 ---11392.22 ms/batch
Step 00124800 L_out=0.341 Acc=0.94 ---38114.70 ms/batch
Step 00124850 L_out=1.241 Acc=0.88 ---64197.42 ms/batch
Step 00124900 L_out=0.546 Acc=0.93 ---90623.62 ms/batch
Step 00124950 L_out=1.218 Acc=0.90 ---116975.67 ms/batch
Step 00125000 L_out=0.247 Acc=0.96 ---143123.80 ms/batch
Step 00125050 L_out=0.407 Acc=0.89 ---170212.62 ms/batch
Step 00125100 L_out=0.301 Acc=0.97 ---198057.05 ms/batch
Step 00125150 L_out=0.609 Acc=0.91 ---226162.71 ms/batch
Step 00125200 L_out=0.483 Acc=0.89 ---252831.01 ms/batch
Step 00125250 L_out=0.506 Acc=0.95 ---279552.01 ms/batch
Step 00125300 L_out=0.593 Acc=0.96 ---307600.68 ms/batch
Step 00125350 L_out=0.628 Acc=0.92 ---334068.84 ms/batch
Round 8 | epoch=7, train costTime=358.777694940567, | total_activation_sum=51042544
Round 8 | epoch=8, current m_iou=0.8959802565755727
Round 8 | Best m_IoU is: 0.896, OA is: 0.974 | val costTime=61.55562686920166
Round 8 | ****EPOCH 8****
Step 00125400 L_out=0.348 Acc=0.95 --- 2039.21 ms/batch
Step 00125450 L_out=0.342 Acc=0.97 ---29866.11 ms/batch
Step 00125500 L_out=0.282 Acc=0.92 ---57016.21 ms/batch
Step 00125550 L_out=0.268 Acc=0.95 ---83373.97 ms/batch
Step 00125600 L_out=0.390 Acc=0.95 ---109850.01 ms/batch
Step 00125650 L_out=0.548 Acc=0.92 ---136793.38 ms/batch
Step 00125700 L_out=0.351 Acc=0.97 ---164934.14 ms/batch
Step 00125750 L_out=0.354 Acc=0.97 ---192726.63 ms/batch
Step 00125800 L_out=0.782 Acc=0.92 ---220297.92 ms/batch
Step 00125850 L_out=0.317 Acc=0.95 ---245157.73 ms/batch
Step 00125900 L_out=0.176 Acc=0.97 ---271753.28 ms/batch
Step 00125950 L_out=0.440 Acc=0.95 ---297764.62 ms/batch
Step 00126000 L_out=0.814 Acc=0.95 ---324276.97 ms/batch
Step 00126050 L_out=0.630 Acc=0.97 ---351681.73 ms/batch
Round 8 | epoch=8, train costTime=358.5293426513672, | total_activation_sum=51032064
Round 8 | epoch=9, current m_iou=0.8959342678523613
Round 8 | Best m_IoU is: 0.896, OA is: 0.974 | val costTime=61.26329469680786
Round 8 | ****EPOCH 9****
Step 00126100 L_out=0.168 Acc=0.96 ---20315.02 ms/batch
Step 00126150 L_out=0.379 Acc=0.94 ---47706.13 ms/batch
Step 00126200 L_out=0.534 Acc=0.94 ---74453.60 ms/batch
Step 00126250 L_out=0.574 Acc=0.94 ---101300.85 ms/batch
Step 00126300 L_out=0.372 Acc=0.92 ---128057.98 ms/batch
Step 00126350 L_out=0.499 Acc=0.94 ---155370.78 ms/batch
Step 00126400 L_out=0.348 Acc=0.97 ---183448.69 ms/batch
Step 00126450 L_out=0.347 Acc=0.96 ---211443.60 ms/batch
Step 00126500 L_out=0.336 Acc=0.95 ---239306.28 ms/batch
Step 00126550 L_out=0.280 Acc=0.93 ---268523.55 ms/batch
Step 00126600 L_out=0.460 Acc=0.95 ---295323.35 ms/batch
Step 00126650 L_out=0.500 Acc=0.94 ---322435.48 ms/batch
Step 00126700 L_out=0.439 Acc=0.95 ---349836.49 ms/batch
Round 8 | epoch=9, train costTime=366.24183082580566, | total_activation_sum=50894313
Round 8 | epoch=10, current m_iou=0.8814522878635841
Round 8 | Best m_IoU is: 0.896, OA is: 0.974 | val costTime=61.251404762268066
Round 8 | ****EPOCH 10****
Step 00126750 L_out=0.438 Acc=0.91 ---12354.59 ms/batch
Step 00126800 L_out=0.295 Acc=0.96 ---38497.27 ms/batch
Step 00126850 L_out=0.698 Acc=0.89 ---64978.62 ms/batch
Step 00126900 L_out=0.511 Acc=0.95 ---91209.01 ms/batch
Step 00126950 L_out=0.531 Acc=0.95 ---118940.02 ms/batch
Step 00127000 L_out=0.461 Acc=0.98 ---145238.56 ms/batch
Step 00127050 L_out=0.143 Acc=0.96 ---171659.74 ms/batch
Step 00127100 L_out=0.458 Acc=0.95 ---199671.94 ms/batch
Step 00127150 L_out=0.362 Acc=0.95 ---227651.42 ms/batch
Step 00127200 L_out=0.602 Acc=0.93 ---254943.21 ms/batch
Step 00127250 L_out=0.208 Acc=0.95 ---281304.21 ms/batch
Step 00127300 L_out=0.485 Acc=0.96 ---307686.71 ms/batch
Step 00127350 L_out=0.479 Acc=0.97 ---334598.83 ms/batch
Round 8 | epoch=10, train costTime=360.2586648464203, | total_activation_sum=51109532
Round 8 | epoch=11, current m_iou=0.8835473180809239
Round 8 | Best m_IoU is: 0.896, OA is: 0.974 | val costTime=61.21130967140198
Round 8 | ****EPOCH 11****
Step 00127400 L_out=0.180 Acc=0.97 --- 1449.82 ms/batch
Step 00127450 L_out=0.504 Acc=0.94 ---27646.19 ms/batch
Step 00127500 L_out=0.458 Acc=0.94 ---54281.07 ms/batch
Step 00127550 L_out=0.214 Acc=0.93 ---80640.42 ms/batch
Step 00127600 L_out=0.359 Acc=0.94 ---106930.32 ms/batch
Step 00127650 L_out=0.388 Acc=0.94 ---134296.43 ms/batch
Step 00127700 L_out=0.178 Acc=0.95 ---162072.52 ms/batch
Step 00127750 L_out=0.440 Acc=0.95 ---189487.31 ms/batch
Step 00127800 L_out=0.251 Acc=0.96 ---217261.15 ms/batch
Step 00127850 L_out=0.277 Acc=0.93 ---244043.61 ms/batch
Step 00127900 L_out=0.404 Acc=0.97 ---270054.75 ms/batch
Step 00127950 L_out=0.454 Acc=0.95 ---297767.15 ms/batch
Step 00128000 L_out=0.316 Acc=0.97 ---325604.05 ms/batch
Step 00128050 L_out=0.505 Acc=0.94 ---354159.51 ms/batch
Round 8 | epoch=11, train costTime=361.46845746040344, | total_activation_sum=51026450
Round 8 | epoch=12, current m_iou=0.8912597435480495
Round 8 | Best m_IoU is: 0.896, OA is: 0.974 | val costTime=61.00854516029358
Round 8 | ****EPOCH 12****
Step 00128100 L_out=0.251 Acc=0.96 ---19241.27 ms/batch
Step 00128150 L_out=0.415 Acc=0.96 ---45725.90 ms/batch
Step 00128200 L_out=0.079 Acc=0.96 ---73282.89 ms/batch
Step 00128250 L_out=0.383 Acc=0.93 ---100739.48 ms/batch
Step 00128300 L_out=0.299 Acc=0.96 ---127687.48 ms/batch
Step 00128350 L_out=0.471 Acc=0.92 ---155016.34 ms/batch
Step 00128400 L_out=0.186 Acc=0.94 ---181472.62 ms/batch
Step 00128450 L_out=0.462 Acc=0.93 ---208983.04 ms/batch
Step 00128500 L_out=0.250 Acc=0.97 ---236347.02 ms/batch
Step 00128550 L_out=0.277 Acc=0.98 ---263636.93 ms/batch
Step 00128600 L_out=0.177 Acc=0.97 ---292772.31 ms/batch
Step 00128650 L_out=0.345 Acc=0.95 ---319008.41 ms/batch
Step 00128700 L_out=0.592 Acc=0.93 ---345082.60 ms/batch
Round 8 | epoch=12, train costTime=362.2312476634979, | total_activation_sum=50894378
Round 8 | epoch=13, current m_iou=0.8435374052734455
Round 8 | Best m_IoU is: 0.896, OA is: 0.974 | val costTime=61.18996739387512
Round 8 | ****EPOCH 13****
Step 00128750 L_out=0.370 Acc=0.96 ---10422.72 ms/batch
Step 00128800 L_out=0.293 Acc=0.98 ---39183.16 ms/batch
Step 00128850 L_out=0.228 Acc=0.96 ---65897.11 ms/batch
Step 00128900 L_out=0.195 Acc=0.95 ---94381.18 ms/batch
Step 00128950 L_out=0.540 Acc=0.97 ---121460.28 ms/batch
Step 00129000 L_out=0.184 Acc=0.96 ---147808.26 ms/batch
Step 00129050 L_out=0.634 Acc=0.94 ---174032.37 ms/batch
Step 00129100 L_out=0.537 Acc=0.92 ---202163.94 ms/batch
Step 00129150 L_out=0.431 Acc=0.96 ---230175.26 ms/batch
Step 00129200 L_out=0.303 Acc=0.97 ---256568.10 ms/batch
Step 00129250 L_out=0.587 Acc=0.87 ---286266.97 ms/batch
Step 00129300 L_out=0.335 Acc=0.95 ---313596.10 ms/batch
Step 00129350 L_out=0.195 Acc=0.97 ---340742.82 ms/batch
Round 8 | epoch=13, train costTime=366.16568422317505, | total_activation_sum=51096936
Round 8 | epoch=14, current m_iou=0.8934750743649058
Round 8 | Best m_IoU is: 0.896, OA is: 0.974 | val costTime=61.48042964935303
Round 8 | ****EPOCH 14****
Step 00129400 L_out=0.545 Acc=0.92 --- 1111.76 ms/batch
Step 00129450 L_out=0.256 Acc=0.96 ---27882.25 ms/batch
Step 00129500 L_out=0.437 Acc=0.90 ---54201.16 ms/batch
Step 00129550 L_out=0.389 Acc=0.97 ---81475.49 ms/batch
Step 00129600 L_out=0.604 Acc=0.96 ---109144.13 ms/batch
Step 00129650 L_out=0.353 Acc=0.95 ---135633.12 ms/batch
Step 00129700 L_out=0.489 Acc=0.96 ---162236.50 ms/batch
Step 00129750 L_out=0.417 Acc=0.93 ---190378.96 ms/batch
Step 00129800 L_out=0.174 Acc=0.97 ---218247.68 ms/batch
Step 00129850 L_out=0.678 Acc=0.93 ---245701.41 ms/batch
Step 00129900 L_out=0.369 Acc=0.97 ---273514.57 ms/batch
Step 00129950 L_out=0.417 Acc=0.95 ---301439.86 ms/batch
Step 00130000 L_out=0.365 Acc=0.94 ---329688.47 ms/batch
Step 00130050 L_out=0.281 Acc=0.94 ---356980.70 ms/batch
Round 8 | epoch=14, train costTime=366.04222559928894, | total_activation_sum=51060444
Round 8 | epoch=15, current m_iou=0.8686669953154752
Round 8 | Best m_IoU is: 0.896, OA is: 0.974 | val costTime=61.41765737533569
Round 8 | ****EPOCH 15****
Step 00130100 L_out=0.727 Acc=0.90 ---19710.62 ms/batch
Step 00130150 L_out=0.835 Acc=0.92 ---48208.80 ms/batch
Step 00130200 L_out=0.211 Acc=0.96 ---75199.57 ms/batch
Step 00130250 L_out=0.149 Acc=0.97 ---102407.02 ms/batch
Step 00130300 L_out=0.432 Acc=0.94 ---129202.33 ms/batch
Step 00130350 L_out=0.452 Acc=0.96 ---157383.42 ms/batch
Step 00130400 L_out=0.340 Acc=0.93 ---184210.66 ms/batch
Step 00130450 L_out=0.137 Acc=0.96 ---211997.28 ms/batch
Step 00130500 L_out=0.251 Acc=0.98 ---239500.91 ms/batch
Step 00130550 L_out=0.406 Acc=0.97 ---267036.89 ms/batch
Step 00130600 L_out=0.566 Acc=0.94 ---293873.93 ms/batch
Step 00130650 L_out=0.619 Acc=0.90 ---322622.51 ms/batch
Step 00130700 L_out=0.464 Acc=0.94 ---349590.65 ms/batch
Round 8 | epoch=15, train costTime=366.4103379249573, | total_activation_sum=50848710
Round 8 | epoch=16, current m_iou=0.8735799542634535
Round 8 | Best m_IoU is: 0.896, OA is: 0.974 | val costTime=61.130590200424194
Round 8 | ****EPOCH 16****
Step 00130750 L_out=0.564 Acc=0.97 --- 9321.58 ms/batch
Step 00130800 L_out=0.946 Acc=0.93 ---36667.06 ms/batch
Step 00130850 L_out=0.370 Acc=0.97 ---63862.54 ms/batch
Step 00130900 L_out=0.160 Acc=0.96 ---90138.73 ms/batch
Step 00130950 L_out=0.371 Acc=0.96 ---116839.50 ms/batch
Step 00131000 L_out=0.449 Acc=0.94 ---144099.70 ms/batch
Step 00131050 L_out=0.159 Acc=0.97 ---170890.06 ms/batch
Step 00131100 L_out=0.213 Acc=0.95 ---198785.08 ms/batch
Step 00131150 L_out=0.354 Acc=0.95 ---226444.17 ms/batch
Step 00131200 L_out=0.133 Acc=0.95 ---253990.85 ms/batch
Step 00131250 L_out=0.536 Acc=0.95 ---281398.30 ms/batch
Step 00131300 L_out=0.519 Acc=0.93 ---308702.33 ms/batch
Step 00131350 L_out=0.306 Acc=0.96 ---334977.48 ms/batch
Round 8 | epoch=16, train costTime=360.74509930610657, | total_activation_sum=51159441
Round 8 | epoch=17, current m_iou=0.8871143216539128
Round 8 | Best m_IoU is: 0.896, OA is: 0.974 | val costTime=61.7931706905365
Round 8 | ****EPOCH 17****
Step 00131400 L_out=0.370 Acc=0.95 ---  536.09 ms/batch
Step 00131450 L_out=0.235 Acc=0.98 ---26605.77 ms/batch
Step 00131500 L_out=0.135 Acc=0.98 ---52913.45 ms/batch
Step 00131550 L_out=0.334 Acc=0.93 ---81445.19 ms/batch
Step 00131600 L_out=0.230 Acc=0.96 ---109001.58 ms/batch
Step 00131650 L_out=0.509 Acc=0.94 ---135671.40 ms/batch
Step 00131700 L_out=0.837 Acc=0.96 ---163180.34 ms/batch
Step 00131750 L_out=0.483 Acc=0.94 ---190824.44 ms/batch
Step 00131800 L_out=0.451 Acc=0.95 ---217996.00 ms/batch
Step 00131850 L_out=0.252 Acc=0.96 ---245336.87 ms/batch
Step 00131900 L_out=0.268 Acc=0.98 ---272591.66 ms/batch
Step 00131950 L_out=0.190 Acc=0.95 ---299115.19 ms/batch
Step 00132000 L_out=0.211 Acc=0.98 ---326336.32 ms/batch
Step 00132050 L_out=0.296 Acc=0.96 ---353585.83 ms/batch
Round 8 | epoch=17, train costTime=362.3847692012787, | total_activation_sum=51041070
Round 8 | epoch=18, current m_iou=0.8888070123173715
Round 8 | Best m_IoU is: 0.896, OA is: 0.974 | val costTime=78.52872157096863
Round 8 | ****EPOCH 18****
Step 00132100 L_out=0.105 Acc=0.97 ---18281.52 ms/batch
Step 00132150 L_out=0.274 Acc=0.96 ---45936.80 ms/batch
Step 00132200 L_out=0.482 Acc=0.97 ---73899.70 ms/batch
Step 00132250 L_out=0.367 Acc=0.97 ---101253.51 ms/batch
Step 00132300 L_out=0.209 Acc=0.95 ---128345.03 ms/batch
Step 00132350 L_out=0.418 Acc=0.93 ---155949.56 ms/batch
Step 00132400 L_out=0.130 Acc=0.97 ---184871.55 ms/batch
Step 00132450 L_out=0.332 Acc=0.95 ---214024.31 ms/batch
Step 00132500 L_out=0.292 Acc=0.95 ---241474.65 ms/batch
Step 00132550 L_out=0.382 Acc=0.97 ---269845.19 ms/batch
Step 00132600 L_out=0.238 Acc=0.95 ---298074.49 ms/batch
Step 00132650 L_out=0.232 Acc=0.97 ---325491.31 ms/batch
Step 00132700 L_out=0.338 Acc=0.94 ---353491.64 ms/batch
Round 8 | epoch=18, train costTime=371.33711552619934, | total_activation_sum=51079503
Round 8 | epoch=19, current m_iou=0.8908040889753082
Round 8 | Best m_IoU is: 0.896, OA is: 0.974 | val costTime=73.21325063705444
Round 8 | ****EPOCH 19****
Step 00132750 L_out=0.386 Acc=0.94 --- 9287.25 ms/batch
Step 00132800 L_out=0.557 Acc=0.93 ---36066.21 ms/batch
Step 00132850 L_out=0.244 Acc=0.92 ---63311.78 ms/batch
Step 00132900 L_out=0.110 Acc=0.98 ---90583.39 ms/batch
Step 00132950 L_out=0.307 Acc=0.96 ---117835.82 ms/batch
Step 00133000 L_out=0.313 Acc=0.90 ---145372.91 ms/batch
Step 00133050 L_out=0.200 Acc=0.95 ---173993.58 ms/batch
Step 00133100 L_out=0.274 Acc=0.94 ---202075.35 ms/batch
Step 00133150 L_out=0.201 Acc=0.95 ---229090.39 ms/batch
Step 00133200 L_out=0.287 Acc=0.97 ---257155.36 ms/batch
Step 00133250 L_out=0.605 Acc=0.96 ---284378.77 ms/batch
Step 00133300 L_out=0.454 Acc=0.93 ---311502.20 ms/batch
Step 00133350 L_out=0.410 Acc=0.98 ---338636.85 ms/batch
Step 00133400 L_out=0.299 Acc=0.98 ---365644.27 ms/batch
Round 8 | epoch=19, train costTime=365.64439868927, | total_activation_sum=51091394
Round 8 | epoch=20, current m_iou=0.8879797468757978
Round 8 | Best m_IoU is: 0.896, OA is: 0.974 | val costTime=81.49834179878235
Round 8 | ****EPOCH 20****
Step 00133450 L_out=0.415 Acc=0.95 ---27514.97 ms/batch
Step 00133500 L_out=0.310 Acc=0.95 ---55041.25 ms/batch
Step 00133550 L_out=0.298 Acc=0.95 ---82660.63 ms/batch
Step 00133600 L_out=0.327 Acc=0.96 ---109692.78 ms/batch
Step 00133650 L_out=0.144 Acc=0.96 ---137311.59 ms/batch
Step 00133700 L_out=0.288 Acc=0.96 ---165964.87 ms/batch
Step 00133750 L_out=0.173 Acc=0.97 ---194305.39 ms/batch
Step 00133800 L_out=0.314 Acc=0.96 ---221421.05 ms/batch
Step 00133850 L_out=0.235 Acc=0.94 ---248887.68 ms/batch
Step 00133900 L_out=0.474 Acc=0.95 ---277232.12 ms/batch
Step 00133950 L_out=0.592 Acc=0.92 ---305338.18 ms/batch
Step 00134000 L_out=0.088 Acc=0.96 ---332386.51 ms/batch
Step 00134050 L_out=0.414 Acc=0.88 ---359308.19 ms/batch
Round 8 | epoch=20, train costTime=368.59522676467896, | total_activation_sum=50874786
Round 8 | epoch=21, current m_iou=0.8866830782630215
Round 8 | Best m_IoU is: 0.896, OA is: 0.974 | val costTime=83.19207692146301
Round 8 | ****EPOCH 21****
Step 00134100 L_out=0.284 Acc=0.96 ---18188.03 ms/batch
Step 00134150 L_out=0.130 Acc=0.97 ---45874.39 ms/batch
Step 00134200 L_out=0.670 Acc=0.91 ---73645.31 ms/batch
Step 00134250 L_out=0.467 Acc=0.93 ---102136.43 ms/batch
Step 00134300 L_out=0.243 Acc=0.94 ---130216.02 ms/batch
Step 00134350 L_out=0.259 Acc=0.97 ---159234.14 ms/batch
Step 00134400 L_out=0.306 Acc=0.94 ---187394.25 ms/batch
Step 00134450 L_out=0.274 Acc=0.97 ---214707.23 ms/batch
Step 00134500 L_out=0.379 Acc=0.95 ---242728.74 ms/batch
Step 00134550 L_out=0.318 Acc=0.96 ---270115.46 ms/batch
Step 00134600 L_out=0.451 Acc=0.96 ---297643.81 ms/batch
Step 00134650 L_out=0.302 Acc=0.96 ---325139.68 ms/batch
Step 00134700 L_out=0.362 Acc=0.95 ---352294.51 ms/batch
Round 8 | epoch=21, train costTime=371.30362915992737, | total_activation_sum=51049361
Round 8 | epoch=22, current m_iou=0.8908163042886597
Round 8 | Best m_IoU is: 0.896, OA is: 0.974 | val costTime=89.57690620422363
Round 8 | ****EPOCH 22****
Step 00134750 L_out=0.125 Acc=0.97 --- 8652.04 ms/batch
Step 00134800 L_out=0.460 Acc=0.92 ---35870.58 ms/batch
Step 00134850 L_out=0.357 Acc=0.94 ---63141.50 ms/batch
Step 00134900 L_out=0.433 Acc=0.95 ---90364.53 ms/batch
Step 00134950 L_out=0.434 Acc=0.93 ---118399.53 ms/batch
Step 00135000 L_out=0.168 Acc=0.96 ---147067.01 ms/batch
Step 00135050 L_out=0.226 Acc=0.95 ---174336.50 ms/batch
Step 00135100 L_out=0.197 Acc=0.97 ---201387.19 ms/batch
Step 00135150 L_out=0.193 Acc=0.96 ---228981.18 ms/batch
Step 00135200 L_out=0.668 Acc=0.94 ---256409.40 ms/batch
Step 00135250 L_out=0.295 Acc=0.93 ---283884.80 ms/batch
Step 00135300 L_out=0.368 Acc=0.95 ---311507.66 ms/batch
Step 00135350 L_out=0.523 Acc=0.95 ---339293.57 ms/batch
Step 00135400 L_out=0.662 Acc=0.92 ---366388.99 ms/batch
Round 8 | epoch=22, train costTime=366.97292590141296, | total_activation_sum=51034427
Round 8 | epoch=23, current m_iou=0.8931492574451699
Round 8 | Best m_IoU is: 0.896, OA is: 0.974 | val costTime=81.52501130104065
Round 8 | ****EPOCH 23****
Step 00135450 L_out=0.237 Acc=0.97 ---26906.13 ms/batch
Step 00135500 L_out=0.242 Acc=0.97 ---54032.42 ms/batch
Step 00135550 L_out=0.241 Acc=0.94 ---81682.31 ms/batch
Step 00135600 L_out=0.238 Acc=0.94 ---110119.48 ms/batch
Step 00135650 L_out=0.549 Acc=0.97 ---138147.80 ms/batch
Step 00135700 L_out=0.232 Acc=0.96 ---165368.18 ms/batch
Step 00135750 L_out=0.250 Acc=0.95 ---192385.27 ms/batch
Step 00135800 L_out=0.237 Acc=0.96 ---219614.96 ms/batch
Step 00135850 L_out=0.153 Acc=0.96 ---247135.55 ms/batch
Step 00135900 L_out=0.320 Acc=0.97 ---274636.62 ms/batch
Step 00135950 L_out=0.311 Acc=0.96 ---301972.94 ms/batch
Step 00136000 L_out=0.417 Acc=0.94 ---329338.22 ms/batch
Step 00136050 L_out=0.254 Acc=0.93 ---356458.81 ms/batch
Round 8 | epoch=23, train costTime=366.3424422740936, | total_activation_sum=51011569
Round 8 | epoch=24, current m_iou=0.8922168015997192
Round 8 | Best m_IoU is: 0.896, OA is: 0.974 | val costTime=85.06451177597046
Round 8 | ****EPOCH 24****
Step 00136100 L_out=3.883 Acc=0.92 ---17046.21 ms/batch
Step 00136150 L_out=0.257 Acc=0.94 ---44051.64 ms/batch
Step 00136200 L_out=0.687 Acc=0.93 ---72259.90 ms/batch
Step 00136250 L_out=0.159 Acc=0.95 ---100644.90 ms/batch
Step 00136300 L_out=0.351 Acc=0.97 ---128640.22 ms/batch
Step 00136350 L_out=0.096 Acc=0.98 ---155616.59 ms/batch
Step 00136400 L_out=0.269 Acc=0.96 ---183775.07 ms/batch
Step 00136450 L_out=0.316 Acc=0.96 ---211479.30 ms/batch
Step 00136500 L_out=0.339 Acc=0.96 ---238907.78 ms/batch
Step 00136550 L_out=0.382 Acc=0.98 ---266272.82 ms/batch
Step 00136600 L_out=0.299 Acc=0.97 ---293743.84 ms/batch
Step 00136650 L_out=0.260 Acc=0.97 ---321081.88 ms/batch
Step 00136700 L_out=0.137 Acc=0.98 ---348335.96 ms/batch
Round 8 | epoch=24, train costTime=367.433465719223, | total_activation_sum=50930086
Round 8 | epoch=25, current m_iou=0.8918731293659616
Round 8 | Best m_IoU is: 0.896, OA is: 0.974 | val costTime=84.32211017608643
Round 8 | ****EPOCH 25****
Step 00136750 L_out=0.369 Acc=0.95 --- 8677.61 ms/batch
Step 00136800 L_out=0.056 Acc=0.99 ---35859.04 ms/batch
Step 00136850 L_out=0.346 Acc=0.95 ---64199.75 ms/batch
Step 00136900 L_out=0.143 Acc=0.97 ---92729.67 ms/batch
Step 00136950 L_out=0.338 Acc=0.97 ---120682.59 ms/batch
Step 00137000 L_out=0.496 Acc=0.93 ---149341.45 ms/batch
Step 00137050 L_out=0.560 Acc=0.95 ---176599.29 ms/batch
Step 00137100 L_out=0.454 Acc=0.92 ---204077.17 ms/batch
Step 00137150 L_out=0.241 Acc=0.96 ---232386.91 ms/batch
Step 00137200 L_out=0.890 Acc=0.95 ---259598.15 ms/batch
Step 00137250 L_out=0.243 Acc=0.97 ---287646.17 ms/batch
Step 00137300 L_out=0.507 Acc=0.97 ---315129.66 ms/batch
Step 00137350 L_out=0.579 Acc=0.94 ---342745.06 ms/batch
Step 00137400 L_out=0.230 Acc=0.97 ---370182.19 ms/batch
Round 8 | epoch=25, train costTime=371.48258423805237, | total_activation_sum=50982671
Round 8 | epoch=26, current m_iou=0.8904602268032793
Round 8 | Best m_IoU is: 0.896, OA is: 0.974 | val costTime=79.6125099658966
Round 8 | ****EPOCH 26****
Step 00137450 L_out=0.138 Acc=0.95 ---26624.20 ms/batch
Step 00137500 L_out=0.249 Acc=0.97 ---55112.71 ms/batch
Step 00137550 L_out=0.278 Acc=0.97 ---84159.58 ms/batch
Step 00137600 L_out=0.310 Acc=0.97 ---111322.27 ms/batch
Step 00137650 L_out=0.197 Acc=0.96 ---138664.15 ms/batch
Step 00137700 L_out=0.485 Acc=0.95 ---166399.20 ms/batch
Step 00137750 L_out=0.328 Acc=0.95 ---193925.27 ms/batch
Step 00137800 L_out=0.126 Acc=0.97 ---221175.94 ms/batch
Step 00137850 L_out=0.332 Acc=0.97 ---248500.51 ms/batch
Step 00137900 L_out=0.485 Acc=0.91 ---276212.68 ms/batch
Step 00137950 L_out=0.107 Acc=0.96 ---303207.52 ms/batch
Step 00138000 L_out=0.340 Acc=0.97 ---330875.38 ms/batch
Step 00138050 L_out=0.223 Acc=0.95 ---358284.46 ms/batch
Round 8 | epoch=26, train costTime=368.5733232498169, | total_activation_sum=51118702
Round 8 | epoch=27, current m_iou=0.8921882381317477
Round 8 | Best m_IoU is: 0.896, OA is: 0.974 | val costTime=86.44962954521179
Round 8 | ****EPOCH 27****
Step 00138100 L_out=0.197 Acc=0.97 ---16848.69 ms/batch
Step 00138150 L_out=0.168 Acc=0.97 ---44709.95 ms/batch
Step 00138200 L_out=0.423 Acc=0.93 ---73628.03 ms/batch
Step 00138250 L_out=0.141 Acc=0.95 ---100952.63 ms/batch
Step 00138300 L_out=0.402 Acc=0.93 ---128583.85 ms/batch
Step 00138350 L_out=0.237 Acc=0.97 ---156569.46 ms/batch
Step 00138400 L_out=0.196 Acc=0.98 ---184462.53 ms/batch
Step 00138450 L_out=0.313 Acc=0.97 ---211976.10 ms/batch
Step 00138500 L_out=0.452 Acc=0.90 ---239978.09 ms/batch
Step 00138550 L_out=0.060 Acc=0.98 ---268103.11 ms/batch
Step 00138600 L_out=0.298 Acc=0.98 ---296754.21 ms/batch
Step 00138650 L_out=0.399 Acc=0.94 ---324336.11 ms/batch
Step 00138700 L_out=0.224 Acc=0.96 ---352128.64 ms/batch
Round 8 | epoch=27, train costTime=371.825425863266, | total_activation_sum=51050218
Round 8 | epoch=28, current m_iou=0.8901171659643057
Round 8 | Best m_IoU is: 0.896, OA is: 0.974 | val costTime=89.86464190483093
Round 8 | ****EPOCH 28****
Step 00138750 L_out=0.340 Acc=0.98 --- 7954.25 ms/batch
Step 00138800 L_out=0.270 Acc=0.98 ---36843.26 ms/batch
Step 00138850 L_out=0.158 Acc=0.96 ---64371.08 ms/batch
Step 00138900 L_out=0.799 Acc=0.92 ---92103.95 ms/batch
Step 00138950 L_out=0.183 Acc=0.98 ---119648.96 ms/batch
Step 00139000 L_out=0.515 Acc=0.93 ---147374.49 ms/batch
Step 00139050 L_out=0.417 Acc=0.97 ---174659.64 ms/batch
Step 00139100 L_out=0.236 Acc=0.94 ---202294.42 ms/batch
Step 00139150 L_out=0.346 Acc=0.95 ---229840.84 ms/batch
Step 00139200 L_out=0.249 Acc=0.94 ---257001.00 ms/batch
Step 00139250 L_out=0.275 Acc=0.95 ---284429.32 ms/batch
Step 00139300 L_out=0.226 Acc=0.97 ---311554.32 ms/batch
Step 00139350 L_out=0.228 Acc=0.96 ---339668.98 ms/batch
Step 00139400 L_out=0.315 Acc=0.94 ---367966.71 ms/batch
Round 8 | epoch=28, train costTime=369.58148741722107, | total_activation_sum=50984368
Round 8 | epoch=29, current m_iou=0.888376812541318
Round 8 | Best m_IoU is: 0.896, OA is: 0.974 | val costTime=92.69286274909973
Round 8 | ****EPOCH 29****
Step 00139450 L_out=0.233 Acc=0.94 ---27461.13 ms/batch
Step 00139500 L_out=0.533 Acc=0.95 ---55460.33 ms/batch
Step 00139550 L_out=0.440 Acc=0.94 ---84744.57 ms/batch
Step 00139600 L_out=0.390 Acc=0.93 ---113003.54 ms/batch
Step 00139650 L_out=0.217 Acc=0.97 ---141715.22 ms/batch
Step 00139700 L_out=0.586 Acc=0.93 ---169480.60 ms/batch
Step 00139750 L_out=0.271 Acc=0.95 ---196758.69 ms/batch
Step 00139800 L_out=0.258 Acc=0.96 ---224746.50 ms/batch
Step 00139850 L_out=0.217 Acc=0.96 ---251912.40 ms/batch
Step 00139900 L_out=0.509 Acc=0.96 ---279071.24 ms/batch
Step 00139950 L_out=0.316 Acc=0.96 ---306622.92 ms/batch
Step 00140000 L_out=0.361 Acc=0.95 ---334114.89 ms/batch
Step 00140050 L_out=0.171 Acc=0.97 ---361254.85 ms/batch
Round 8 | epoch=29, train costTime=372.9114260673523, | total_activation_sum=50989447
Round 8 | epoch=30, current m_iou=0.8897744332282663
Round 8 | Best m_IoU is: 0.896, OA is: 0.974 | val costTime=81.5319983959198
Round 8 | ****EPOCH 30****
Round 9 | ****EPOCH 0****
Step 00140100 L_out=1.793 Acc=0.62 ---16680.22 ms/batch
Step 00140150 L_out=3.026 Acc=0.42 ---44217.04 ms/batch
Step 00140200 L_out=1.156 Acc=0.92 ---71236.53 ms/batch
Step 00140250 L_out=1.275 Acc=0.84 ---99108.75 ms/batch
Step 00140300 L_out=1.591 Acc=0.78 ---126913.29 ms/batch
Step 00140350 L_out=2.229 Acc=0.62 ---154541.81 ms/batch
Step 00140400 L_out=2.330 Acc=0.69 ---182479.28 ms/batch
Step 00140450 L_out=0.607 Acc=0.91 ---210129.80 ms/batch
Step 00140500 L_out=0.878 Acc=0.88 ---237511.42 ms/batch
Step 00140550 L_out=0.775 Acc=0.92 ---266743.19 ms/batch
Step 00140600 L_out=0.367 Acc=0.93 ---294759.74 ms/batch
Step 00140650 L_out=0.433 Acc=0.94 ---323117.89 ms/batch
Step 00140700 L_out=0.491 Acc=0.96 ---350193.51 ms/batch
Round 9 | epoch=0, train costTime=369.9530827999115, | total_activation_sum=53910756
Round 9 | epoch=1, current m_iou=0.6968311636629039
Round 9 | Best m_IoU is: 0.697, OA is: 0.912 | val costTime=62.260923862457275
Round 9 | ****EPOCH 1****
Step 00140750 L_out=0.515 Acc=0.95 --- 6621.82 ms/batch
Step 00140800 L_out=1.020 Acc=0.92 ---33950.98 ms/batch
Step 00140850 L_out=0.517 Acc=0.93 ---60452.62 ms/batch
Step 00140900 L_out=0.487 Acc=0.94 ---86996.25 ms/batch
Step 00140950 L_out=0.302 Acc=0.98 ---113585.78 ms/batch
Step 00141000 L_out=0.652 Acc=0.93 ---140300.02 ms/batch
Step 00141050 L_out=0.542 Acc=0.91 ---167563.44 ms/batch
Step 00141100 L_out=1.274 Acc=0.89 ---194578.32 ms/batch
Step 00141150 L_out=0.554 Acc=0.95 ---221543.26 ms/batch
Step 00141200 L_out=0.563 Acc=0.94 ---248340.91 ms/batch
Step 00141250 L_out=0.372 Acc=0.95 ---276466.07 ms/batch
Step 00141300 L_out=0.421 Acc=0.93 ---304415.85 ms/batch
Step 00141350 L_out=0.783 Acc=0.90 ---332829.42 ms/batch
Step 00141400 L_out=0.505 Acc=0.94 ---359296.51 ms/batch
Round 9 | epoch=1, train costTime=361.4914753437042, | total_activation_sum=54083887
Round 9 | epoch=2, current m_iou=0.8152922357317574
Round 9 | Best m_IoU is: 0.815, OA is: 0.947 | val costTime=72.16108632087708
Round 9 | ****EPOCH 2****
Step 00141450 L_out=0.846 Acc=0.94 ---24679.91 ms/batch
Step 00141500 L_out=0.497 Acc=0.96 ---52417.98 ms/batch
Step 00141550 L_out=0.279 Acc=0.96 ---79476.26 ms/batch
Step 00141600 L_out=0.576 Acc=0.93 ---106134.79 ms/batch
Step 00141650 L_out=0.357 Acc=0.96 ---133561.80 ms/batch
Step 00141700 L_out=0.489 Acc=0.96 ---160383.16 ms/batch
Step 00141750 L_out=0.831 Acc=0.91 ---187217.50 ms/batch
Step 00141800 L_out=0.449 Acc=0.91 ---213754.49 ms/batch
Step 00141850 L_out=0.318 Acc=0.98 ---240802.87 ms/batch
Step 00141900 L_out=0.352 Acc=0.92 ---267990.24 ms/batch
Step 00141950 L_out=0.377 Acc=0.96 ---295640.20 ms/batch
Step 00142000 L_out=0.380 Acc=0.97 ---324497.78 ms/batch
Step 00142050 L_out=0.213 Acc=0.97 ---351233.12 ms/batch
Round 9 | epoch=2, train costTime=362.31241607666016, | total_activation_sum=54064756
Round 9 | epoch=3, current m_iou=0.8438999886888636
Round 9 | Best m_IoU is: 0.844, OA is: 0.958 | val costTime=65.47443008422852
Round 9 | ****EPOCH 3****
Step 00142100 L_out=0.403 Acc=0.97 ---15543.75 ms/batch
Step 00142150 L_out=1.159 Acc=0.92 ---42068.83 ms/batch
Step 00142200 L_out=0.137 Acc=0.99 ---68949.18 ms/batch
Step 00142250 L_out=0.801 Acc=0.92 ---96036.15 ms/batch
Step 00142300 L_out=1.018 Acc=0.89 ---122939.77 ms/batch
Step 00142350 L_out=0.487 Acc=0.88 ---149597.18 ms/batch
Step 00142400 L_out=0.304 Acc=0.96 ---176189.47 ms/batch
Step 00142450 L_out=0.423 Acc=0.96 ---203007.65 ms/batch
Step 00142500 L_out=0.340 Acc=0.96 ---230075.89 ms/batch
Step 00142550 L_out=0.214 Acc=0.96 ---257157.04 ms/batch
Step 00142600 L_out=0.680 Acc=0.92 ---284882.30 ms/batch
Step 00142650 L_out=0.400 Acc=0.95 ---312551.64 ms/batch
Step 00142700 L_out=0.429 Acc=0.92 ---339698.96 ms/batch
Round 9 | epoch=3, train costTime=360.9076073169708, | total_activation_sum=54079961
Round 9 | epoch=4, current m_iou=0.8500503045642522
Round 9 | Best m_IoU is: 0.850, OA is: 0.954 | val costTime=63.10896158218384
Round 9 | ****EPOCH 4****
Step 00142750 L_out=0.670 Acc=0.92 --- 6580.36 ms/batch
Step 00142800 L_out=0.672 Acc=0.86 ---34012.82 ms/batch
Step 00142850 L_out=0.609 Acc=0.94 ---60871.94 ms/batch
Step 00142900 L_out=0.812 Acc=0.90 ---87586.39 ms/batch
Step 00142950 L_out=0.792 Acc=0.94 ---114517.18 ms/batch
Step 00143000 L_out=1.027 Acc=0.90 ---141625.84 ms/batch
Step 00143050 L_out=0.372 Acc=0.88 ---168364.49 ms/batch
Step 00143100 L_out=0.789 Acc=0.94 ---197463.61 ms/batch
Step 00143150 L_out=0.557 Acc=0.94 ---225589.36 ms/batch
Step 00143200 L_out=0.723 Acc=0.90 ---253948.48 ms/batch
Step 00143250 L_out=0.564 Acc=0.95 ---282455.69 ms/batch
Step 00143300 L_out=1.279 Acc=0.92 ---310702.53 ms/batch
Step 00143350 L_out=0.611 Acc=0.97 ---338506.63 ms/batch
Step 00143400 L_out=0.558 Acc=0.95 ---365441.10 ms/batch
Round 9 | epoch=4, train costTime=368.3101816177368, | total_activation_sum=54094688
Round 9 | epoch=5, current m_iou=0.8537448179811882
Round 9 | Best m_IoU is: 0.854, OA is: 0.968 | val costTime=80.24646520614624
Round 9 | ****EPOCH 5****
Step 00143450 L_out=0.345 Acc=0.93 ---25772.46 ms/batch
Step 00143500 L_out=0.316 Acc=0.94 ---53399.45 ms/batch
Step 00143550 L_out=0.347 Acc=0.90 ---81619.50 ms/batch
Step 00143600 L_out=0.705 Acc=0.96 ---109879.77 ms/batch
Step 00143650 L_out=0.553 Acc=0.94 ---138392.62 ms/batch
Step 00143700 L_out=0.458 Acc=0.95 ---166270.55 ms/batch
Step 00143750 L_out=0.111 Acc=0.94 ---194352.12 ms/batch
Step 00143800 L_out=0.407 Acc=0.94 ---221858.20 ms/batch
Step 00143850 L_out=0.214 Acc=0.98 ---249943.08 ms/batch
Step 00143900 L_out=1.362 Acc=0.94 ---278890.18 ms/batch
Step 00143950 L_out=0.574 Acc=0.94 ---307648.74 ms/batch
Step 00144000 L_out=0.592 Acc=0.94 ---336482.30 ms/batch
Step 00144050 L_out=0.352 Acc=0.95 ---362328.86 ms/batch
Round 9 | epoch=5, train costTime=373.6424288749695, | total_activation_sum=54030220
Round 9 | epoch=6, current m_iou=0.821264327055564
Round 9 | Best m_IoU is: 0.854, OA is: 0.968 | val costTime=74.62466430664062
Round 9 | ****EPOCH 6****
Step 00144100 L_out=0.535 Acc=0.93 ---15274.37 ms/batch
Step 00144150 L_out=0.461 Acc=0.97 ---42648.98 ms/batch
Step 00144200 L_out=0.676 Acc=0.94 ---70429.13 ms/batch
Step 00144250 L_out=0.434 Acc=0.94 ---99824.60 ms/batch
Step 00144300 L_out=0.444 Acc=0.96 ---126514.55 ms/batch
Step 00144350 L_out=0.368 Acc=0.96 ---155416.31 ms/batch
Step 00144400 L_out=0.524 Acc=0.96 ---183407.38 ms/batch
Step 00144450 L_out=0.298 Acc=0.96 ---212531.23 ms/batch
Step 00144500 L_out=0.739 Acc=0.90 ---240486.80 ms/batch
Step 00144550 L_out=0.693 Acc=0.91 ---269134.50 ms/batch
Step 00144600 L_out=0.697 Acc=0.92 ---297807.84 ms/batch
Step 00144650 L_out=0.610 Acc=0.96 ---325832.90 ms/batch
Step 00144700 L_out=0.642 Acc=0.94 ---355403.61 ms/batch
Round 9 | epoch=6, train costTime=377.93878722190857, | total_activation_sum=54103354
Round 9 | epoch=7, current m_iou=0.8723492872558636
Round 9 | Best m_IoU is: 0.872, OA is: 0.968 | val costTime=86.16307735443115
Round 9 | ****EPOCH 7****
Step 00144750 L_out=0.432 Acc=0.94 --- 6334.08 ms/batch
Step 00144800 L_out=0.311 Acc=0.96 ---33732.03 ms/batch
Step 00144850 L_out=0.312 Acc=0.93 ---61986.78 ms/batch
Step 00144900 L_out=0.353 Acc=0.96 ---89900.27 ms/batch
Step 00144950 L_out=0.521 Acc=0.95 ---117765.17 ms/batch
Step 00145000 L_out=0.294 Acc=0.96 ---145546.28 ms/batch
Step 00145050 L_out=0.269 Acc=0.98 ---173536.43 ms/batch
Step 00145100 L_out=0.384 Acc=0.94 ---202095.51 ms/batch
Step 00145150 L_out=0.402 Acc=0.96 ---229523.23 ms/batch
Step 00145200 L_out=0.546 Acc=0.91 ---256841.13 ms/batch
Step 00145250 L_out=0.374 Acc=0.96 ---284970.13 ms/batch
Step 00145300 L_out=0.623 Acc=0.96 ---312543.39 ms/batch
Step 00145350 L_out=0.328 Acc=0.96 ---341442.19 ms/batch
Step 00145400 L_out=0.561 Acc=0.93 ---369725.08 ms/batch
Round 9 | epoch=7, train costTime=373.20066380500793, | total_activation_sum=54018158
Round 9 | epoch=8, current m_iou=0.8638429302187406
Round 9 | Best m_IoU is: 0.872, OA is: 0.968 | val costTime=83.45210075378418
Round 9 | ****EPOCH 8****
Step 00145450 L_out=0.248 Acc=0.95 ---24673.75 ms/batch
Step 00145500 L_out=0.561 Acc=0.96 ---53051.13 ms/batch
Step 00145550 L_out=0.378 Acc=0.95 ---81210.83 ms/batch
Step 00145600 L_out=1.024 Acc=0.97 ---109665.12 ms/batch
Step 00145650 L_out=0.416 Acc=0.97 ---138453.21 ms/batch
Step 00145700 L_out=0.439 Acc=0.96 ---166667.17 ms/batch
Step 00145750 L_out=0.217 Acc=0.98 ---194516.14 ms/batch
Step 00145800 L_out=0.361 Acc=0.98 ---223001.21 ms/batch
Step 00145850 L_out=0.343 Acc=0.95 ---251579.34 ms/batch
Step 00145900 L_out=0.583 Acc=0.96 ---279699.27 ms/batch
Step 00145950 L_out=0.652 Acc=0.95 ---308184.87 ms/batch
Step 00146000 L_out=0.272 Acc=0.98 ---335883.78 ms/batch
Step 00146050 L_out=0.397 Acc=0.94 ---363833.09 ms/batch
Round 9 | epoch=8, train costTime=376.6612753868103, | total_activation_sum=53816442
Round 9 | epoch=9, current m_iou=0.8909160215802658
Round 9 | Best m_IoU is: 0.891, OA is: 0.967 | val costTime=104.74414849281311
Round 9 | ****EPOCH 9****
Step 00146100 L_out=0.371 Acc=0.93 ---15452.64 ms/batch
Step 00146150 L_out=0.560 Acc=0.95 ---44918.63 ms/batch
Step 00146200 L_out=0.330 Acc=0.98 ---73160.88 ms/batch
Step 00146250 L_out=0.408 Acc=0.96 ---102234.99 ms/batch
Step 00146300 L_out=0.591 Acc=0.92 ---130215.40 ms/batch
Step 00146350 L_out=0.505 Acc=0.94 ---158662.56 ms/batch
Step 00146400 L_out=0.383 Acc=0.94 ---187177.08 ms/batch
Step 00146450 L_out=0.523 Acc=0.96 ---215326.28 ms/batch
Step 00146500 L_out=0.255 Acc=0.96 ---243331.28 ms/batch
Step 00146550 L_out=0.243 Acc=0.96 ---271232.63 ms/batch
Step 00146600 L_out=0.391 Acc=0.93 ---299513.53 ms/batch
Step 00146650 L_out=0.616 Acc=0.91 ---327246.93 ms/batch
Step 00146700 L_out=0.283 Acc=0.93 ---355565.76 ms/batch
Round 9 | epoch=9, train costTime=378.47984290122986, | total_activation_sum=54122925
Round 9 | epoch=10, current m_iou=0.886337031855591
Round 9 | Best m_IoU is: 0.891, OA is: 0.967 | val costTime=119.79249000549316
Round 9 | ****EPOCH 10****
Step 00146750 L_out=0.159 Acc=0.98 --- 5630.81 ms/batch
Step 00146800 L_out=0.382 Acc=0.97 ---34123.45 ms/batch
Step 00146850 L_out=1.083 Acc=0.93 ---61914.28 ms/batch
Step 00146900 L_out=0.351 Acc=0.96 ---89692.14 ms/batch
Step 00146950 L_out=0.411 Acc=0.94 ---117878.62 ms/batch
Step 00147000 L_out=0.296 Acc=0.94 ---146794.88 ms/batch
Step 00147050 L_out=0.740 Acc=0.89 ---175609.58 ms/batch
Step 00147100 L_out=0.477 Acc=0.95 ---203706.75 ms/batch
Step 00147150 L_out=0.325 Acc=0.96 ---232673.53 ms/batch
Step 00147200 L_out=0.598 Acc=0.93 ---260931.43 ms/batch
Step 00147250 L_out=0.693 Acc=0.91 ---289808.45 ms/batch
Step 00147300 L_out=0.509 Acc=0.97 ---317990.36 ms/batch
Step 00147350 L_out=0.418 Acc=0.93 ---346481.07 ms/batch
Step 00147400 L_out=0.371 Acc=0.96 ---374248.55 ms/batch
Round 9 | epoch=10, train costTime=378.0880320072174, | total_activation_sum=54108409
Round 9 | epoch=11, current m_iou=0.8814903446970979
Round 9 | Best m_IoU is: 0.891, OA is: 0.967 | val costTime=83.78697156906128
Round 9 | ****EPOCH 11****
Step 00147450 L_out=0.612 Acc=0.91 ---23697.85 ms/batch
Step 00147500 L_out=1.163 Acc=0.88 ---51101.30 ms/batch
Step 00147550 L_out=0.302 Acc=0.97 ---78868.44 ms/batch
Step 00147600 L_out=0.446 Acc=0.95 ---106679.37 ms/batch
Step 00147650 L_out=0.241 Acc=0.97 ---134001.53 ms/batch
Step 00147700 L_out=0.257 Acc=0.96 ---161869.23 ms/batch
Step 00147750 L_out=0.244 Acc=0.97 ---190086.20 ms/batch
Step 00147800 L_out=0.253 Acc=0.97 ---218410.18 ms/batch
Step 00147850 L_out=0.302 Acc=0.97 ---246550.61 ms/batch
Step 00147900 L_out=0.347 Acc=0.94 ---274953.36 ms/batch
Step 00147950 L_out=0.657 Acc=0.98 ---302883.00 ms/batch
Step 00148000 L_out=0.418 Acc=0.95 ---331887.21 ms/batch
Step 00148050 L_out=0.397 Acc=0.88 ---360277.07 ms/batch
Round 9 | epoch=11, train costTime=373.57733702659607, | total_activation_sum=54240902
Round 9 | epoch=12, current m_iou=0.8516892636173026
Round 9 | Best m_IoU is: 0.891, OA is: 0.967 | val costTime=112.73535394668579
Round 9 | ****EPOCH 12****
Step 00148100 L_out=0.475 Acc=0.96 ---14397.34 ms/batch
Step 00148150 L_out=0.169 Acc=0.97 ---42645.12 ms/batch
Step 00148200 L_out=0.273 Acc=0.96 ---70926.62 ms/batch
Step 00148250 L_out=1.347 Acc=0.90 ---99902.95 ms/batch
Step 00148300 L_out=1.372 Acc=0.83 ---127302.39 ms/batch
Step 00148350 L_out=0.554 Acc=0.95 ---155615.89 ms/batch
Step 00148400 L_out=0.285 Acc=0.95 ---183903.29 ms/batch
Step 00148450 L_out=0.150 Acc=0.97 ---211360.68 ms/batch
Step 00148500 L_out=0.348 Acc=0.95 ---238892.91 ms/batch
Step 00148550 L_out=0.315 Acc=0.96 ---266550.66 ms/batch
Step 00148600 L_out=0.246 Acc=0.97 ---294305.63 ms/batch
Step 00148650 L_out=0.647 Acc=0.95 ---322351.79 ms/batch
Step 00148700 L_out=0.246 Acc=0.98 ---350594.26 ms/batch
Round 9 | epoch=12, train costTime=373.25537872314453, | total_activation_sum=53892099
Round 9 | epoch=13, current m_iou=0.8904048148189025
Round 9 | Best m_IoU is: 0.891, OA is: 0.967 | val costTime=108.16765451431274
Round 9 | ****EPOCH 13****
Step 00148750 L_out=0.221 Acc=0.92 --- 4788.42 ms/batch
Step 00148800 L_out=0.264 Acc=0.95 ---33178.58 ms/batch
Step 00148850 L_out=0.576 Acc=0.93 ---61277.99 ms/batch
Step 00148900 L_out=0.261 Acc=0.95 ---89556.84 ms/batch
Step 00148950 L_out=0.787 Acc=0.96 ---118421.43 ms/batch
Step 00149000 L_out=0.406 Acc=0.97 ---145980.20 ms/batch
Step 00149050 L_out=0.301 Acc=0.98 ---173425.28 ms/batch
Step 00149100 L_out=0.266 Acc=0.97 ---201981.91 ms/batch
Step 00149150 L_out=0.219 Acc=0.96 ---230228.40 ms/batch
Step 00149200 L_out=0.253 Acc=0.95 ---258223.87 ms/batch
Step 00149250 L_out=0.423 Acc=0.92 ---285850.32 ms/batch
Step 00149300 L_out=1.447 Acc=0.93 ---313831.79 ms/batch
Step 00149350 L_out=0.590 Acc=0.90 ---341934.14 ms/batch
Step 00149400 L_out=0.523 Acc=0.92 ---369371.46 ms/batch
Round 9 | epoch=13, train costTime=373.8117949962616, | total_activation_sum=54019033
Round 9 | epoch=14, current m_iou=0.891336642351007
Round 9 | Best m_IoU is: 0.891, OA is: 0.969 | val costTime=122.30723571777344
Round 9 | ****EPOCH 14****
Step 00149450 L_out=0.296 Acc=0.98 ---23566.47 ms/batch
Step 00149500 L_out=0.613 Acc=0.95 ---51653.21 ms/batch
Step 00149550 L_out=0.377 Acc=0.95 ---79338.50 ms/batch
Step 00149600 L_out=0.361 Acc=0.96 ---107387.99 ms/batch
Step 00149650 L_out=0.106 Acc=0.94 ---135543.95 ms/batch
Step 00149700 L_out=0.436 Acc=0.94 ---164013.12 ms/batch
Step 00149750 L_out=0.868 Acc=0.94 ---190676.07 ms/batch
Step 00149800 L_out=0.172 Acc=0.97 ---218224.31 ms/batch
Step 00149850 L_out=0.551 Acc=0.93 ---246748.59 ms/batch
Step 00149900 L_out=0.205 Acc=0.98 ---274594.26 ms/batch
Step 00149950 L_out=0.471 Acc=0.96 ---302216.77 ms/batch
Step 00150000 L_out=0.349 Acc=0.97 ---329752.72 ms/batch
Step 00150050 L_out=0.425 Acc=0.97 ---357290.58 ms/batch
Round 9 | epoch=14, train costTime=371.3247368335724, | total_activation_sum=54032713
Round 9 | epoch=15, current m_iou=0.8924924867710646
Round 9 | Best m_IoU is: 0.892, OA is: 0.969 | val costTime=106.80892324447632
Round 9 | ****EPOCH 15****
Step 00150100 L_out=0.249 Acc=0.98 ---13843.75 ms/batch
Step 00150150 L_out=1.290 Acc=0.75 ---41846.90 ms/batch
Step 00150200 L_out=0.699 Acc=0.95 ---70052.51 ms/batch
Step 00150250 L_out=0.439 Acc=0.98 ---97163.36 ms/batch
Step 00150300 L_out=0.347 Acc=0.96 ---125371.43 ms/batch
Step 00150350 L_out=0.322 Acc=0.97 ---152597.09 ms/batch
Step 00150400 L_out=0.451 Acc=0.94 ---180815.82 ms/batch
Step 00150450 L_out=0.389 Acc=0.97 ---209182.52 ms/batch
Step 00150500 L_out=0.194 Acc=0.98 ---237103.05 ms/batch
Step 00150550 L_out=0.174 Acc=0.97 ---265579.04 ms/batch
Step 00150600 L_out=0.363 Acc=0.96 ---293219.62 ms/batch
Step 00150650 L_out=0.529 Acc=0.95 ---322106.06 ms/batch
Step 00150700 L_out=0.519 Acc=0.94 ---351062.43 ms/batch
Round 9 | epoch=15, train costTime=374.59909534454346, | total_activation_sum=54061380
Round 9 | epoch=16, current m_iou=0.8914578848037432
Round 9 | Best m_IoU is: 0.892, OA is: 0.969 | val costTime=104.60463047027588
Round 9 | ****EPOCH 16****
Step 00150750 L_out=0.500 Acc=0.97 --- 4721.27 ms/batch
Step 00150800 L_out=0.156 Acc=0.96 ---33249.11 ms/batch
Step 00150850 L_out=0.555 Acc=0.94 ---60478.26 ms/batch
Step 00150900 L_out=0.224 Acc=0.98 ---88688.03 ms/batch
Step 00150950 L_out=0.323 Acc=0.97 ---116909.85 ms/batch
Step 00151000 L_out=0.219 Acc=0.89 ---145702.13 ms/batch
Step 00151050 L_out=0.479 Acc=0.94 ---174017.21 ms/batch
Step 00151100 L_out=0.179 Acc=0.95 ---203149.49 ms/batch
Step 00151150 L_out=0.273 Acc=0.97 ---231291.31 ms/batch
Step 00151200 L_out=0.523 Acc=0.95 ---258723.15 ms/batch
Step 00151250 L_out=0.473 Acc=0.93 ---286103.56 ms/batch
Step 00151300 L_out=0.345 Acc=0.95 ---314510.61 ms/batch
Step 00151350 L_out=0.392 Acc=0.95 ---342754.11 ms/batch
Step 00151400 L_out=0.231 Acc=0.97 ---370521.48 ms/batch
Round 9 | epoch=16, train costTime=375.33637952804565, | total_activation_sum=53923713
Round 9 | epoch=17, current m_iou=0.8955255274795306
Round 9 | Best m_IoU is: 0.896, OA is: 0.972 | val costTime=116.0615553855896
Round 9 | ****EPOCH 17****
Step 00151450 L_out=0.636 Acc=0.94 ---23650.60 ms/batch
Step 00151500 L_out=0.778 Acc=0.89 ---51750.17 ms/batch
Step 00151550 L_out=0.148 Acc=0.98 ---79977.59 ms/batch
Step 00151600 L_out=0.346 Acc=0.97 ---108315.19 ms/batch
Step 00151650 L_out=0.328 Acc=0.94 ---136523.06 ms/batch
Step 00151700 L_out=0.523 Acc=0.95 ---165327.26 ms/batch
Step 00151750 L_out=0.457 Acc=0.91 ---193541.69 ms/batch
Step 00151800 L_out=0.436 Acc=0.96 ---221353.10 ms/batch
Step 00151850 L_out=0.350 Acc=0.97 ---249760.94 ms/batch
Step 00151900 L_out=0.446 Acc=0.95 ---277157.61 ms/batch
Step 00151950 L_out=0.529 Acc=0.95 ---304738.11 ms/batch
Step 00152000 L_out=0.131 Acc=0.96 ---332924.65 ms/batch
Step 00152050 L_out=0.221 Acc=0.95 ---360836.57 ms/batch
Round 9 | epoch=17, train costTime=375.18612408638, | total_activation_sum=54025779
Round 9 | epoch=18, current m_iou=0.8758231702957678
Round 9 | Best m_IoU is: 0.896, OA is: 0.972 | val costTime=82.90533328056335
Round 9 | ****EPOCH 18****
Step 00152100 L_out=0.326 Acc=0.93 ---13998.40 ms/batch
Step 00152150 L_out=0.358 Acc=0.97 ---43356.97 ms/batch
Step 00152200 L_out=0.272 Acc=0.97 ---71460.78 ms/batch
Step 00152250 L_out=0.404 Acc=0.96 ---99125.18 ms/batch
Step 00152300 L_out=0.212 Acc=0.96 ---127461.67 ms/batch
Step 00152350 L_out=0.310 Acc=0.97 ---156462.56 ms/batch
Step 00152400 L_out=0.397 Acc=0.94 ---185212.47 ms/batch
Step 00152450 L_out=0.365 Acc=0.95 ---214224.36 ms/batch
Step 00152500 L_out=0.356 Acc=0.98 ---242877.83 ms/batch
Step 00152550 L_out=0.226 Acc=0.97 ---270788.41 ms/batch
Step 00152600 L_out=0.277 Acc=0.95 ---298624.41 ms/batch
Step 00152650 L_out=0.200 Acc=0.97 ---326800.07 ms/batch
Step 00152700 L_out=0.239 Acc=0.97 ---354940.59 ms/batch
Round 9 | epoch=18, train costTime=378.95951867103577, | total_activation_sum=54130579
Round 9 | epoch=19, current m_iou=0.8716885626636293
Round 9 | Best m_IoU is: 0.896, OA is: 0.972 | val costTime=93.66648745536804
Round 9 | ****EPOCH 19****
Step 00152750 L_out=0.431 Acc=0.94 --- 4091.54 ms/batch
Step 00152800 L_out=0.168 Acc=0.98 ---32785.31 ms/batch
Step 00152850 L_out=0.450 Acc=0.94 ---61175.69 ms/batch
Step 00152900 L_out=0.229 Acc=0.97 ---88823.50 ms/batch
Step 00152950 L_out=0.496 Acc=0.94 ---116999.53 ms/batch
Step 00153000 L_out=0.454 Acc=0.96 ---144888.20 ms/batch
Step 00153050 L_out=0.173 Acc=0.96 ---172333.45 ms/batch
Step 00153100 L_out=0.132 Acc=0.97 ---201345.89 ms/batch
Step 00153150 L_out=0.410 Acc=0.95 ---229587.98 ms/batch
Step 00153200 L_out=0.482 Acc=0.90 ---258006.17 ms/batch
Step 00153250 L_out=0.306 Acc=0.95 ---285897.07 ms/batch
Step 00153300 L_out=0.276 Acc=0.98 ---313953.13 ms/batch
Step 00153350 L_out=0.120 Acc=0.97 ---342084.54 ms/batch
Step 00153400 L_out=0.308 Acc=0.91 ---370686.76 ms/batch
Round 9 | epoch=19, train costTime=376.4169383049011, | total_activation_sum=53966397
Round 9 | epoch=20, current m_iou=0.8927976018089971
Round 9 | Best m_IoU is: 0.896, OA is: 0.972 | val costTime=94.3506486415863
Round 9 | ****EPOCH 20****
Step 00153450 L_out=0.162 Acc=0.97 ---22164.32 ms/batch
Step 00153500 L_out=0.477 Acc=0.94 ---50780.92 ms/batch
Step 00153550 L_out=0.222 Acc=0.94 ---78247.48 ms/batch
Step 00153600 L_out=0.443 Acc=0.94 ---106277.13 ms/batch
Step 00153650 L_out=0.267 Acc=0.98 ---134770.44 ms/batch
Step 00153700 L_out=0.400 Acc=0.96 ---162349.96 ms/batch
Step 00153750 L_out=0.282 Acc=0.97 ---190226.54 ms/batch
Step 00153800 L_out=0.627 Acc=0.95 ---217771.75 ms/batch
Step 00153850 L_out=0.307 Acc=0.97 ---245481.30 ms/batch
Step 00153900 L_out=0.102 Acc=0.98 ---273689.75 ms/batch
Step 00153950 L_out=0.265 Acc=0.92 ---302044.33 ms/batch
Step 00154000 L_out=0.793 Acc=0.95 ---330005.62 ms/batch
Step 00154050 L_out=0.165 Acc=0.97 ---358232.92 ms/batch
Round 9 | epoch=20, train costTime=373.1841661930084, | total_activation_sum=54141174
Round 9 | epoch=21, current m_iou=0.8779605089731819
Round 9 | Best m_IoU is: 0.896, OA is: 0.972 | val costTime=93.29547715187073
Round 9 | ****EPOCH 21****
Step 00154100 L_out=0.180 Acc=0.97 ---12738.70 ms/batch
Step 00154150 L_out=0.383 Acc=0.97 ---40463.31 ms/batch
Step 00154200 L_out=0.414 Acc=0.97 ---68169.82 ms/batch
Step 00154250 L_out=0.581 Acc=0.96 ---95766.90 ms/batch
Step 00154300 L_out=0.437 Acc=0.95 ---123940.87 ms/batch
Step 00154350 L_out=0.256 Acc=0.97 ---151529.21 ms/batch
Step 00154400 L_out=0.219 Acc=0.96 ---179180.47 ms/batch
Step 00154450 L_out=0.192 Acc=0.95 ---208811.16 ms/batch
Step 00154500 L_out=0.437 Acc=0.94 ---236732.17 ms/batch
Step 00154550 L_out=0.484 Acc=0.97 ---264638.13 ms/batch
Step 00154600 L_out=0.305 Acc=0.95 ---292101.06 ms/batch
Step 00154650 L_out=0.388 Acc=0.93 ---321067.08 ms/batch
Step 00154700 L_out=0.245 Acc=0.97 ---349132.41 ms/batch
Round 9 | epoch=21, train costTime=373.59270191192627, | total_activation_sum=53960951
Round 9 | epoch=22, current m_iou=0.8816664186626024
Round 9 | Best m_IoU is: 0.896, OA is: 0.972 | val costTime=87.3016631603241
Round 9 | ****EPOCH 22****
Step 00154750 L_out=0.319 Acc=0.96 --- 3268.12 ms/batch
Step 00154800 L_out=0.113 Acc=0.97 ---31460.34 ms/batch
Step 00154850 L_out=0.422 Acc=0.93 ---59406.24 ms/batch
Step 00154900 L_out=0.237 Acc=0.98 ---87618.00 ms/batch
Step 00154950 L_out=0.405 Acc=0.97 ---115444.21 ms/batch
Step 00155000 L_out=0.323 Acc=0.97 ---144021.31 ms/batch
Step 00155050 L_out=0.264 Acc=0.97 ---172128.23 ms/batch
Step 00155100 L_out=0.275 Acc=0.97 ---200271.41 ms/batch
Step 00155150 L_out=0.359 Acc=0.94 ---227832.71 ms/batch
Step 00155200 L_out=0.265 Acc=0.95 ---255708.61 ms/batch
Step 00155250 L_out=0.557 Acc=0.96 ---284035.13 ms/batch
Step 00155300 L_out=0.399 Acc=0.96 ---311926.72 ms/batch
Step 00155350 L_out=0.264 Acc=0.97 ---339887.26 ms/batch
Step 00155400 L_out=0.224 Acc=0.97 ---367798.99 ms/batch
Round 9 | epoch=22, train costTime=373.5656750202179, | total_activation_sum=54054428
Round 9 | epoch=23, current m_iou=0.8896452274388753
Round 9 | Best m_IoU is: 0.896, OA is: 0.972 | val costTime=94.31233358383179
Round 9 | ****EPOCH 23****
Step 00155450 L_out=0.388 Acc=0.96 ---21672.33 ms/batch
Step 00155500 L_out=0.320 Acc=0.96 ---49664.04 ms/batch
Step 00155550 L_out=0.352 Acc=0.93 ---76539.14 ms/batch
Step 00155600 L_out=0.357 Acc=0.97 ---104683.64 ms/batch
Step 00155650 L_out=0.265 Acc=0.94 ---132779.78 ms/batch
Step 00155700 L_out=0.463 Acc=0.97 ---160903.09 ms/batch
Step 00155750 L_out=0.584 Acc=0.96 ---188943.62 ms/batch
Step 00155800 L_out=0.337 Acc=0.96 ---216543.13 ms/batch
Step 00155850 L_out=0.381 Acc=0.96 ---244026.55 ms/batch
Step 00155900 L_out=0.392 Acc=0.97 ---272163.99 ms/batch
Step 00155950 L_out=0.238 Acc=0.98 ---300634.34 ms/batch
Step 00156000 L_out=0.410 Acc=0.95 ---327911.50 ms/batch
Step 00156050 L_out=0.340 Acc=0.93 ---356129.42 ms/batch
Round 9 | epoch=23, train costTime=371.8784604072571, | total_activation_sum=53953927
Round 9 | epoch=24, current m_iou=0.8961201742060527
Round 9 | Best m_IoU is: 0.896, OA is: 0.972 | val costTime=86.6304087638855
Round 9 | ****EPOCH 24****
Step 00156100 L_out=0.335 Acc=0.97 ---12221.91 ms/batch
Step 00156150 L_out=0.456 Acc=0.95 ---40890.56 ms/batch
Step 00156200 L_out=0.239 Acc=0.98 ---68897.68 ms/batch
Step 00156250 L_out=0.104 Acc=0.98 ---96478.52 ms/batch
Step 00156300 L_out=0.137 Acc=0.96 ---123679.31 ms/batch
Step 00156350 L_out=0.265 Acc=0.95 ---150481.77 ms/batch
Step 00156400 L_out=0.477 Acc=0.95 ---178559.76 ms/batch
Step 00156450 L_out=0.415 Acc=0.97 ---206509.98 ms/batch
Step 00156500 L_out=0.233 Acc=0.97 ---234411.19 ms/batch
Step 00156550 L_out=0.366 Acc=0.96 ---262549.54 ms/batch
Step 00156600 L_out=0.165 Acc=0.95 ---290281.70 ms/batch
Step 00156650 L_out=0.293 Acc=0.97 ---317948.57 ms/batch
Step 00156700 L_out=0.414 Acc=0.96 ---345888.56 ms/batch
Round 9 | epoch=24, train costTime=370.0913827419281, | total_activation_sum=54133552
Round 9 | epoch=25, current m_iou=0.8934199272981695
Round 9 | Best m_IoU is: 0.896, OA is: 0.972 | val costTime=92.82599687576294
Round 9 | ****EPOCH 25****
Step 00156750 L_out=0.294 Acc=0.95 --- 2770.23 ms/batch
Step 00156800 L_out=0.438 Acc=0.97 ---31999.88 ms/batch
Step 00156850 L_out=0.877 Acc=0.92 ---60448.55 ms/batch
Step 00156900 L_out=0.935 Acc=0.94 ---88390.49 ms/batch
Step 00156950 L_out=0.238 Acc=0.97 ---115962.39 ms/batch
Step 00157000 L_out=0.188 Acc=0.97 ---144181.09 ms/batch
Step 00157050 L_out=0.482 Acc=0.95 ---171392.90 ms/batch
Step 00157100 L_out=0.629 Acc=0.87 ---199192.68 ms/batch
Step 00157150 L_out=0.187 Acc=0.98 ---227172.06 ms/batch
Step 00157200 L_out=0.227 Acc=0.97 ---255165.95 ms/batch
Step 00157250 L_out=0.137 Acc=0.98 ---283222.84 ms/batch
Step 00157300 L_out=0.468 Acc=0.95 ---311034.08 ms/batch
Step 00157350 L_out=0.302 Acc=0.97 ---339153.04 ms/batch
Step 00157400 L_out=0.301 Acc=0.96 ---367559.76 ms/batch
Round 9 | epoch=25, train costTime=374.1538715362549, | total_activation_sum=53894822
Round 9 | epoch=26, current m_iou=0.8958724094125786
Round 9 | Best m_IoU is: 0.896, OA is: 0.972 | val costTime=87.79799294471741
Round 9 | ****EPOCH 26****
Step 00157450 L_out=0.201 Acc=0.96 ---21001.40 ms/batch
Step 00157500 L_out=0.369 Acc=0.96 ---49308.41 ms/batch
Step 00157550 L_out=0.257 Acc=0.97 ---76857.92 ms/batch
Step 00157600 L_out=0.338 Acc=0.97 ---106082.19 ms/batch
Step 00157650 L_out=0.338 Acc=0.92 ---135077.51 ms/batch
Step 00157700 L_out=0.193 Acc=0.96 ---162756.76 ms/batch
Step 00157750 L_out=0.535 Acc=0.95 ---191105.44 ms/batch
Step 00157800 L_out=0.183 Acc=0.98 ---218907.96 ms/batch
Step 00157850 L_out=0.357 Acc=0.95 ---247033.50 ms/batch
Step 00157900 L_out=0.516 Acc=0.95 ---274797.76 ms/batch
Step 00157950 L_out=0.426 Acc=0.96 ---303118.85 ms/batch
Step 00158000 L_out=0.303 Acc=0.98 ---331613.26 ms/batch
Step 00158050 L_out=0.250 Acc=0.98 ---359596.43 ms/batch
Round 9 | epoch=26, train costTime=375.8440625667572, | total_activation_sum=53999043
Round 9 | epoch=27, current m_iou=0.8983533915287942
Round 9 | Best m_IoU is: 0.898, OA is: 0.972 | val costTime=83.48870205879211
Round 9 | ****EPOCH 27****
Step 00158100 L_out=0.427 Acc=0.95 ---11856.99 ms/batch
Step 00158150 L_out=0.412 Acc=0.96 ---39675.28 ms/batch
Step 00158200 L_out=0.335 Acc=0.93 ---67258.25 ms/batch
Step 00158250 L_out=0.539 Acc=0.96 ---95209.84 ms/batch
Step 00158300 L_out=0.440 Acc=0.93 ---123397.46 ms/batch
Step 00158350 L_out=0.335 Acc=0.96 ---150935.59 ms/batch
Step 00158400 L_out=0.155 Acc=0.94 ---178640.75 ms/batch
Step 00158450 L_out=0.157 Acc=0.98 ---206163.67 ms/batch
Step 00158500 L_out=0.241 Acc=0.95 ---234811.93 ms/batch
Step 00158550 L_out=0.278 Acc=0.96 ---263089.65 ms/batch
Step 00158600 L_out=0.913 Acc=0.94 ---291113.37 ms/batch
Step 00158650 L_out=0.619 Acc=0.97 ---320062.49 ms/batch
Step 00158700 L_out=0.268 Acc=0.97 ---347800.56 ms/batch
Round 9 | epoch=27, train costTime=373.87695050239563, | total_activation_sum=54142976
Round 9 | epoch=28, current m_iou=0.8969898923895407
Round 9 | Best m_IoU is: 0.898, OA is: 0.972 | val costTime=89.65990495681763
Round 9 | ****EPOCH 28****
Step 00158750 L_out=0.331 Acc=0.96 --- 2365.09 ms/batch
Step 00158800 L_out=0.284 Acc=0.97 ---29935.80 ms/batch
Step 00158850 L_out=0.155 Acc=0.98 ---58242.54 ms/batch
Step 00158900 L_out=0.362 Acc=0.96 ---85971.41 ms/batch
Step 00158950 L_out=0.441 Acc=0.96 ---113881.34 ms/batch
Step 00159000 L_out=0.737 Acc=0.93 ---141962.80 ms/batch
Step 00159050 L_out=0.241 Acc=0.97 ---170119.68 ms/batch
Step 00159100 L_out=0.347 Acc=0.97 ---198140.02 ms/batch
Step 00159150 L_out=0.326 Acc=0.96 ---226706.24 ms/batch
Step 00159200 L_out=0.396 Acc=0.96 ---255099.49 ms/batch
Step 00159250 L_out=0.347 Acc=0.96 ---283097.50 ms/batch
Step 00159300 L_out=0.239 Acc=0.97 ---310520.57 ms/batch
Step 00159350 L_out=0.478 Acc=0.94 ---338406.12 ms/batch
Step 00159400 L_out=0.220 Acc=0.98 ---366888.59 ms/batch
Round 9 | epoch=28, train costTime=374.30386877059937, | total_activation_sum=54070961
Round 9 | epoch=29, current m_iou=0.9043160228947653
Round 9 | Best m_IoU is: 0.904, OA is: 0.973 | val costTime=92.83182334899902
Round 9 | ****EPOCH 29****
Step 00159450 L_out=0.461 Acc=0.95 ---20478.91 ms/batch
Step 00159500 L_out=0.499 Acc=0.96 ---49205.31 ms/batch
Step 00159550 L_out=0.473 Acc=0.95 ---76973.34 ms/batch
Step 00159600 L_out=0.181 Acc=0.98 ---105411.28 ms/batch
Step 00159650 L_out=0.460 Acc=0.95 ---133647.89 ms/batch
Step 00159700 L_out=0.802 Acc=0.95 ---161421.29 ms/batch
Step 00159750 L_out=0.512 Acc=0.94 ---189508.77 ms/batch
Step 00159800 L_out=0.527 Acc=0.95 ---217603.82 ms/batch
Step 00159850 L_out=0.259 Acc=0.98 ---247205.41 ms/batch
Step 00159900 L_out=0.227 Acc=0.98 ---274879.34 ms/batch
Step 00159950 L_out=0.231 Acc=0.97 ---302671.31 ms/batch
Step 00160000 L_out=0.524 Acc=0.92 ---330621.28 ms/batch
Step 00160050 L_out=0.223 Acc=0.97 ---358968.08 ms/batch
Round 9 | epoch=29, train costTime=375.7154800891876, | total_activation_sum=53828227
Round 9 | epoch=30, current m_iou=0.900755105812489
Round 9 | Best m_IoU is: 0.904, OA is: 0.973 | val costTime=83.3075098991394
Round 9 | ****EPOCH 30****
Round 10 | ****EPOCH 0****
Step 00160100 L_out=0.641 Acc=0.89 ---11463.93 ms/batch
Step 00160150 L_out=0.543 Acc=0.97 ---40778.29 ms/batch
Step 00160200 L_out=0.962 Acc=0.91 ---69014.62 ms/batch
Step 00160250 L_out=1.877 Acc=0.80 ---96989.06 ms/batch
Step 00160300 L_out=0.779 Acc=0.94 ---124920.63 ms/batch
Step 00160350 L_out=0.667 Acc=0.90 ---152913.13 ms/batch
Step 00160400 L_out=1.350 Acc=0.94 ---180573.39 ms/batch
Step 00160450 L_out=2.530 Acc=0.68 ---208946.39 ms/batch
Step 00160500 L_out=1.225 Acc=0.92 ---237413.63 ms/batch
Step 00160550 L_out=0.548 Acc=0.92 ---265656.69 ms/batch
Step 00160600 L_out=1.360 Acc=0.90 ---294290.24 ms/batch
Step 00160650 L_out=0.526 Acc=0.97 ---323733.25 ms/batch
Step 00160700 L_out=0.676 Acc=0.92 ---352745.17 ms/batch
Round 10 | epoch=0, train costTime=378.87310242652893, | total_activation_sum=57188505
Round 10 | epoch=1, current m_iou=0.8269128364098866
Round 10 | Best m_IoU is: 0.827, OA is: 0.951 | val costTime=77.52019238471985
Round 10 | ****EPOCH 1****
Step 00160750 L_out=1.871 Acc=0.90 --- 1761.48 ms/batch
Step 00160800 L_out=1.244 Acc=0.86 ---29456.78 ms/batch
Step 00160850 L_out=0.612 Acc=0.94 ---57400.90 ms/batch
Step 00160900 L_out=0.717 Acc=0.94 ---85166.69 ms/batch
Step 00160950 L_out=0.589 Acc=0.95 ---112787.37 ms/batch
Step 00161000 L_out=0.659 Acc=0.87 ---140277.56 ms/batch
Step 00161050 L_out=0.454 Acc=0.96 ---168056.27 ms/batch
Step 00161100 L_out=1.095 Acc=0.92 ---196327.79 ms/batch
Step 00161150 L_out=0.299 Acc=0.95 ---224500.43 ms/batch
Step 00161200 L_out=1.013 Acc=0.89 ---252087.08 ms/batch
Step 00161250 L_out=0.664 Acc=0.90 ---280222.77 ms/batch
Step 00161300 L_out=0.332 Acc=0.97 ---308135.04 ms/batch
Step 00161350 L_out=0.946 Acc=0.86 ---335235.41 ms/batch
Step 00161400 L_out=0.255 Acc=0.98 ---362375.16 ms/batch
Round 10 | epoch=1, train costTime=370.2175328731537, | total_activation_sum=57350485
Round 10 | epoch=2, current m_iou=0.886821432726379
Round 10 | Best m_IoU is: 0.887, OA is: 0.964 | val costTime=91.96484184265137
Round 10 | ****EPOCH 2****
Step 00161450 L_out=0.579 Acc=0.93 ---20857.30 ms/batch
Step 00161500 L_out=0.332 Acc=0.97 ---49144.28 ms/batch
Step 00161550 L_out=0.602 Acc=0.93 ---77939.94 ms/batch
Step 00161600 L_out=1.214 Acc=0.84 ---106271.50 ms/batch
Step 00161650 L_out=0.966 Acc=0.93 ---134382.08 ms/batch
Step 00161700 L_out=0.710 Acc=0.95 ---162252.17 ms/batch
Step 00161750 L_out=0.782 Acc=0.90 ---190804.91 ms/batch
Step 00161800 L_out=0.346 Acc=0.95 ---219441.76 ms/batch
Step 00161850 L_out=0.884 Acc=0.93 ---247273.02 ms/batch
Step 00161900 L_out=0.501 Acc=0.95 ---275642.48 ms/batch
Step 00161950 L_out=0.698 Acc=0.93 ---304015.37 ms/batch
Step 00162000 L_out=0.800 Acc=0.92 ---331191.61 ms/batch
Step 00162050 L_out=0.375 Acc=0.95 ---357098.91 ms/batch
Round 10 | epoch=2, train costTime=373.86248111724854, | total_activation_sum=57573869
Round 10 | epoch=3, current m_iou=0.8454553194236102
Round 10 | Best m_IoU is: 0.887, OA is: 0.964 | val costTime=94.66736078262329
Round 10 | ****EPOCH 3****
Step 00162100 L_out=0.795 Acc=0.92 ---10480.63 ms/batch
Step 00162150 L_out=0.680 Acc=0.95 ---38243.52 ms/batch
Step 00162200 L_out=0.757 Acc=0.93 ---65440.88 ms/batch
Step 00162250 L_out=0.194 Acc=0.98 ---93353.86 ms/batch
Step 00162300 L_out=0.962 Acc=0.92 ---120951.02 ms/batch
Step 00162350 L_out=0.385 Acc=0.95 ---149421.27 ms/batch
Step 00162400 L_out=1.016 Acc=0.91 ---177075.97 ms/batch
Step 00162450 L_out=0.701 Acc=0.95 ---205135.29 ms/batch
Step 00162500 L_out=0.540 Acc=0.92 ---233158.97 ms/batch
Step 00162550 L_out=0.557 Acc=0.92 ---261903.19 ms/batch
Step 00162600 L_out=0.797 Acc=0.94 ---290390.27 ms/batch
Step 00162650 L_out=0.817 Acc=0.97 ---318298.89 ms/batch
Step 00162700 L_out=0.935 Acc=0.93 ---345483.50 ms/batch
Round 10 | epoch=3, train costTime=372.26620054244995, | total_activation_sum=57273492
Round 10 | epoch=4, current m_iou=0.8416186896023455
Round 10 | Best m_IoU is: 0.887, OA is: 0.964 | val costTime=84.40535736083984
Round 10 | ****EPOCH 4****
Step 00162750 L_out=0.704 Acc=0.94 --- 1141.00 ms/batch
Step 00162800 L_out=0.461 Acc=0.94 ---28968.68 ms/batch
Step 00162850 L_out=0.369 Acc=0.95 ---57019.61 ms/batch
Step 00162900 L_out=0.299 Acc=0.98 ---84774.36 ms/batch
Step 00162950 L_out=0.438 Acc=0.96 ---112680.68 ms/batch
Step 00163000 L_out=0.391 Acc=0.95 ---140288.35 ms/batch
Step 00163050 L_out=0.726 Acc=0.93 ---167622.96 ms/batch
Step 00163100 L_out=0.323 Acc=0.96 ---195236.37 ms/batch
Step 00163150 L_out=0.373 Acc=0.95 ---223178.36 ms/batch
Step 00163200 L_out=0.735 Acc=0.94 ---250717.45 ms/batch
Step 00163250 L_out=0.333 Acc=0.96 ---278590.97 ms/batch
Step 00163300 L_out=0.688 Acc=0.94 ---306379.35 ms/batch
Step 00163350 L_out=0.326 Acc=0.95 ---333578.60 ms/batch
Step 00163400 L_out=0.233 Acc=0.97 ---361009.41 ms/batch
Round 10 | epoch=4, train costTime=369.29973316192627, | total_activation_sum=57419019
Round 10 | epoch=5, current m_iou=0.873125641995848
Round 10 | Best m_IoU is: 0.887, OA is: 0.964 | val costTime=98.9962785243988
Round 10 | ****EPOCH 5****
Step 00163450 L_out=0.918 Acc=0.93 ---19988.72 ms/batch
Step 00163500 L_out=0.289 Acc=0.96 ---48354.89 ms/batch
Step 00163550 L_out=0.193 Acc=0.97 ---76528.88 ms/batch
Step 00163600 L_out=0.273 Acc=0.98 ---105168.31 ms/batch
Step 00163650 L_out=1.000 Acc=0.90 ---132877.06 ms/batch
Step 00163700 L_out=0.262 Acc=0.98 ---160605.12 ms/batch
Step 00163750 L_out=0.304 Acc=0.95 ---189124.42 ms/batch
Step 00163800 L_out=0.347 Acc=0.95 ---217563.39 ms/batch
Step 00163850 L_out=1.247 Acc=0.93 ---246368.73 ms/batch
Step 00163900 L_out=0.346 Acc=0.95 ---273914.31 ms/batch
Step 00163950 L_out=0.715 Acc=0.91 ---302255.87 ms/batch
Step 00164000 L_out=0.860 Acc=0.92 ---330740.24 ms/batch
Step 00164050 L_out=1.542 Acc=0.77 ---359466.91 ms/batch
Round 10 | epoch=5, train costTime=377.22931003570557, | total_activation_sum=57397332
Round 10 | epoch=6, current m_iou=0.8098038957134113
Round 10 | Best m_IoU is: 0.887, OA is: 0.964 | val costTime=96.07154488563538
Round 10 | ****EPOCH 6****
Step 00164100 L_out=0.817 Acc=0.94 ---10541.68 ms/batch
Step 00164150 L_out=0.473 Acc=0.95 ---39195.98 ms/batch
Step 00164200 L_out=0.370 Acc=0.97 ---67367.68 ms/batch
Step 00164250 L_out=1.160 Acc=0.89 ---95690.97 ms/batch
Step 00164300 L_out=0.915 Acc=0.95 ---123513.13 ms/batch
Step 00164350 L_out=1.633 Acc=0.85 ---151450.41 ms/batch
Step 00164400 L_out=1.627 Acc=0.78 ---179177.13 ms/batch
Step 00164450 L_out=0.857 Acc=0.91 ---207009.09 ms/batch
Step 00164500 L_out=1.008 Acc=0.92 ---235363.40 ms/batch
Step 00164550 L_out=0.679 Acc=0.89 ---263308.08 ms/batch
Step 00164600 L_out=0.590 Acc=0.93 ---291951.49 ms/batch
Step 00164650 L_out=0.562 Acc=0.96 ---320577.24 ms/batch
Step 00164700 L_out=0.960 Acc=0.89 ---348535.54 ms/batch
Round 10 | epoch=6, train costTime=375.88702750205994, | total_activation_sum=57452042
Round 10 | epoch=7, current m_iou=0.8658735004178557
Round 10 | Best m_IoU is: 0.887, OA is: 0.964 | val costTime=90.43703937530518
Round 10 | ****EPOCH 7****
Step 00164750 L_out=0.779 Acc=0.92 ---  537.92 ms/batch
Step 00164800 L_out=0.419 Acc=0.96 ---28245.87 ms/batch
Step 00164850 L_out=0.595 Acc=0.95 ---55856.50 ms/batch
Step 00164900 L_out=0.635 Acc=0.96 ---83237.10 ms/batch
Step 00164950 L_out=0.824 Acc=0.89 ---111290.60 ms/batch
Step 00165000 L_out=0.697 Acc=0.90 ---139308.73 ms/batch
Step 00165050 L_out=0.614 Acc=0.90 ---167072.75 ms/batch
Step 00165100 L_out=0.532 Acc=0.94 ---194775.67 ms/batch
Step 00165150 L_out=0.351 Acc=0.93 ---223282.41 ms/batch
Step 00165200 L_out=0.202 Acc=0.97 ---251438.61 ms/batch
Step 00165250 L_out=0.408 Acc=0.93 ---279164.93 ms/batch
Step 00165300 L_out=0.421 Acc=0.97 ---306676.76 ms/batch
Step 00165350 L_out=0.684 Acc=0.95 ---334667.24 ms/batch
Step 00165400 L_out=1.413 Acc=0.89 ---362194.38 ms/batch
Round 10 | epoch=7, train costTime=371.0248484611511, | total_activation_sum=57419760
Round 10 | epoch=8, current m_iou=0.8584999712556329
Round 10 | Best m_IoU is: 0.887, OA is: 0.964 | val costTime=85.70735573768616
Round 10 | ****EPOCH 8****
Step 00165450 L_out=0.527 Acc=0.95 ---19114.95 ms/batch
Step 00165500 L_out=0.861 Acc=0.94 ---47829.20 ms/batch
Step 00165550 L_out=1.049 Acc=0.90 ---75622.35 ms/batch
Step 00165600 L_out=0.579 Acc=0.94 ---104046.34 ms/batch
Step 00165650 L_out=0.336 Acc=0.95 ---132294.89 ms/batch
Step 00165700 L_out=1.858 Acc=0.93 ---160604.09 ms/batch
Step 00165750 L_out=0.517 Acc=0.97 ---188225.11 ms/batch
Step 00165800 L_out=0.571 Acc=0.94 ---217085.60 ms/batch
Step 00165850 L_out=0.335 Acc=0.96 ---245057.32 ms/batch
Step 00165900 L_out=0.289 Acc=0.97 ---272738.65 ms/batch
Step 00165950 L_out=0.409 Acc=0.97 ---300468.82 ms/batch
Step 00166000 L_out=0.578 Acc=0.97 ---328024.62 ms/batch
Step 00166050 L_out=0.304 Acc=0.95 ---356512.65 ms/batch
Round 10 | epoch=8, train costTime=374.6065237522125, | total_activation_sum=57415521
Round 10 | epoch=9, current m_iou=0.8721904336525433
Round 10 | Best m_IoU is: 0.887, OA is: 0.964 | val costTime=90.80529594421387
Round 10 | ****EPOCH 9****
Step 00166100 L_out=0.576 Acc=0.95 --- 9374.58 ms/batch
Step 00166150 L_out=0.813 Acc=0.93 ---37665.96 ms/batch
Step 00166200 L_out=0.342 Acc=0.97 ---65316.74 ms/batch
Step 00166250 L_out=0.228 Acc=0.97 ---92647.14 ms/batch
Step 00166300 L_out=0.566 Acc=0.93 ---120231.73 ms/batch
Step 00166350 L_out=0.301 Acc=0.96 ---148039.67 ms/batch
Step 00166400 L_out=0.616 Acc=0.91 ---176709.77 ms/batch
Step 00166450 L_out=0.622 Acc=0.91 ---204990.05 ms/batch
Step 00166500 L_out=0.420 Acc=0.94 ---233446.37 ms/batch
Step 00166550 L_out=0.263 Acc=0.96 ---260988.84 ms/batch
Step 00166600 L_out=0.485 Acc=0.94 ---288476.67 ms/batch
Step 00166650 L_out=0.278 Acc=0.97 ---316319.34 ms/batch
Step 00166700 L_out=0.465 Acc=0.93 ---344855.52 ms/batch
Step 00166750 L_out=0.500 Acc=0.95 ---373044.31 ms/batch
Round 10 | epoch=9, train costTime=373.0444369316101, | total_activation_sum=57475572
Round 10 | epoch=10, current m_iou=0.8776106929793723
Round 10 | Best m_IoU is: 0.887, OA is: 0.964 | val costTime=86.35905957221985
Round 10 | ****EPOCH 10****
Step 00166800 L_out=0.359 Acc=0.96 ---29325.86 ms/batch
Step 00166850 L_out=0.109 Acc=0.99 ---57153.57 ms/batch
Step 00166900 L_out=0.333 Acc=0.95 ---85009.05 ms/batch
Step 00166950 L_out=0.242 Acc=0.95 ---113580.05 ms/batch
Step 00167000 L_out=0.438 Acc=0.97 ---141905.09 ms/batch
Step 00167050 L_out=0.273 Acc=0.97 ---169565.15 ms/batch
Step 00167100 L_out=0.678 Acc=0.94 ---197228.57 ms/batch
Step 00167150 L_out=0.478 Acc=0.94 ---225669.46 ms/batch
Step 00167200 L_out=0.341 Acc=0.97 ---253264.80 ms/batch
Step 00167250 L_out=0.251 Acc=0.96 ---281469.87 ms/batch
Step 00167300 L_out=0.360 Acc=0.97 ---309544.03 ms/batch
Step 00167350 L_out=0.362 Acc=0.96 ---337137.86 ms/batch
Step 00167400 L_out=0.189 Acc=0.98 ---365629.92 ms/batch
Round 10 | epoch=10, train costTime=375.2045154571533, | total_activation_sum=57205908
Round 10 | epoch=11, current m_iou=0.8941866472766864
Round 10 | Best m_IoU is: 0.894, OA is: 0.971 | val costTime=84.28990912437439
Round 10 | ****EPOCH 11****
Step 00167450 L_out=0.798 Acc=0.94 ---18767.19 ms/batch
Step 00167500 L_out=0.138 Acc=0.96 ---46470.04 ms/batch
Step 00167550 L_out=0.445 Acc=0.96 ---74809.14 ms/batch
Step 00167600 L_out=0.467 Acc=0.97 ---102951.66 ms/batch
Step 00167650 L_out=0.659 Acc=0.94 ---130670.30 ms/batch
Step 00167700 L_out=0.323 Acc=0.96 ---158376.66 ms/batch
Step 00167750 L_out=0.307 Acc=0.96 ---186310.56 ms/batch
Step 00167800 L_out=0.598 Acc=0.94 ---214789.09 ms/batch
Step 00167850 L_out=0.563 Acc=0.96 ---242200.33 ms/batch
Step 00167900 L_out=0.364 Acc=0.97 ---270254.54 ms/batch
Step 00167950 L_out=0.630 Acc=0.95 ---298586.84 ms/batch
Step 00168000 L_out=0.401 Acc=0.97 ---327487.91 ms/batch
Step 00168050 L_out=0.156 Acc=0.97 ---355238.64 ms/batch
Round 10 | epoch=11, train costTime=374.1306142807007, | total_activation_sum=57718573
Round 10 | epoch=12, current m_iou=0.8965445890612312
Round 10 | Best m_IoU is: 0.897, OA is: 0.971 | val costTime=96.84297966957092
Round 10 | ****EPOCH 12****
Step 00168100 L_out=0.722 Acc=0.96 --- 9267.91 ms/batch
Step 00168150 L_out=0.328 Acc=0.97 ---37820.88 ms/batch
Step 00168200 L_out=0.568 Acc=0.96 ---66221.82 ms/batch
Step 00168250 L_out=0.411 Acc=0.98 ---94175.34 ms/batch
Step 00168300 L_out=0.899 Acc=0.90 ---122002.94 ms/batch
Step 00168350 L_out=0.450 Acc=0.97 ---150412.34 ms/batch
Step 00168400 L_out=0.225 Acc=0.98 ---178040.52 ms/batch
Step 00168450 L_out=0.481 Acc=0.94 ---205819.71 ms/batch
Step 00168500 L_out=0.677 Acc=0.94 ---233340.62 ms/batch
Step 00168550 L_out=0.542 Acc=0.94 ---261592.31 ms/batch
Step 00168600 L_out=0.692 Acc=0.95 ---290652.80 ms/batch
Step 00168650 L_out=0.461 Acc=0.94 ---318554.98 ms/batch
Step 00168700 L_out=0.299 Acc=0.97 ---346766.61 ms/batch
Step 00168750 L_out=0.698 Acc=0.92 ---375478.79 ms/batch
Round 10 | epoch=12, train costTime=376.0685622692108, | total_activation_sum=57018409
Round 10 | epoch=13, current m_iou=0.8576638203757214
Round 10 | Best m_IoU is: 0.897, OA is: 0.971 | val costTime=75.0064435005188
Round 10 | ****EPOCH 13****
Step 00168800 L_out=0.287 Acc=0.94 ---27082.16 ms/batch
Step 00168850 L_out=0.686 Acc=0.91 ---54654.29 ms/batch
Step 00168900 L_out=0.347 Acc=0.96 ---82192.19 ms/batch
Step 00168950 L_out=0.394 Acc=0.94 ---110095.90 ms/batch
Step 00169000 L_out=0.228 Acc=0.99 ---137647.37 ms/batch
Step 00169050 L_out=0.491 Acc=0.96 ---165656.29 ms/batch
Step 00169100 L_out=0.485 Acc=0.94 ---193979.72 ms/batch
Step 00169150 L_out=0.617 Acc=0.94 ---222831.85 ms/batch
Step 00169200 L_out=0.677 Acc=0.94 ---251276.61 ms/batch
Step 00169250 L_out=0.602 Acc=0.92 ---278786.69 ms/batch
Step 00169300 L_out=0.290 Acc=0.95 ---306821.38 ms/batch
Step 00169350 L_out=0.174 Acc=0.99 ---334853.73 ms/batch
Step 00169400 L_out=0.542 Acc=0.95 ---362549.70 ms/batch
Round 10 | epoch=13, train costTime=372.72875905036926, | total_activation_sum=57219321
Round 10 | epoch=14, current m_iou=0.8676885814589944
Round 10 | Best m_IoU is: 0.897, OA is: 0.971 | val costTime=96.72364044189453
Round 10 | ****EPOCH 14****
Step 00169450 L_out=0.449 Acc=0.97 ---18844.38 ms/batch
Step 00169500 L_out=0.488 Acc=0.94 ---47323.54 ms/batch
Step 00169550 L_out=0.241 Acc=0.97 ---75107.32 ms/batch
Step 00169600 L_out=0.308 Acc=0.95 ---103469.07 ms/batch
Step 00169650 L_out=0.201 Acc=0.92 ---131887.91 ms/batch
Step 00169700 L_out=0.424 Acc=0.97 ---159078.87 ms/batch
Step 00169750 L_out=0.272 Acc=0.95 ---187135.21 ms/batch
Step 00169800 L_out=0.240 Acc=0.97 ---215043.16 ms/batch
Step 00169850 L_out=0.430 Acc=0.95 ---243369.68 ms/batch
Step 00169900 L_out=0.471 Acc=0.96 ---271234.41 ms/batch
Step 00169950 L_out=0.223 Acc=0.96 ---299744.99 ms/batch
Step 00170000 L_out=0.184 Acc=0.98 ---328317.22 ms/batch
Step 00170050 L_out=0.387 Acc=0.97 ---356127.15 ms/batch
Round 10 | epoch=14, train costTime=375.1963758468628, | total_activation_sum=57414084
Round 10 | epoch=15, current m_iou=0.9002969742865419
Round 10 | Best m_IoU is: 0.900, OA is: 0.974 | val costTime=101.88522911071777
Round 10 | ****EPOCH 15****
Step 00170100 L_out=0.360 Acc=0.97 --- 8538.52 ms/batch
Step 00170150 L_out=0.373 Acc=0.95 ---36054.44 ms/batch
Step 00170200 L_out=0.578 Acc=0.94 ---64663.60 ms/batch
Step 00170250 L_out=0.526 Acc=0.97 ---93128.70 ms/batch
Step 00170300 L_out=0.400 Acc=0.93 ---120789.63 ms/batch
Step 00170350 L_out=0.184 Acc=0.97 ---148339.27 ms/batch
Step 00170400 L_out=0.255 Acc=0.95 ---175416.56 ms/batch
Step 00170450 L_out=0.389 Acc=0.92 ---202559.98 ms/batch
Step 00170500 L_out=0.281 Acc=0.97 ---230670.11 ms/batch
Step 00170550 L_out=0.099 Acc=0.98 ---258530.56 ms/batch
Step 00170600 L_out=0.406 Acc=0.93 ---286743.52 ms/batch
Step 00170650 L_out=0.423 Acc=0.96 ---315316.02 ms/batch
Step 00170700 L_out=0.633 Acc=0.95 ---343956.81 ms/batch
Step 00170750 L_out=0.281 Acc=0.96 ---371769.24 ms/batch
Round 10 | epoch=15, train costTime=372.8785283565521, | total_activation_sum=57300465
Round 10 | epoch=16, current m_iou=0.8996239830246804
Round 10 | Best m_IoU is: 0.900, OA is: 0.974 | val costTime=98.2898621559143
Round 10 | ****EPOCH 16****
Step 00170800 L_out=0.508 Acc=0.95 ---26326.53 ms/batch
Step 00170850 L_out=0.325 Acc=0.95 ---54726.03 ms/batch
Step 00170900 L_out=0.363 Acc=0.95 ---83060.29 ms/batch
Step 00170950 L_out=0.281 Acc=0.99 ---109809.93 ms/batch
Step 00171000 L_out=0.268 Acc=0.93 ---138674.29 ms/batch
Step 00171050 L_out=0.311 Acc=0.95 ---166861.25 ms/batch
Step 00171100 L_out=0.464 Acc=0.96 ---194783.94 ms/batch
Step 00171150 L_out=0.101 Acc=0.97 ---222151.51 ms/batch
Step 00171200 L_out=0.701 Acc=0.94 ---250007.11 ms/batch
Step 00171250 L_out=0.356 Acc=0.94 ---277720.71 ms/batch
Step 00171300 L_out=0.597 Acc=0.95 ---305366.77 ms/batch
Step 00171350 L_out=0.310 Acc=0.97 ---333086.90 ms/batch
Step 00171400 L_out=0.369 Acc=0.95 ---360603.36 ms/batch
Round 10 | epoch=16, train costTime=371.325651884079, | total_activation_sum=57481160
Round 10 | epoch=17, current m_iou=0.8994955973795391
Round 10 | Best m_IoU is: 0.900, OA is: 0.974 | val costTime=77.89387226104736
Round 10 | ****EPOCH 17****
Step 00171450 L_out=0.194 Acc=0.97 ---17425.48 ms/batch
Step 00171500 L_out=0.592 Acc=0.96 ---45068.25 ms/batch
Step 00171550 L_out=0.447 Acc=0.96 ---73733.55 ms/batch
Step 00171600 L_out=0.460 Acc=0.97 ---101594.81 ms/batch
Step 00171650 L_out=0.584 Acc=0.96 ---130378.81 ms/batch
Step 00171700 L_out=0.100 Acc=0.95 ---158510.50 ms/batch
Step 00171750 L_out=0.503 Acc=0.94 ---186695.77 ms/batch
Step 00171800 L_out=0.275 Acc=0.98 ---214945.70 ms/batch
Step 00171850 L_out=0.423 Acc=0.97 ---242751.59 ms/batch
Step 00171900 L_out=0.329 Acc=0.92 ---270583.32 ms/batch
Step 00171950 L_out=0.425 Acc=0.98 ---298669.11 ms/batch
Step 00172000 L_out=0.554 Acc=0.94 ---327101.35 ms/batch
Step 00172050 L_out=0.291 Acc=0.98 ---355686.68 ms/batch
Round 10 | epoch=17, train costTime=375.8219153881073, | total_activation_sum=57154558
Round 10 | epoch=18, current m_iou=0.9010740105946984
Round 10 | Best m_IoU is: 0.901, OA is: 0.973 | val costTime=102.88902258872986
Round 10 | ****EPOCH 18****
Step 00172100 L_out=0.369 Acc=0.93 --- 7822.36 ms/batch
Step 00172150 L_out=0.612 Acc=0.94 ---36197.25 ms/batch
Step 00172200 L_out=0.485 Acc=0.96 ---64303.58 ms/batch
Step 00172250 L_out=0.347 Acc=0.95 ---91208.16 ms/batch
Step 00172300 L_out=0.329 Acc=0.97 ---118792.35 ms/batch
Step 00172350 L_out=0.327 Acc=0.96 ---145938.32 ms/batch
Step 00172400 L_out=0.400 Acc=0.96 ---174301.94 ms/batch
Step 00172450 L_out=0.273 Acc=0.96 ---202318.52 ms/batch
Step 00172500 L_out=0.382 Acc=0.92 ---230390.86 ms/batch
Step 00172550 L_out=0.396 Acc=0.97 ---258276.91 ms/batch
Step 00172600 L_out=0.664 Acc=0.94 ---286971.75 ms/batch
Step 00172650 L_out=0.253 Acc=0.97 ---314885.05 ms/batch
Step 00172700 L_out=0.408 Acc=0.96 ---342918.29 ms/batch
Step 00172750 L_out=0.349 Acc=0.97 ---370912.41 ms/batch
Round 10 | epoch=18, train costTime=372.5710198879242, | total_activation_sum=57541194
Round 10 | epoch=19, current m_iou=0.887451377891084
Round 10 | Best m_IoU is: 0.901, OA is: 0.973 | val costTime=97.39040040969849
Round 10 | ****EPOCH 19****
Step 00172800 L_out=0.290 Acc=0.98 ---26112.57 ms/batch
Step 00172850 L_out=0.932 Acc=0.88 ---54750.09 ms/batch
Step 00172900 L_out=0.204 Acc=0.99 ---84226.93 ms/batch
Step 00172950 L_out=0.568 Acc=0.93 ---112751.70 ms/batch
Step 00173000 L_out=0.262 Acc=0.97 ---141783.59 ms/batch
Step 00173050 L_out=0.393 Acc=0.98 ---169721.81 ms/batch
Step 00173100 L_out=0.855 Acc=0.91 ---197946.46 ms/batch
Step 00173150 L_out=0.611 Acc=0.93 ---225801.49 ms/batch
Step 00173200 L_out=0.239 Acc=0.97 ---253682.57 ms/batch
Step 00173250 L_out=0.646 Acc=0.94 ---281497.01 ms/batch
Step 00173300 L_out=0.249 Acc=0.96 ---308794.65 ms/batch
Step 00173350 L_out=0.482 Acc=0.95 ---336231.05 ms/batch
Step 00173400 L_out=0.193 Acc=0.95 ---364222.99 ms/batch
Round 10 | epoch=19, train costTime=375.315798997879, | total_activation_sum=57416360
Round 10 | epoch=20, current m_iou=0.8894440577583307
Round 10 | Best m_IoU is: 0.901, OA is: 0.973 | val costTime=88.05713605880737
Round 10 | ****EPOCH 20****
Step 00173450 L_out=0.524 Acc=0.96 ---16855.48 ms/batch
Step 00173500 L_out=0.366 Acc=0.96 ---45375.45 ms/batch
Step 00173550 L_out=0.572 Acc=0.92 ---73983.91 ms/batch
Step 00173600 L_out=0.276 Acc=0.97 ---102007.25 ms/batch
Step 00173650 L_out=0.299 Acc=0.96 ---129982.85 ms/batch
Step 00173700 L_out=0.342 Acc=0.94 ---157578.36 ms/batch
Step 00173750 L_out=0.602 Acc=0.94 ---185317.17 ms/batch
Step 00173800 L_out=0.514 Acc=0.96 ---213623.80 ms/batch
Step 00173850 L_out=0.373 Acc=0.94 ---242088.56 ms/batch
Step 00173900 L_out=0.118 Acc=0.98 ---269500.61 ms/batch
Step 00173950 L_out=0.301 Acc=0.95 ---297236.58 ms/batch
Step 00174000 L_out=0.727 Acc=0.93 ---325274.00 ms/batch
Step 00174050 L_out=0.340 Acc=0.96 ---353731.21 ms/batch
Round 10 | epoch=20, train costTime=374.43397331237793, | total_activation_sum=57334754
Round 10 | epoch=21, current m_iou=0.893583254897189
Round 10 | Best m_IoU is: 0.901, OA is: 0.973 | val costTime=93.8284432888031
Round 10 | ****EPOCH 21****
Step 00174100 L_out=0.250 Acc=0.97 --- 7925.28 ms/batch
Step 00174150 L_out=0.333 Acc=0.96 ---36219.51 ms/batch
Step 00174200 L_out=0.268 Acc=0.97 ---64023.54 ms/batch
Step 00174250 L_out=0.571 Acc=0.95 ---91717.44 ms/batch
Step 00174300 L_out=0.136 Acc=0.99 ---121181.25 ms/batch
Step 00174350 L_out=0.436 Acc=0.97 ---149232.96 ms/batch
Step 00174400 L_out=0.141 Acc=0.98 ---176832.25 ms/batch
Step 00174450 L_out=0.283 Acc=0.94 ---204552.73 ms/batch
Step 00174500 L_out=0.343 Acc=0.97 ---232838.87 ms/batch
Step 00174550 L_out=0.283 Acc=0.95 ---261037.99 ms/batch
Step 00174600 L_out=0.453 Acc=0.91 ---289708.52 ms/batch
Step 00174650 L_out=0.250 Acc=0.97 ---317599.99 ms/batch
Step 00174700 L_out=0.341 Acc=0.97 ---345414.51 ms/batch
Step 00174750 L_out=0.483 Acc=0.97 ---373573.22 ms/batch
Round 10 | epoch=21, train costTime=375.76621437072754, | total_activation_sum=57501293
Round 10 | epoch=22, current m_iou=0.9037905475723509
Round 10 | Best m_IoU is: 0.904, OA is: 0.974 | val costTime=97.41097640991211
Round 10 | ****EPOCH 22****
Step 00174800 L_out=0.239 Acc=0.97 ---27124.79 ms/batch
Step 00174850 L_out=0.562 Acc=0.91 ---55054.59 ms/batch
Step 00174900 L_out=0.164 Acc=0.96 ---83044.12 ms/batch
Step 00174950 L_out=0.353 Acc=0.96 ---111384.90 ms/batch
Step 00175000 L_out=0.318 Acc=0.98 ---139970.15 ms/batch
Step 00175050 L_out=0.316 Acc=0.97 ---168039.41 ms/batch
Step 00175100 L_out=0.119 Acc=0.99 ---196084.52 ms/batch
Step 00175150 L_out=0.586 Acc=0.92 ---224306.47 ms/batch
Step 00175200 L_out=0.158 Acc=0.96 ---253186.98 ms/batch
Step 00175250 L_out=0.202 Acc=0.98 ---281283.87 ms/batch
Step 00175300 L_out=0.244 Acc=0.95 ---309698.32 ms/batch
Step 00175350 L_out=0.399 Acc=0.96 ---338071.85 ms/batch
Step 00175400 L_out=0.409 Acc=0.97 ---366376.30 ms/batch
Round 10 | epoch=22, train costTime=377.70361733436584, | total_activation_sum=57260458
Round 10 | epoch=23, current m_iou=0.9004114864314852
Round 10 | Best m_IoU is: 0.904, OA is: 0.974 | val costTime=92.42908120155334
Round 10 | ****EPOCH 23****
Step 00175450 L_out=0.481 Acc=0.95 ---17355.57 ms/batch
Step 00175500 L_out=0.383 Acc=0.96 ---44669.40 ms/batch
Step 00175550 L_out=0.666 Acc=0.94 ---72514.47 ms/batch
Step 00175600 L_out=0.749 Acc=0.93 ---100506.18 ms/batch
Step 00175650 L_out=0.237 Acc=0.97 ---128400.06 ms/batch
Step 00175700 L_out=0.210 Acc=0.97 ---156569.20 ms/batch
Step 00175750 L_out=0.189 Acc=0.98 ---184397.15 ms/batch
Step 00175800 L_out=0.430 Acc=0.96 ---212363.36 ms/batch
Step 00175850 L_out=0.282 Acc=0.97 ---240338.19 ms/batch
Step 00175900 L_out=0.316 Acc=0.98 ---268067.53 ms/batch
Step 00175950 L_out=0.304 Acc=0.97 ---295819.48 ms/batch
Step 00176000 L_out=0.136 Acc=0.98 ---323621.16 ms/batch
Step 00176050 L_out=0.132 Acc=0.96 ---351543.12 ms/batch
Round 10 | epoch=23, train costTime=373.81567215919495, | total_activation_sum=57371177
Round 10 | epoch=24, current m_iou=0.8962230033573009
Round 10 | Best m_IoU is: 0.904, OA is: 0.974 | val costTime=87.33526611328125
Round 10 | ****EPOCH 24****
Step 00176100 L_out=0.201 Acc=0.96 --- 6665.80 ms/batch
Step 00176150 L_out=0.263 Acc=0.97 ---35444.72 ms/batch
Step 00176200 L_out=0.390 Acc=0.97 ---64017.61 ms/batch
Step 00176250 L_out=0.103 Acc=0.99 ---91733.61 ms/batch
Step 00176300 L_out=0.456 Acc=0.95 ---119979.68 ms/batch
Step 00176350 L_out=0.263 Acc=0.96 ---147570.30 ms/batch
Step 00176400 L_out=0.228 Acc=0.97 ---175627.21 ms/batch
Step 00176450 L_out=0.261 Acc=0.95 ---203699.98 ms/batch
Step 00176500 L_out=0.284 Acc=0.96 ---231456.15 ms/batch
Step 00176550 L_out=0.377 Acc=0.95 ---258890.91 ms/batch
Step 00176600 L_out=0.547 Acc=0.95 ---286957.73 ms/batch
Step 00176650 L_out=0.456 Acc=0.94 ---315428.16 ms/batch
Step 00176700 L_out=0.271 Acc=0.97 ---342841.47 ms/batch
Step 00176750 L_out=0.243 Acc=0.96 ---370740.65 ms/batch
Round 10 | epoch=24, train costTime=373.9237484931946, | total_activation_sum=57457396
Round 10 | epoch=25, current m_iou=0.8989515111768492
Round 10 | Best m_IoU is: 0.904, OA is: 0.974 | val costTime=86.6978452205658
Round 10 | ****EPOCH 25****
Step 00176800 L_out=0.445 Acc=0.93 ---25471.88 ms/batch
Step 00176850 L_out=0.299 Acc=0.95 ---54141.60 ms/batch
Step 00176900 L_out=0.083 Acc=0.96 ---82379.21 ms/batch
Step 00176950 L_out=0.154 Acc=0.97 ---110524.69 ms/batch
Step 00177000 L_out=0.256 Acc=0.95 ---138690.31 ms/batch
Step 00177050 L_out=0.362 Acc=0.95 ---166723.59 ms/batch
Step 00177100 L_out=0.371 Acc=0.97 ---194313.18 ms/batch
Step 00177150 L_out=0.371 Acc=0.95 ---222374.55 ms/batch
Step 00177200 L_out=0.224 Acc=0.97 ---250561.53 ms/batch
Step 00177250 L_out=0.431 Acc=0.96 ---278480.18 ms/batch
Step 00177300 L_out=0.163 Acc=0.97 ---306701.54 ms/batch
Step 00177350 L_out=0.229 Acc=0.95 ---335194.26 ms/batch
Step 00177400 L_out=0.348 Acc=0.95 ---363184.51 ms/batch
Round 10 | epoch=25, train costTime=375.4616644382477, | total_activation_sum=57215900
Round 10 | epoch=26, current m_iou=0.8985498454711962
Round 10 | Best m_IoU is: 0.904, OA is: 0.974 | val costTime=91.9185380935669
Round 10 | ****EPOCH 26****
Step 00177450 L_out=0.432 Acc=0.96 ---16165.32 ms/batch
Step 00177500 L_out=0.233 Acc=0.98 ---43903.70 ms/batch
Step 00177550 L_out=0.245 Acc=0.97 ---71899.41 ms/batch
Step 00177600 L_out=0.338 Acc=0.96 ---99775.28 ms/batch
Step 00177650 L_out=0.300 Acc=0.95 ---127571.46 ms/batch
Step 00177700 L_out=0.213 Acc=0.97 ---155417.59 ms/batch
Step 00177750 L_out=0.312 Acc=0.95 ---183308.43 ms/batch
Step 00177800 L_out=0.588 Acc=0.94 ---211028.16 ms/batch
Step 00177850 L_out=0.362 Acc=0.96 ---238809.20 ms/batch
Step 00177900 L_out=0.195 Acc=0.97 ---266146.66 ms/batch
Step 00177950 L_out=0.265 Acc=0.97 ---294507.54 ms/batch
Step 00178000 L_out=0.641 Acc=0.96 ---322657.80 ms/batch
Step 00178050 L_out=0.229 Acc=0.98 ---350388.97 ms/batch
Round 10 | epoch=26, train costTime=372.1011836528778, | total_activation_sum=57412564
Round 10 | epoch=27, current m_iou=0.8996716100536658
Round 10 | Best m_IoU is: 0.904, OA is: 0.974 | val costTime=85.75570845603943
Round 10 | ****EPOCH 27****
Step 00178100 L_out=0.394 Acc=0.96 --- 6308.11 ms/batch
Step 00178150 L_out=0.180 Acc=0.98 ---34451.10 ms/batch
Step 00178200 L_out=0.442 Acc=0.96 ---63732.19 ms/batch
Step 00178250 L_out=0.221 Acc=0.96 ---92579.80 ms/batch
Step 00178300 L_out=0.275 Acc=0.98 ---120589.83 ms/batch
Step 00178350 L_out=0.322 Acc=0.94 ---149434.83 ms/batch
Step 00178400 L_out=0.265 Acc=0.94 ---177206.71 ms/batch
Step 00178450 L_out=0.529 Acc=0.94 ---204944.49 ms/batch
Step 00178500 L_out=0.274 Acc=0.97 ---232943.48 ms/batch
Step 00178550 L_out=0.259 Acc=0.94 ---261041.79 ms/batch
Step 00178600 L_out=0.512 Acc=0.96 ---289361.41 ms/batch
Step 00178650 L_out=0.186 Acc=0.98 ---317909.04 ms/batch
Step 00178700 L_out=0.243 Acc=0.98 ---346077.79 ms/batch
Step 00178750 L_out=0.301 Acc=0.96 ---373436.29 ms/batch
Round 10 | epoch=27, train costTime=376.74730920791626, | total_activation_sum=57347297
Round 10 | epoch=28, current m_iou=0.9026419002767243
Round 10 | Best m_IoU is: 0.904, OA is: 0.974 | val costTime=89.15879583358765
Round 10 | ****EPOCH 28****
Step 00178800 L_out=0.305 Acc=0.96 ---24840.24 ms/batch
Step 00178850 L_out=0.996 Acc=0.82 ---52717.26 ms/batch
Step 00178900 L_out=0.086 Acc=0.98 ---80824.09 ms/batch
Step 00178950 L_out=0.558 Acc=0.95 ---108754.28 ms/batch
Step 00179000 L_out=0.516 Acc=0.95 ---135958.45 ms/batch
Step 00179050 L_out=0.383 Acc=0.94 ---163568.54 ms/batch
Step 00179100 L_out=0.232 Acc=0.94 ---192375.41 ms/batch
Step 00179150 L_out=0.240 Acc=0.97 ---220204.69 ms/batch
Step 00179200 L_out=0.232 Acc=0.97 ---247998.82 ms/batch
Step 00179250 L_out=0.179 Acc=0.98 ---275950.05 ms/batch
Step 00179300 L_out=0.363 Acc=0.96 ---304632.36 ms/batch
Step 00179350 L_out=0.375 Acc=0.96 ---333495.68 ms/batch
Step 00179400 L_out=0.174 Acc=0.97 ---360875.44 ms/batch
Round 10 | epoch=28, train costTime=373.83950662612915, | total_activation_sum=57355713
Round 10 | epoch=29, current m_iou=0.9015206469411128
Round 10 | Best m_IoU is: 0.904, OA is: 0.974 | val costTime=87.4445447921753
Round 10 | ****EPOCH 29****
Step 00179450 L_out=0.444 Acc=0.97 ---15461.88 ms/batch
Step 00179500 L_out=0.432 Acc=0.96 ---43888.70 ms/batch
Step 00179550 L_out=0.256 Acc=0.95 ---72309.32 ms/batch
Step 00179600 L_out=0.320 Acc=0.98 ---101044.91 ms/batch
Step 00179650 L_out=0.291 Acc=0.97 ---128719.60 ms/batch
Step 00179700 L_out=0.431 Acc=0.97 ---157145.79 ms/batch
Step 00179750 L_out=0.342 Acc=0.96 ---185888.56 ms/batch
Step 00179800 L_out=0.158 Acc=0.98 ---215002.24 ms/batch
Step 00179850 L_out=0.336 Acc=0.97 ---242950.53 ms/batch
Step 00179900 L_out=0.690 Acc=0.94 ---270850.21 ms/batch
Step 00179950 L_out=0.463 Acc=0.96 ---299139.64 ms/batch
Step 00180000 L_out=0.263 Acc=0.98 ---327625.78 ms/batch
Step 00180050 L_out=0.211 Acc=0.98 ---355702.05 ms/batch
Round 10 | epoch=29, train costTime=378.36837005615234, | total_activation_sum=57330705
Round 10 | epoch=30, current m_iou=0.9025740582941164
Round 10 | Best m_IoU is: 0.904, OA is: 0.974 | val costTime=77.34621119499207
Round 10 | ****EPOCH 30****
Round 11 | ****EPOCH 0****
Step 00180100 L_out=0.493 Acc=0.95 --- 5740.62 ms/batch
Step 00180150 L_out=0.338 Acc=0.96 ---33332.42 ms/batch
Step 00180200 L_out=0.764 Acc=0.89 ---60873.10 ms/batch
Step 00180250 L_out=0.809 Acc=0.87 ---88502.15 ms/batch
Step 00180300 L_out=1.337 Acc=0.88 ---116349.38 ms/batch
Step 00180350 L_out=0.733 Acc=0.88 ---144060.50 ms/batch
Step 00180400 L_out=1.219 Acc=0.89 ---172147.77 ms/batch
Step 00180450 L_out=1.056 Acc=0.90 ---200166.66 ms/batch
Step 00180500 L_out=0.502 Acc=0.94 ---227979.79 ms/batch
Step 00180550 L_out=0.786 Acc=0.86 ---255473.92 ms/batch
Step 00180600 L_out=0.404 Acc=0.94 ---284253.93 ms/batch
Step 00180650 L_out=0.545 Acc=0.94 ---312347.22 ms/batch
Step 00180700 L_out=0.516 Acc=0.96 ---340630.72 ms/batch
Step 00180750 L_out=0.913 Acc=0.93 ---369621.13 ms/batch
Round 11 | epoch=0, train costTime=373.7586245536804, | total_activation_sum=59888860
Round 11 | epoch=1, current m_iou=0.816300456755754
Round 11 | Best m_IoU is: 0.816, OA is: 0.952 | val costTime=91.88314151763916
Round 11 | ****EPOCH 1****
Step 00180800 L_out=0.770 Acc=0.97 ---24354.48 ms/batch
Step 00180850 L_out=0.492 Acc=0.97 ---52151.86 ms/batch
Step 00180900 L_out=0.492 Acc=0.98 ---80234.66 ms/batch
Step 00180950 L_out=0.792 Acc=0.89 ---108631.91 ms/batch
Step 00181000 L_out=0.372 Acc=0.95 ---137332.66 ms/batch
Step 00181050 L_out=1.451 Acc=0.86 ---166046.86 ms/batch
Step 00181100 L_out=0.539 Acc=0.94 ---194525.17 ms/batch
Step 00181150 L_out=0.673 Acc=0.93 ---221785.00 ms/batch
Step 00181200 L_out=1.029 Acc=0.92 ---249740.88 ms/batch
Step 00181250 L_out=0.541 Acc=0.91 ---277373.84 ms/batch
Step 00181300 L_out=0.215 Acc=0.98 ---304726.33 ms/batch
Step 00181350 L_out=0.404 Acc=0.93 ---332417.33 ms/batch
Step 00181400 L_out=0.407 Acc=0.95 ---361287.35 ms/batch
Round 11 | epoch=1, train costTime=374.9011960029602, | total_activation_sum=60235930
Round 11 | epoch=2, current m_iou=0.8621705989315588
Round 11 | Best m_IoU is: 0.862, OA is: 0.964 | val costTime=96.16081190109253
Round 11 | ****EPOCH 2****
Step 00181450 L_out=0.373 Acc=0.98 ---14775.48 ms/batch
Step 00181500 L_out=0.418 Acc=0.97 ---43387.83 ms/batch
Step 00181550 L_out=0.249 Acc=0.97 ---71002.68 ms/batch
Step 00181600 L_out=0.563 Acc=0.92 ---98901.22 ms/batch
Step 00181650 L_out=0.473 Acc=0.95 ---126840.82 ms/batch
Step 00181700 L_out=0.742 Acc=0.93 ---154905.64 ms/batch
Step 00181750 L_out=0.330 Acc=0.97 ---182466.38 ms/batch
Step 00181800 L_out=0.530 Acc=0.91 ---209989.81 ms/batch
Step 00181850 L_out=0.633 Acc=0.93 ---237284.04 ms/batch
Step 00181900 L_out=0.478 Acc=0.96 ---264720.57 ms/batch
Step 00181950 L_out=0.794 Acc=0.89 ---293045.01 ms/batch
Step 00182000 L_out=0.507 Acc=0.95 ---320597.41 ms/batch
Step 00182050 L_out=0.431 Acc=0.96 ---349793.70 ms/batch
Round 11 | epoch=2, train costTime=373.31225991249084, | total_activation_sum=60250963
Round 11 | epoch=3, current m_iou=0.8748006164587129
Round 11 | Best m_IoU is: 0.875, OA is: 0.960 | val costTime=92.10587215423584
Round 11 | ****EPOCH 3****
Step 00182100 L_out=0.481 Acc=0.94 --- 5465.22 ms/batch
Step 00182150 L_out=0.254 Acc=0.98 ---33805.31 ms/batch
Step 00182200 L_out=1.085 Acc=0.90 ---61481.14 ms/batch
Step 00182250 L_out=0.405 Acc=0.97 ---89838.60 ms/batch
Step 00182300 L_out=0.228 Acc=0.96 ---118426.68 ms/batch
Step 00182350 L_out=0.325 Acc=0.96 ---146341.40 ms/batch
Step 00182400 L_out=0.351 Acc=0.97 ---174155.14 ms/batch
Step 00182450 L_out=0.280 Acc=0.98 ---202112.34 ms/batch
Step 00182500 L_out=0.438 Acc=0.97 ---229829.82 ms/batch
Step 00182550 L_out=0.591 Acc=0.95 ---258800.74 ms/batch
Step 00182600 L_out=0.485 Acc=0.97 ---286295.30 ms/batch
Step 00182650 L_out=0.619 Acc=0.93 ---314644.35 ms/batch
Step 00182700 L_out=0.497 Acc=0.96 ---341744.38 ms/batch
Step 00182750 L_out=0.509 Acc=0.95 ---369093.59 ms/batch
Round 11 | epoch=3, train costTime=373.20726466178894, | total_activation_sum=60295008
Round 11 | epoch=4, current m_iou=0.8939277117377344
Round 11 | Best m_IoU is: 0.894, OA is: 0.970 | val costTime=101.97035336494446
Round 11 | ****EPOCH 4****
Step 00182800 L_out=1.208 Acc=0.94 ---24500.30 ms/batch
Step 00182850 L_out=0.418 Acc=0.97 ---52287.83 ms/batch
Step 00182900 L_out=1.285 Acc=0.90 ---80881.37 ms/batch
Step 00182950 L_out=0.505 Acc=0.97 ---109178.61 ms/batch
Step 00183000 L_out=0.314 Acc=0.98 ---136898.91 ms/batch
Step 00183050 L_out=0.406 Acc=0.94 ---164994.49 ms/batch
Step 00183100 L_out=0.616 Acc=0.95 ---193044.74 ms/batch
Step 00183150 L_out=0.644 Acc=0.92 ---220397.93 ms/batch
Step 00183200 L_out=1.519 Acc=0.87 ---248102.14 ms/batch
Step 00183250 L_out=0.784 Acc=0.95 ---276434.42 ms/batch
Step 00183300 L_out=0.449 Acc=0.95 ---303839.77 ms/batch
Step 00183350 L_out=0.291 Acc=0.97 ---330415.17 ms/batch
Step 00183400 L_out=0.379 Acc=0.96 ---357784.53 ms/batch
Round 11 | epoch=4, train costTime=371.3175027370453, | total_activation_sum=60120580
Round 11 | epoch=5, current m_iou=0.8493231998299788
Round 11 | Best m_IoU is: 0.894, OA is: 0.970 | val costTime=98.85564589500427
Round 11 | ****EPOCH 5****
Step 00183450 L_out=0.827 Acc=0.95 ---14537.64 ms/batch
Step 00183500 L_out=0.458 Acc=0.94 ---42842.13 ms/batch
Step 00183550 L_out=0.207 Acc=0.97 ---70825.71 ms/batch
Step 00183600 L_out=0.332 Acc=0.94 ---99601.62 ms/batch
Step 00183650 L_out=0.427 Acc=0.96 ---128805.24 ms/batch
Step 00183700 L_out=0.404 Acc=0.94 ---157619.31 ms/batch
Step 00183750 L_out=0.287 Acc=0.96 ---185265.38 ms/batch
Step 00183800 L_out=0.402 Acc=0.95 ---212860.86 ms/batch
Step 00183850 L_out=1.256 Acc=0.92 ---240948.54 ms/batch
Step 00183900 L_out=0.611 Acc=0.90 ---268712.33 ms/batch
Step 00183950 L_out=0.516 Acc=0.91 ---297759.39 ms/batch
Step 00184000 L_out=0.614 Acc=0.95 ---325446.23 ms/batch
Step 00184050 L_out=0.697 Acc=0.93 ---352485.18 ms/batch
Round 11 | epoch=5, train costTime=375.7192373275757, | total_activation_sum=60071662
Round 11 | epoch=6, current m_iou=0.7341624277292775
Round 11 | Best m_IoU is: 0.894, OA is: 0.970 | val costTime=119.83608436584473
Round 11 | ****EPOCH 6****
Step 00184100 L_out=0.819 Acc=0.91 --- 4521.95 ms/batch
Step 00184150 L_out=0.546 Acc=0.94 ---31751.73 ms/batch
Step 00184200 L_out=0.380 Acc=0.97 ---59715.06 ms/batch
Step 00184250 L_out=0.452 Acc=0.91 ---88008.35 ms/batch
Step 00184300 L_out=0.333 Acc=0.98 ---116295.55 ms/batch
Step 00184350 L_out=0.356 Acc=0.97 ---144363.67 ms/batch
Step 00184400 L_out=0.176 Acc=0.98 ---172537.76 ms/batch
Step 00184450 L_out=0.455 Acc=0.94 ---200981.07 ms/batch
Step 00184500 L_out=0.375 Acc=0.95 ---228788.14 ms/batch
Step 00184550 L_out=0.476 Acc=0.94 ---257284.46 ms/batch
Step 00184600 L_out=0.542 Acc=0.93 ---286277.61 ms/batch
Step 00184650 L_out=0.366 Acc=0.95 ---314356.14 ms/batch
Step 00184700 L_out=0.845 Acc=0.93 ---341825.30 ms/batch
Step 00184750 L_out=0.493 Acc=0.95 ---369175.60 ms/batch
Round 11 | epoch=6, train costTime=374.1090567111969, | total_activation_sum=60223197
Round 11 | epoch=7, current m_iou=0.8514119129797548
Round 11 | Best m_IoU is: 0.894, OA is: 0.970 | val costTime=86.60312604904175
Round 11 | ****EPOCH 7****
Step 00184800 L_out=0.517 Acc=0.92 ---22840.21 ms/batch
Step 00184850 L_out=0.352 Acc=0.97 ---49830.87 ms/batch
Step 00184900 L_out=0.487 Acc=0.96 ---77228.51 ms/batch
Step 00184950 L_out=0.283 Acc=0.98 ---105124.06 ms/batch
Step 00185000 L_out=0.425 Acc=0.97 ---132514.93 ms/batch
Step 00185050 L_out=0.145 Acc=0.96 ---160122.02 ms/batch
Step 00185100 L_out=0.249 Acc=0.97 ---187203.17 ms/batch
Step 00185150 L_out=0.201 Acc=0.98 ---214588.47 ms/batch
Step 00185200 L_out=0.548 Acc=0.91 ---243202.62 ms/batch
Step 00185250 L_out=1.011 Acc=0.92 ---272338.35 ms/batch
Step 00185300 L_out=0.488 Acc=0.95 ---299347.78 ms/batch
Step 00185350 L_out=0.501 Acc=0.97 ---327273.91 ms/batch
Step 00185400 L_out=0.468 Acc=0.95 ---355143.37 ms/batch
Round 11 | epoch=7, train costTime=369.93306374549866, | total_activation_sum=59917500
Round 11 | epoch=8, current m_iou=0.872293036882841
Round 11 | Best m_IoU is: 0.894, OA is: 0.970 | val costTime=87.45120048522949
Round 11 | ****EPOCH 8****
Step 00185450 L_out=0.879 Acc=0.93 ---13531.21 ms/batch
Step 00185500 L_out=0.570 Acc=0.91 ---42833.95 ms/batch
Step 00185550 L_out=0.649 Acc=0.96 ---71291.67 ms/batch
Step 00185600 L_out=0.456 Acc=0.95 ---99187.28 ms/batch
Step 00185650 L_out=1.031 Acc=0.82 ---126822.22 ms/batch
Step 00185700 L_out=0.389 Acc=0.96 ---154740.84 ms/batch
Step 00185750 L_out=0.721 Acc=0.95 ---183543.67 ms/batch
Step 00185800 L_out=0.543 Acc=0.94 ---211121.94 ms/batch
Step 00185850 L_out=0.233 Acc=0.98 ---239838.82 ms/batch
Step 00185900 L_out=0.856 Acc=0.91 ---268557.51 ms/batch
Step 00185950 L_out=0.407 Acc=0.94 ---297167.78 ms/batch
Step 00186000 L_out=0.543 Acc=0.96 ---324955.93 ms/batch
Step 00186050 L_out=0.394 Acc=0.96 ---352931.61 ms/batch
Round 11 | epoch=8, train costTime=377.31082582473755, | total_activation_sum=60120151
Round 11 | epoch=9, current m_iou=0.8820540905286458
Round 11 | Best m_IoU is: 0.894, OA is: 0.970 | val costTime=102.0833649635315
Round 11 | ****EPOCH 9****
Step 00186100 L_out=0.723 Acc=0.92 --- 3914.39 ms/batch
Step 00186150 L_out=0.369 Acc=0.97 ---32223.63 ms/batch
Step 00186200 L_out=0.292 Acc=0.95 ---60320.28 ms/batch
Step 00186250 L_out=1.096 Acc=0.92 ---88794.28 ms/batch
Step 00186300 L_out=0.247 Acc=0.96 ---117046.06 ms/batch
Step 00186350 L_out=0.427 Acc=0.95 ---144594.80 ms/batch
Step 00186400 L_out=0.172 Acc=0.99 ---173065.82 ms/batch
Step 00186450 L_out=0.381 Acc=0.95 ---202010.49 ms/batch
Step 00186500 L_out=0.289 Acc=0.97 ---230449.86 ms/batch
Step 00186550 L_out=0.430 Acc=0.97 ---258415.14 ms/batch
Step 00186600 L_out=0.448 Acc=0.96 ---286339.14 ms/batch
Step 00186650 L_out=0.525 Acc=0.97 ---314430.07 ms/batch
Step 00186700 L_out=0.414 Acc=0.97 ---341671.07 ms/batch
Step 00186750 L_out=0.618 Acc=0.94 ---369859.33 ms/batch
Round 11 | epoch=9, train costTime=375.451149225235, | total_activation_sum=60248757
Round 11 | epoch=10, current m_iou=0.8899469034423375
Round 11 | Best m_IoU is: 0.894, OA is: 0.970 | val costTime=110.597158908844
Round 11 | ****EPOCH 10****
Step 00186800 L_out=0.326 Acc=0.97 ---22186.23 ms/batch
Step 00186850 L_out=0.534 Acc=0.91 ---50564.40 ms/batch
Step 00186900 L_out=0.536 Acc=0.95 ---79743.60 ms/batch
Step 00186950 L_out=1.979 Acc=0.90 ---108327.89 ms/batch
Step 00187000 L_out=0.244 Acc=0.94 ---136614.45 ms/batch
Step 00187050 L_out=0.302 Acc=0.94 ---165077.73 ms/batch
Step 00187100 L_out=0.447 Acc=0.96 ---192949.49 ms/batch
Step 00187150 L_out=0.394 Acc=0.95 ---221218.08 ms/batch
Step 00187200 L_out=0.458 Acc=0.95 ---249893.84 ms/batch
Step 00187250 L_out=0.401 Acc=0.96 ---277668.41 ms/batch
Step 00187300 L_out=0.256 Acc=0.97 ---305467.46 ms/batch
Step 00187350 L_out=0.354 Acc=0.96 ---333952.65 ms/batch
Step 00187400 L_out=0.416 Acc=0.95 ---362142.11 ms/batch
Round 11 | epoch=10, train costTime=377.28297686576843, | total_activation_sum=60450371
Round 11 | epoch=11, current m_iou=0.892997407140701
Round 11 | Best m_IoU is: 0.894, OA is: 0.970 | val costTime=123.66486954689026
Round 11 | ****EPOCH 11****
Step 00187450 L_out=0.219 Acc=0.97 ---13160.47 ms/batch
Step 00187500 L_out=0.340 Acc=0.97 ---39999.31 ms/batch
Step 00187550 L_out=0.614 Acc=0.94 ---68809.78 ms/batch
Step 00187600 L_out=0.422 Acc=0.96 ---96506.45 ms/batch
Step 00187650 L_out=0.388 Acc=0.96 ---124635.92 ms/batch
Step 00187700 L_out=0.754 Acc=0.95 ---153178.90 ms/batch
Step 00187750 L_out=0.585 Acc=0.92 ---181307.55 ms/batch
Step 00187800 L_out=0.332 Acc=0.96 ---209386.22 ms/batch
Step 00187850 L_out=0.467 Acc=0.94 ---237734.11 ms/batch
Step 00187900 L_out=0.194 Acc=0.98 ---265199.80 ms/batch
Step 00187950 L_out=0.270 Acc=0.96 ---293324.23 ms/batch
Step 00188000 L_out=0.520 Acc=0.96 ---321867.51 ms/batch
Step 00188050 L_out=0.376 Acc=0.97 ---349815.74 ms/batch
Round 11 | epoch=11, train costTime=374.10232973098755, | total_activation_sum=60106784
Round 11 | epoch=12, current m_iou=0.8686205854250093
Round 11 | Best m_IoU is: 0.894, OA is: 0.970 | val costTime=93.32185745239258
Round 11 | ****EPOCH 12****
Step 00188100 L_out=0.314 Acc=0.94 --- 3274.64 ms/batch
Step 00188150 L_out=0.292 Acc=0.97 ---32588.18 ms/batch
Step 00188200 L_out=0.394 Acc=0.94 ---60721.74 ms/batch
Step 00188250 L_out=0.058 Acc=0.99 ---89179.28 ms/batch
Step 00188300 L_out=0.351 Acc=0.98 ---117310.06 ms/batch
Step 00188350 L_out=0.653 Acc=0.96 ---145047.43 ms/batch
Step 00188400 L_out=0.324 Acc=0.96 ---173201.25 ms/batch
Step 00188450 L_out=0.655 Acc=0.93 ---201286.68 ms/batch
Step 00188500 L_out=0.194 Acc=0.97 ---230764.09 ms/batch
Step 00188550 L_out=0.206 Acc=0.98 ---261703.14 ms/batch
Step 00188600 L_out=0.306 Acc=0.97 ---291953.61 ms/batch
Step 00188650 L_out=0.713 Acc=0.95 ---320669.35 ms/batch
Step 00188700 L_out=0.154 Acc=0.98 ---348696.44 ms/batch
Step 00188750 L_out=0.299 Acc=0.95 ---376768.92 ms/batch
Round 11 | epoch=12, train costTime=382.83538031578064, | total_activation_sum=60216907
Round 11 | epoch=13, current m_iou=0.8785069611147315
Round 11 | Best m_IoU is: 0.894, OA is: 0.970 | val costTime=108.09793162345886
Round 11 | ****EPOCH 13****
Step 00188800 L_out=0.705 Acc=0.94 ---23306.92 ms/batch
Step 00188850 L_out=0.386 Acc=0.91 ---52158.86 ms/batch
Step 00188900 L_out=0.406 Acc=0.97 ---79658.98 ms/batch
Step 00188950 L_out=0.624 Acc=0.95 ---107794.63 ms/batch
Step 00189000 L_out=0.769 Acc=0.95 ---135409.84 ms/batch
Step 00189050 L_out=0.384 Acc=0.95 ---163944.26 ms/batch
Step 00189100 L_out=0.399 Acc=0.96 ---192561.02 ms/batch
Step 00189150 L_out=0.426 Acc=0.97 ---220859.74 ms/batch
Step 00189200 L_out=0.378 Acc=0.98 ---249013.65 ms/batch
Step 00189250 L_out=0.516 Acc=0.96 ---277484.90 ms/batch
Step 00189300 L_out=0.605 Acc=0.92 ---306032.75 ms/batch
Step 00189350 L_out=0.287 Acc=0.97 ---334029.75 ms/batch
Step 00189400 L_out=0.255 Acc=0.97 ---361695.44 ms/batch
Round 11 | epoch=13, train costTime=377.54526138305664, | total_activation_sum=60160548
Round 11 | epoch=14, current m_iou=0.8755562255043765
Round 11 | Best m_IoU is: 0.894, OA is: 0.970 | val costTime=101.84600448608398
Round 11 | ****EPOCH 14****
Step 00189450 L_out=0.439 Acc=0.96 ---13158.08 ms/batch
Step 00189500 L_out=1.596 Acc=0.82 ---41261.42 ms/batch
Step 00189550 L_out=0.493 Acc=0.91 ---68994.23 ms/batch
Step 00189600 L_out=0.447 Acc=0.96 ---96596.34 ms/batch
Step 00189650 L_out=0.468 Acc=0.95 ---124886.01 ms/batch
Step 00189700 L_out=0.385 Acc=0.94 ---153151.47 ms/batch
Step 00189750 L_out=0.213 Acc=0.97 ---181035.39 ms/batch
Step 00189800 L_out=0.677 Acc=0.94 ---209348.48 ms/batch
Step 00189850 L_out=0.490 Acc=0.96 ---237664.97 ms/batch
Step 00189900 L_out=0.401 Acc=0.96 ---265485.81 ms/batch
Step 00189950 L_out=0.692 Acc=0.94 ---293372.55 ms/batch
Step 00190000 L_out=0.544 Acc=0.90 ---321339.76 ms/batch
Step 00190050 L_out=0.421 Acc=0.96 ---349349.93 ms/batch
Round 11 | epoch=14, train costTime=375.0955140590668, | total_activation_sum=60001537
Round 11 | epoch=15, current m_iou=0.8830973234968904
Round 11 | Best m_IoU is: 0.894, OA is: 0.970 | val costTime=94.40770125389099
Round 11 | ****EPOCH 15****
Step 00190100 L_out=0.473 Acc=0.97 --- 3034.13 ms/batch
Step 00190150 L_out=0.519 Acc=0.93 ---32095.90 ms/batch
Step 00190200 L_out=0.413 Acc=0.95 ---60028.65 ms/batch
Step 00190250 L_out=0.291 Acc=0.97 ---87720.38 ms/batch
Step 00190300 L_out=0.346 Acc=0.94 ---115722.39 ms/batch
Step 00190350 L_out=0.405 Acc=0.93 ---143865.55 ms/batch
Step 00190400 L_out=0.299 Acc=0.95 ---172055.47 ms/batch
Step 00190450 L_out=0.332 Acc=0.95 ---199973.80 ms/batch
Step 00190500 L_out=0.249 Acc=0.99 ---228375.47 ms/batch
Step 00190550 L_out=0.479 Acc=0.96 ---256868.53 ms/batch
Step 00190600 L_out=0.228 Acc=0.97 ---286045.37 ms/batch
Step 00190650 L_out=0.478 Acc=0.94 ---314018.88 ms/batch
Step 00190700 L_out=0.609 Acc=0.95 ---341241.64 ms/batch
Step 00190750 L_out=0.373 Acc=0.95 ---369218.39 ms/batch
Round 11 | epoch=15, train costTime=375.8696129322052, | total_activation_sum=60099907
Round 11 | epoch=16, current m_iou=0.8741166136374008
Round 11 | Best m_IoU is: 0.894, OA is: 0.970 | val costTime=88.61267375946045
Round 11 | ****EPOCH 16****
Step 00190800 L_out=0.264 Acc=0.99 ---21162.63 ms/batch
Step 00190850 L_out=0.432 Acc=0.92 ---48339.96 ms/batch
Step 00190900 L_out=0.583 Acc=0.94 ---75555.38 ms/batch
Step 00190950 L_out=0.311 Acc=0.96 ---103557.93 ms/batch
Step 00191000 L_out=0.472 Acc=0.96 ---131495.14 ms/batch
Step 00191050 L_out=0.763 Acc=0.93 ---159273.61 ms/batch
Step 00191100 L_out=0.511 Acc=0.96 ---187715.09 ms/batch
Step 00191150 L_out=0.369 Acc=0.98 ---215749.81 ms/batch
Step 00191200 L_out=0.303 Acc=0.97 ---243570.20 ms/batch
Step 00191250 L_out=0.306 Acc=0.98 ---272532.61 ms/batch
Step 00191300 L_out=0.319 Acc=0.93 ---300917.76 ms/batch
Step 00191350 L_out=0.551 Acc=0.93 ---329857.97 ms/batch
Step 00191400 L_out=0.419 Acc=0.95 ---358847.55 ms/batch
Round 11 | epoch=16, train costTime=375.72361874580383, | total_activation_sum=60168298
Round 11 | epoch=17, current m_iou=0.9004243855133578
Round 11 | Best m_IoU is: 0.900, OA is: 0.973 | val costTime=97.12039566040039
Round 11 | ****EPOCH 17****
Step 00191450 L_out=0.333 Acc=0.95 ---12182.20 ms/batch
Step 00191500 L_out=0.143 Acc=0.95 ---40078.08 ms/batch
Step 00191550 L_out=0.392 Acc=0.91 ---67819.06 ms/batch
Step 00191600 L_out=0.173 Acc=0.98 ---95692.92 ms/batch
Step 00191650 L_out=0.340 Acc=0.92 ---123330.51 ms/batch
Step 00191700 L_out=0.183 Acc=0.97 ---151105.15 ms/batch
Step 00191750 L_out=0.260 Acc=0.97 ---178979.12 ms/batch
Step 00191800 L_out=0.376 Acc=0.96 ---207802.73 ms/batch
Step 00191850 L_out=0.252 Acc=0.97 ---235431.21 ms/batch
Step 00191900 L_out=0.390 Acc=0.95 ---263111.32 ms/batch
Step 00191950 L_out=0.549 Acc=0.96 ---290416.21 ms/batch
Step 00192000 L_out=0.460 Acc=0.96 ---317930.68 ms/batch
Step 00192050 L_out=0.231 Acc=0.98 ---346106.74 ms/batch
Round 11 | epoch=17, train costTime=371.9605619907379, | total_activation_sum=60245857
Round 11 | epoch=18, current m_iou=0.8952378865491117
Round 11 | Best m_IoU is: 0.900, OA is: 0.973 | val costTime=88.62862634658813
Round 11 | ****EPOCH 18****
Step 00192100 L_out=0.671 Acc=0.94 --- 2270.21 ms/batch
Step 00192150 L_out=0.461 Acc=0.94 ---30026.96 ms/batch
Step 00192200 L_out=0.502 Acc=0.96 ---57723.98 ms/batch
Step 00192250 L_out=0.941 Acc=0.92 ---86605.23 ms/batch
Step 00192300 L_out=0.243 Acc=0.97 ---114703.75 ms/batch
Step 00192350 L_out=0.359 Acc=0.97 ---141974.85 ms/batch
Step 00192400 L_out=0.440 Acc=0.95 ---170492.14 ms/batch
Step 00192450 L_out=0.293 Acc=0.98 ---199350.22 ms/batch
Step 00192500 L_out=0.367 Acc=0.94 ---227589.36 ms/batch
Step 00192550 L_out=0.154 Acc=0.98 ---255907.60 ms/batch
Step 00192600 L_out=0.339 Acc=0.95 ---283896.03 ms/batch
Step 00192650 L_out=0.262 Acc=0.96 ---312409.88 ms/batch
Step 00192700 L_out=0.508 Acc=0.94 ---339961.10 ms/batch
Step 00192750 L_out=0.412 Acc=0.96 ---367573.79 ms/batch
Round 11 | epoch=18, train costTime=374.97864151000977, | total_activation_sum=60018032
Round 11 | epoch=19, current m_iou=0.8988705376097575
Round 11 | Best m_IoU is: 0.900, OA is: 0.973 | val costTime=109.97212338447571
Round 11 | ****EPOCH 19****
Step 00192800 L_out=0.476 Acc=0.93 ---20707.04 ms/batch
Step 00192850 L_out=0.359 Acc=0.97 ---48902.35 ms/batch
Step 00192900 L_out=0.549 Acc=0.95 ---76657.92 ms/batch
Step 00192950 L_out=0.048 Acc=0.99 ---104788.06 ms/batch
Step 00193000 L_out=0.591 Acc=0.95 ---133243.90 ms/batch
Step 00193050 L_out=0.382 Acc=0.97 ---160713.11 ms/batch
Step 00193100 L_out=0.168 Acc=0.97 ---188638.36 ms/batch
Step 00193150 L_out=0.129 Acc=0.97 ---216311.26 ms/batch
Step 00193200 L_out=0.106 Acc=0.96 ---244176.59 ms/batch
Step 00193250 L_out=0.352 Acc=0.96 ---272054.84 ms/batch
Step 00193300 L_out=0.380 Acc=0.92 ---300238.59 ms/batch
Step 00193350 L_out=0.546 Acc=0.95 ---328726.78 ms/batch
Step 00193400 L_out=0.237 Acc=0.97 ---356278.43 ms/batch
Round 11 | epoch=19, train costTime=372.72493171691895, | total_activation_sum=60247524
Round 11 | epoch=20, current m_iou=0.9062678183049357
Round 11 | Best m_IoU is: 0.906, OA is: 0.974 | val costTime=75.74093723297119
Round 11 | ****EPOCH 20****
Step 00193450 L_out=0.405 Acc=0.94 ---10928.65 ms/batch
Step 00193500 L_out=0.364 Acc=0.97 ---39695.97 ms/batch
Step 00193550 L_out=0.430 Acc=0.97 ---67928.33 ms/batch
Step 00193600 L_out=0.512 Acc=0.97 ---96347.67 ms/batch
Step 00193650 L_out=0.431 Acc=0.98 ---124526.49 ms/batch
Step 00193700 L_out=0.637 Acc=0.96 ---152234.49 ms/batch
Step 00193750 L_out=0.508 Acc=0.95 ---180713.80 ms/batch
Step 00193800 L_out=0.403 Acc=0.97 ---208974.77 ms/batch
Step 00193850 L_out=0.138 Acc=0.99 ---237811.62 ms/batch
Step 00193900 L_out=0.194 Acc=0.97 ---265739.71 ms/batch
Step 00193950 L_out=0.375 Acc=0.96 ---293492.90 ms/batch
Step 00194000 L_out=0.518 Acc=0.95 ---321172.94 ms/batch
Step 00194050 L_out=0.176 Acc=0.97 ---348978.57 ms/batch
Round 11 | epoch=20, train costTime=375.3283882141113, | total_activation_sum=60049521
Round 11 | epoch=21, current m_iou=0.9062218698463799
Round 11 | Best m_IoU is: 0.906, OA is: 0.974 | val costTime=81.62666153907776
Round 11 | ****EPOCH 21****
Step 00194100 L_out=0.838 Acc=0.94 --- 1605.75 ms/batch
Step 00194150 L_out=0.161 Acc=0.97 ---30103.83 ms/batch
Step 00194200 L_out=0.350 Acc=0.98 ---58117.12 ms/batch
Step 00194250 L_out=0.404 Acc=0.95 ---87189.90 ms/batch
Step 00194300 L_out=0.296 Acc=0.97 ---115584.29 ms/batch
Step 00194350 L_out=0.340 Acc=0.98 ---143800.47 ms/batch
Step 00194400 L_out=0.137 Acc=0.97 ---172042.21 ms/batch
Step 00194450 L_out=0.334 Acc=0.96 ---200447.10 ms/batch
Step 00194500 L_out=0.424 Acc=0.95 ---228503.84 ms/batch
Step 00194550 L_out=0.560 Acc=0.95 ---257460.80 ms/batch
Step 00194600 L_out=0.312 Acc=0.97 ---285206.27 ms/batch
Step 00194650 L_out=0.290 Acc=0.97 ---313463.93 ms/batch
Step 00194700 L_out=0.631 Acc=0.90 ---341255.32 ms/batch
Step 00194750 L_out=0.807 Acc=0.93 ---369986.80 ms/batch
Round 11 | epoch=21, train costTime=377.9751167297363, | total_activation_sum=60322053
Round 11 | epoch=22, current m_iou=0.9042665601248178
Round 11 | Best m_IoU is: 0.906, OA is: 0.974 | val costTime=98.54535579681396
Round 11 | ****EPOCH 22****
Step 00194800 L_out=0.365 Acc=0.95 ---20055.25 ms/batch
Step 00194850 L_out=0.234 Acc=0.97 ---47992.25 ms/batch
Step 00194900 L_out=0.241 Acc=0.98 ---76675.78 ms/batch
Step 00194950 L_out=0.370 Acc=0.97 ---104385.65 ms/batch
Step 00195000 L_out=0.311 Acc=0.95 ---132250.13 ms/batch
Step 00195050 L_out=0.380 Acc=0.97 ---159561.55 ms/batch
Step 00195100 L_out=0.317 Acc=0.96 ---187397.81 ms/batch
Step 00195150 L_out=0.115 Acc=0.98 ---215106.81 ms/batch
Step 00195200 L_out=0.564 Acc=0.93 ---242356.91 ms/batch
Step 00195250 L_out=0.707 Acc=0.94 ---269731.47 ms/batch
Step 00195300 L_out=0.413 Acc=0.97 ---297701.35 ms/batch
Step 00195350 L_out=0.313 Acc=0.97 ---326013.47 ms/batch
Step 00195400 L_out=0.340 Acc=0.95 ---354013.50 ms/batch
Round 11 | epoch=22, train costTime=370.72360491752625, | total_activation_sum=60126413
Round 11 | epoch=23, current m_iou=0.9057799625324694
Round 11 | Best m_IoU is: 0.906, OA is: 0.974 | val costTime=81.14985466003418
Round 11 | ****EPOCH 23****
Step 00195450 L_out=0.272 Acc=0.97 ---10317.47 ms/batch
Step 00195500 L_out=0.374 Acc=0.95 ---38234.69 ms/batch
Step 00195550 L_out=0.533 Acc=0.96 ---67010.72 ms/batch
Step 00195600 L_out=0.363 Acc=0.96 ---95090.90 ms/batch
Step 00195650 L_out=0.297 Acc=0.97 ---122535.90 ms/batch
Step 00195700 L_out=0.441 Acc=0.96 ---150137.94 ms/batch
Step 00195750 L_out=0.171 Acc=0.99 ---177880.66 ms/batch
Step 00195800 L_out=0.248 Acc=0.95 ---205688.06 ms/batch
Step 00195850 L_out=0.348 Acc=0.97 ---233587.23 ms/batch
Step 00195900 L_out=0.210 Acc=0.98 ---261553.06 ms/batch
Step 00195950 L_out=0.361 Acc=0.97 ---288691.46 ms/batch
Step 00196000 L_out=0.297 Acc=0.98 ---317246.96 ms/batch
Step 00196050 L_out=0.601 Acc=0.94 ---344803.92 ms/batch
Round 11 | epoch=23, train costTime=372.0275809764862, | total_activation_sum=59830478
Round 11 | epoch=24, current m_iou=0.9076863272206733
Round 11 | Best m_IoU is: 0.908, OA is: 0.975 | val costTime=87.47082161903381
Round 11 | ****EPOCH 24****
Step 00196100 L_out=0.376 Acc=0.95 --- 1119.42 ms/batch
Step 00196150 L_out=0.594 Acc=0.97 ---30160.21 ms/batch
Step 00196200 L_out=0.543 Acc=0.95 ---58622.25 ms/batch
Step 00196250 L_out=0.521 Acc=0.95 ---87253.46 ms/batch
Step 00196300 L_out=0.561 Acc=0.96 ---114664.78 ms/batch
Step 00196350 L_out=0.350 Acc=0.97 ---142451.58 ms/batch
Step 00196400 L_out=0.292 Acc=0.97 ---170731.35 ms/batch
Step 00196450 L_out=0.180 Acc=0.98 ---199187.00 ms/batch
Step 00196500 L_out=0.590 Acc=0.95 ---228588.57 ms/batch
Step 00196550 L_out=0.330 Acc=0.94 ---256042.85 ms/batch
Step 00196600 L_out=0.437 Acc=0.94 ---284415.13 ms/batch
Step 00196650 L_out=0.498 Acc=0.95 ---312552.53 ms/batch
Step 00196700 L_out=0.671 Acc=0.95 ---340594.20 ms/batch
Step 00196750 L_out=0.411 Acc=0.96 ---368608.56 ms/batch
Round 11 | epoch=24, train costTime=376.7072515487671, | total_activation_sum=60362865
Round 11 | epoch=25, current m_iou=0.9034950299957115
Round 11 | Best m_IoU is: 0.908, OA is: 0.975 | val costTime=96.42012190818787
Round 11 | ****EPOCH 25****
Step 00196800 L_out=0.423 Acc=0.95 ---19530.86 ms/batch
Step 00196850 L_out=0.347 Acc=0.96 ---49213.08 ms/batch
Step 00196900 L_out=0.322 Acc=0.93 ---78061.59 ms/batch
Step 00196950 L_out=0.288 Acc=0.97 ---107375.72 ms/batch
Step 00197000 L_out=0.967 Acc=0.93 ---135083.24 ms/batch
Step 00197050 L_out=0.267 Acc=0.98 ---162670.69 ms/batch
Step 00197100 L_out=0.176 Acc=0.96 ---190358.36 ms/batch
Step 00197150 L_out=0.186 Acc=0.98 ---218179.45 ms/batch
Step 00197200 L_out=0.338 Acc=0.96 ---246248.50 ms/batch
Step 00197250 L_out=0.521 Acc=0.97 ---273994.94 ms/batch
Step 00197300 L_out=0.208 Acc=0.97 ---301956.08 ms/batch
Step 00197350 L_out=0.433 Acc=0.94 ---329934.57 ms/batch
Step 00197400 L_out=0.168 Acc=0.97 ---358672.37 ms/batch
Round 11 | epoch=25, train costTime=376.1142601966858, | total_activation_sum=60362412
Round 11 | epoch=26, current m_iou=0.9043331881205638
Round 11 | Best m_IoU is: 0.908, OA is: 0.975 | val costTime=108.1209704875946
Round 11 | ****EPOCH 26****
Step 00197450 L_out=0.422 Acc=0.95 --- 9921.59 ms/batch
Step 00197500 L_out=0.150 Acc=0.94 ---37764.71 ms/batch
Step 00197550 L_out=0.229 Acc=0.97 ---65520.15 ms/batch
Step 00197600 L_out=0.383 Acc=0.96 ---93037.06 ms/batch
Step 00197650 L_out=0.135 Acc=0.98 ---120996.91 ms/batch
Step 00197700 L_out=0.354 Acc=0.97 ---150293.86 ms/batch
Step 00197750 L_out=0.463 Acc=0.95 ---178545.89 ms/batch
Step 00197800 L_out=0.304 Acc=0.97 ---206697.15 ms/batch
Step 00197850 L_out=0.373 Acc=0.95 ---234856.05 ms/batch
Step 00197900 L_out=0.334 Acc=0.96 ---262904.36 ms/batch
Step 00197950 L_out=0.355 Acc=0.95 ---290898.94 ms/batch
Step 00198000 L_out=0.589 Acc=0.94 ---319287.20 ms/batch
Step 00198050 L_out=0.318 Acc=0.97 ---347031.21 ms/batch
Round 11 | epoch=26, train costTime=373.4621729850769, | total_activation_sum=60210800
Round 11 | epoch=27, current m_iou=0.9038029267875165
Round 11 | Best m_IoU is: 0.908, OA is: 0.975 | val costTime=103.4550130367279
Round 11 | ****EPOCH 27****
Step 00198100 L_out=0.360 Acc=0.97 ---  524.77 ms/batch
Step 00198150 L_out=0.154 Acc=0.97 ---28711.48 ms/batch
Step 00198200 L_out=0.269 Acc=0.97 ---57623.80 ms/batch
Step 00198250 L_out=0.336 Acc=0.96 ---85632.01 ms/batch
Step 00198300 L_out=0.256 Acc=0.98 ---114120.91 ms/batch
Step 00198350 L_out=0.266 Acc=0.96 ---142903.12 ms/batch
Step 00198400 L_out=0.265 Acc=0.96 ---170249.01 ms/batch
Step 00198450 L_out=0.165 Acc=0.98 ---198305.77 ms/batch
Step 00198500 L_out=0.120 Acc=0.99 ---226857.83 ms/batch
Step 00198550 L_out=0.436 Acc=0.94 ---254964.03 ms/batch
Step 00198600 L_out=0.203 Acc=0.97 ---283677.95 ms/batch
Step 00198650 L_out=0.425 Acc=0.96 ---312486.18 ms/batch
Step 00198700 L_out=0.300 Acc=0.96 ---340853.07 ms/batch
Step 00198750 L_out=0.378 Acc=0.98 ---368649.39 ms/batch
Round 11 | epoch=27, train costTime=377.48984479904175, | total_activation_sum=60313609
Round 11 | epoch=28, current m_iou=0.9057682353727309
Round 11 | Best m_IoU is: 0.908, OA is: 0.975 | val costTime=112.05433082580566
Round 11 | ****EPOCH 28****
Step 00198800 L_out=0.594 Acc=0.92 ---18795.35 ms/batch
Step 00198850 L_out=0.396 Acc=0.95 ---46944.09 ms/batch
Step 00198900 L_out=0.161 Acc=0.98 ---74981.40 ms/batch
Step 00198950 L_out=0.527 Acc=0.96 ---102916.08 ms/batch
Step 00199000 L_out=0.450 Acc=0.95 ---131133.28 ms/batch
Step 00199050 L_out=0.629 Acc=0.92 ---159770.22 ms/batch
Step 00199100 L_out=0.391 Acc=0.96 ---188301.41 ms/batch
Step 00199150 L_out=0.247 Acc=0.96 ---216084.74 ms/batch
Step 00199200 L_out=0.186 Acc=0.98 ---245235.84 ms/batch
Step 00199250 L_out=0.353 Acc=0.95 ---272808.90 ms/batch
Step 00199300 L_out=0.331 Acc=0.98 ---301497.74 ms/batch
Step 00199350 L_out=0.271 Acc=0.97 ---329658.23 ms/batch
Step 00199400 L_out=0.219 Acc=0.97 ---353303.00 ms/batch
Round 11 | epoch=28, train costTime=368.38252782821655, | total_activation_sum=59772572
Round 11 | epoch=29, current m_iou=0.903386279361841
Round 11 | Best m_IoU is: 0.908, OA is: 0.975 | val costTime=113.12518668174744
Round 11 | ****EPOCH 29****
Step 00199450 L_out=0.389 Acc=0.96 --- 9274.55 ms/batch
Step 00199500 L_out=0.306 Acc=0.96 ---37187.75 ms/batch
Step 00199550 L_out=0.373 Acc=0.95 ---64950.38 ms/batch
Step 00199600 L_out=0.573 Acc=0.96 ---92741.18 ms/batch
Step 00199650 L_out=0.245 Acc=0.99 ---120101.12 ms/batch
Step 00199700 L_out=0.360 Acc=0.97 ---147641.07 ms/batch
Step 00199750 L_out=0.398 Acc=0.97 ---174933.90 ms/batch
Step 00199800 L_out=0.601 Acc=0.96 ---203759.12 ms/batch
Step 00199850 L_out=0.256 Acc=0.97 ---231981.24 ms/batch
Step 00199900 L_out=0.232 Acc=0.97 ---259924.74 ms/batch
Step 00199950 L_out=0.350 Acc=0.97 ---287789.76 ms/batch
Step 00200000 L_out=0.367 Acc=0.97 ---316032.45 ms/batch
Step 00200050 L_out=0.360 Acc=0.97 ---343267.36 ms/batch
Step 00200100 L_out=0.277 Acc=0.96 ---370768.70 ms/batch
Round 11 | epoch=29, train costTime=370.76877307891846, | total_activation_sum=60380383
Round 11 | epoch=30, current m_iou=0.901405258372064
Round 11 | Best m_IoU is: 0.908, OA is: 0.975 | val costTime=117.24507665634155
Round 11 | ****EPOCH 30****
Round 12 | ****EPOCH 0****
Step 00200150 L_out=0.873 Acc=0.91 ---28032.96 ms/batch
Step 00200200 L_out=0.674 Acc=0.90 ---56794.50 ms/batch
Step 00200250 L_out=0.841 Acc=0.95 ---85250.74 ms/batch
Step 00200300 L_out=0.927 Acc=0.87 ---114364.05 ms/batch
Step 00200350 L_out=1.329 Acc=0.86 ---143117.53 ms/batch
Step 00200400 L_out=1.769 Acc=0.86 ---170634.51 ms/batch
Step 00200450 L_out=0.647 Acc=0.95 ---199503.61 ms/batch
Step 00200500 L_out=0.837 Acc=0.94 ---227594.50 ms/batch
Step 00200550 L_out=0.358 Acc=0.97 ---255394.67 ms/batch
Step 00200600 L_out=1.120 Acc=0.94 ---282292.00 ms/batch
Step 00200650 L_out=1.045 Acc=0.80 ---309971.06 ms/batch
Step 00200700 L_out=0.663 Acc=0.93 ---338123.51 ms/batch
Step 00200750 L_out=0.276 Acc=0.97 ---365729.58 ms/batch
Round 12 | epoch=0, train costTime=375.1040577888489, | total_activation_sum=62642227
Round 12 | epoch=1, current m_iou=0.8190432911185229
Round 12 | Best m_IoU is: 0.819, OA is: 0.954 | val costTime=99.93691563606262
Round 12 | ****EPOCH 1****
Step 00200800 L_out=0.526 Acc=0.96 ---18707.21 ms/batch
Step 00200850 L_out=0.814 Acc=0.95 ---46764.44 ms/batch
Step 00200900 L_out=0.375 Acc=0.94 ---75359.73 ms/batch
Step 00200950 L_out=0.463 Acc=0.91 ---104232.28 ms/batch
Step 00201000 L_out=0.328 Acc=0.97 ---131911.00 ms/batch
Step 00201050 L_out=0.427 Acc=0.98 ---160084.28 ms/batch
Step 00201100 L_out=0.633 Acc=0.96 ---188574.78 ms/batch
Step 00201150 L_out=0.467 Acc=0.96 ---216282.56 ms/batch
Step 00201200 L_out=1.604 Acc=0.94 ---243923.09 ms/batch
Step 00201250 L_out=0.523 Acc=0.93 ---271507.48 ms/batch
Step 00201300 L_out=0.739 Acc=0.95 ---299851.90 ms/batch
Step 00201350 L_out=0.429 Acc=0.98 ---328201.45 ms/batch
Step 00201400 L_out=0.275 Acc=0.97 ---355823.68 ms/batch
Round 12 | epoch=1, train costTime=374.8333010673523, | total_activation_sum=62767320
Round 12 | epoch=2, current m_iou=0.8459187052491463
Round 12 | Best m_IoU is: 0.846, OA is: 0.953 | val costTime=92.0790364742279
Round 12 | ****EPOCH 2****
Step 00201450 L_out=0.393 Acc=0.96 --- 9037.15 ms/batch
Step 00201500 L_out=0.874 Acc=0.97 ---37600.78 ms/batch
Step 00201550 L_out=0.403 Acc=0.94 ---66445.25 ms/batch
Step 00201600 L_out=0.703 Acc=0.92 ---94936.27 ms/batch
Step 00201650 L_out=0.415 Acc=0.93 ---123513.65 ms/batch
Step 00201700 L_out=0.477 Acc=0.95 ---151777.03 ms/batch
Step 00201750 L_out=0.681 Acc=0.90 ---180343.85 ms/batch
Step 00201800 L_out=0.384 Acc=0.95 ---207610.93 ms/batch
Step 00201850 L_out=0.311 Acc=0.96 ---235732.47 ms/batch
Step 00201900 L_out=0.345 Acc=0.97 ---263891.07 ms/batch
Step 00201950 L_out=0.473 Acc=0.97 ---291901.65 ms/batch
Step 00202000 L_out=0.589 Acc=0.95 ---320139.51 ms/batch
Step 00202050 L_out=0.713 Acc=0.96 ---348019.86 ms/batch
Step 00202100 L_out=0.537 Acc=0.96 ---375676.25 ms/batch
Round 12 | epoch=2, train costTime=376.20421147346497, | total_activation_sum=62828153
Round 12 | epoch=3, current m_iou=0.8361156999331536
Round 12 | Best m_IoU is: 0.846, OA is: 0.953 | val costTime=93.14436745643616
Round 12 | ****EPOCH 3****
Step 00202150 L_out=0.412 Acc=0.96 ---27480.47 ms/batch
Step 00202200 L_out=0.667 Acc=0.95 ---55746.37 ms/batch
Step 00202250 L_out=0.659 Acc=0.95 ---83971.53 ms/batch
Step 00202300 L_out=0.727 Acc=0.90 ---113052.47 ms/batch
Step 00202350 L_out=0.532 Acc=0.97 ---142234.92 ms/batch
Step 00202400 L_out=0.790 Acc=0.91 ---170618.90 ms/batch
Step 00202450 L_out=0.437 Acc=0.98 ---198652.67 ms/batch
Step 00202500 L_out=0.733 Acc=0.93 ---225947.28 ms/batch
Step 00202550 L_out=0.438 Acc=0.96 ---254146.26 ms/batch
Step 00202600 L_out=0.465 Acc=0.95 ---282438.08 ms/batch
Step 00202650 L_out=0.374 Acc=0.94 ---311074.29 ms/batch
Step 00202700 L_out=0.221 Acc=0.95 ---339153.86 ms/batch
Step 00202750 L_out=0.514 Acc=0.95 ---367295.58 ms/batch
Round 12 | epoch=3, train costTime=377.0573465824127, | total_activation_sum=62681449
Round 12 | epoch=4, current m_iou=0.864116943503338
Round 12 | Best m_IoU is: 0.864, OA is: 0.958 | val costTime=91.44986152648926
Round 12 | ****EPOCH 4****
Step 00202800 L_out=1.050 Acc=0.95 ---17941.64 ms/batch
Step 00202850 L_out=0.252 Acc=0.98 ---46187.09 ms/batch
Step 00202900 L_out=0.930 Acc=0.92 ---73529.40 ms/batch
Step 00202950 L_out=1.153 Acc=0.89 ---101100.85 ms/batch
Step 00203000 L_out=0.256 Acc=0.97 ---129897.28 ms/batch
Step 00203050 L_out=0.421 Acc=0.97 ---158242.11 ms/batch
Step 00203100 L_out=0.370 Acc=0.95 ---185422.30 ms/batch
Step 00203150 L_out=0.506 Acc=0.96 ---212534.50 ms/batch
Step 00203200 L_out=0.510 Acc=0.96 ---241005.69 ms/batch
Step 00203250 L_out=0.468 Acc=0.94 ---270330.99 ms/batch
Step 00203300 L_out=0.731 Acc=0.94 ---298136.21 ms/batch
Step 00203350 L_out=0.399 Acc=0.95 ---325702.41 ms/batch
Step 00203400 L_out=0.493 Acc=0.94 ---354363.08 ms/batch
Round 12 | epoch=4, train costTime=374.41361808776855, | total_activation_sum=62795930
Round 12 | epoch=5, current m_iou=0.8552274576214454
Round 12 | Best m_IoU is: 0.864, OA is: 0.958 | val costTime=91.84117865562439
Round 12 | ****EPOCH 5****
Step 00203450 L_out=0.128 Acc=0.98 --- 8930.06 ms/batch
Step 00203500 L_out=0.490 Acc=0.93 ---38125.71 ms/batch
Step 00203550 L_out=0.253 Acc=0.96 ---66402.72 ms/batch
Step 00203600 L_out=0.410 Acc=0.94 ---94842.82 ms/batch
Step 00203650 L_out=0.515 Acc=0.96 ---122337.58 ms/batch
Step 00203700 L_out=0.524 Acc=0.94 ---150673.34 ms/batch
Step 00203750 L_out=0.405 Acc=0.96 ---178361.16 ms/batch
Step 00203800 L_out=0.650 Acc=0.96 ---205484.77 ms/batch
Step 00203850 L_out=0.290 Acc=0.94 ---233479.04 ms/batch
Step 00203900 L_out=0.679 Acc=0.93 ---261301.36 ms/batch
Step 00203950 L_out=0.729 Acc=0.93 ---288984.81 ms/batch
Step 00204000 L_out=0.391 Acc=0.96 ---316658.48 ms/batch
Step 00204050 L_out=0.265 Acc=0.96 ---344166.77 ms/batch
Step 00204100 L_out=0.338 Acc=0.97 ---372129.02 ms/batch
Round 12 | epoch=5, train costTime=373.2243323326111, | total_activation_sum=62884240
Round 12 | epoch=6, current m_iou=0.8579799371751387
Round 12 | Best m_IoU is: 0.864, OA is: 0.958 | val costTime=101.09002208709717
Round 12 | ****EPOCH 6****
Step 00204150 L_out=0.436 Acc=0.97 ---27175.73 ms/batch
Step 00204200 L_out=0.544 Acc=0.95 ---55461.39 ms/batch
Step 00204250 L_out=0.553 Acc=0.94 ---83800.47 ms/batch
Step 00204300 L_out=0.513 Acc=0.94 ---112643.29 ms/batch
Step 00204350 L_out=0.417 Acc=0.95 ---140138.19 ms/batch
Step 00204400 L_out=0.384 Acc=0.97 ---167374.24 ms/batch
Step 00204450 L_out=0.228 Acc=0.98 ---193373.55 ms/batch
Step 00204500 L_out=0.930 Acc=0.93 ---221512.39 ms/batch
Step 00204550 L_out=6.974 Acc=0.63 ---249978.96 ms/batch
Step 00204600 L_out=0.202 Acc=0.99 ---278170.36 ms/batch
Step 00204650 L_out=0.227 Acc=0.96 ---306143.96 ms/batch
Step 00204700 L_out=0.227 Acc=0.94 ---334153.06 ms/batch
Step 00204750 L_out=1.363 Acc=0.89 ---361940.93 ms/batch
Round 12 | epoch=6, train costTime=372.63528990745544, | total_activation_sum=62703425
Round 12 | epoch=7, current m_iou=0.8623716573697977
Round 12 | Best m_IoU is: 0.864, OA is: 0.958 | val costTime=98.27311539649963
Round 12 | ****EPOCH 7****
Step 00204800 L_out=0.704 Acc=0.96 ---17374.22 ms/batch
Step 00204850 L_out=0.599 Acc=0.96 ---45674.90 ms/batch
Step 00204900 L_out=0.301 Acc=0.96 ---73728.63 ms/batch
Step 00204950 L_out=0.366 Acc=0.94 ---101386.92 ms/batch
Step 00205000 L_out=1.022 Acc=0.93 ---129199.60 ms/batch
Step 00205050 L_out=0.255 Acc=0.98 ---156646.45 ms/batch
Step 00205100 L_out=1.230 Acc=0.92 ---183767.35 ms/batch
Step 00205150 L_out=0.486 Acc=0.96 ---211375.39 ms/batch
Step 00205200 L_out=0.411 Acc=0.92 ---238894.68 ms/batch
Step 00205250 L_out=0.560 Acc=0.95 ---266835.16 ms/batch
Step 00205300 L_out=0.546 Acc=0.95 ---294922.01 ms/batch
Step 00205350 L_out=0.557 Acc=0.94 ---324148.46 ms/batch
Step 00205400 L_out=0.215 Acc=0.96 ---352451.10 ms/batch
Round 12 | epoch=7, train costTime=373.39656805992126, | total_activation_sum=62957211
Round 12 | epoch=8, current m_iou=0.8493659387609026
Round 12 | Best m_IoU is: 0.864, OA is: 0.958 | val costTime=96.65094709396362
Round 12 | ****EPOCH 8****
Step 00205450 L_out=0.694 Acc=0.93 --- 8201.04 ms/batch
Step 00205500 L_out=0.649 Acc=0.95 ---36216.04 ms/batch
Step 00205550 L_out=0.387 Acc=0.95 ---63824.17 ms/batch
Step 00205600 L_out=0.311 Acc=0.96 ---91867.09 ms/batch
Step 00205650 L_out=0.485 Acc=0.96 ---119378.66 ms/batch
Step 00205700 L_out=0.835 Acc=0.93 ---146564.62 ms/batch
Step 00205750 L_out=0.192 Acc=0.95 ---173261.37 ms/batch
Step 00205800 L_out=0.295 Acc=0.98 ---201389.94 ms/batch
Step 00205850 L_out=0.389 Acc=0.96 ---229343.40 ms/batch
Step 00205900 L_out=0.391 Acc=0.95 ---257363.82 ms/batch
Step 00205950 L_out=0.588 Acc=0.94 ---286109.03 ms/batch
Step 00206000 L_out=0.469 Acc=0.96 ---314023.37 ms/batch
Step 00206050 L_out=0.184 Acc=0.98 ---341990.34 ms/batch
Step 00206100 L_out=0.459 Acc=0.95 ---369340.16 ms/batch
Round 12 | epoch=8, train costTime=371.05423283576965, | total_activation_sum=62623605
Round 12 | epoch=9, current m_iou=0.8484359794298821
Round 12 | Best m_IoU is: 0.864, OA is: 0.958 | val costTime=101.3298692703247
Round 12 | ****EPOCH 9****
Step 00206150 L_out=0.431 Acc=0.93 ---27371.21 ms/batch
Step 00206200 L_out=1.067 Acc=0.89 ---55911.87 ms/batch
Step 00206250 L_out=0.365 Acc=0.97 ---83721.72 ms/batch
Step 00206300 L_out=1.170 Acc=0.93 ---111857.92 ms/batch
Step 00206350 L_out=0.752 Acc=0.90 ---138636.92 ms/batch
Step 00206400 L_out=0.371 Acc=0.96 ---166295.15 ms/batch
Step 00206450 L_out=0.647 Acc=0.95 ---194063.43 ms/batch
Step 00206500 L_out=0.337 Acc=0.97 ---221915.26 ms/batch
Step 00206550 L_out=0.510 Acc=0.92 ---249768.66 ms/batch
Step 00206600 L_out=0.203 Acc=0.97 ---278094.96 ms/batch
Step 00206650 L_out=0.617 Acc=0.95 ---306872.64 ms/batch
Step 00206700 L_out=0.270 Acc=0.97 ---334732.58 ms/batch
Step 00206750 L_out=0.280 Acc=0.97 ---363533.72 ms/batch
Round 12 | epoch=9, train costTime=374.59605145454407, | total_activation_sum=62771368
Round 12 | epoch=10, current m_iou=0.8808220949990172
Round 12 | Best m_IoU is: 0.881, OA is: 0.961 | val costTime=98.46349906921387
Round 12 | ****EPOCH 10****
Step 00206800 L_out=0.484 Acc=0.94 ---16694.14 ms/batch
Step 00206850 L_out=0.570 Acc=0.96 ---44651.33 ms/batch
Step 00206900 L_out=0.200 Acc=0.98 ---73066.13 ms/batch
Step 00206950 L_out=0.664 Acc=0.94 ---100489.25 ms/batch
Step 00207000 L_out=0.342 Acc=0.94 ---128514.01 ms/batch
Step 00207050 L_out=0.437 Acc=0.96 ---155593.68 ms/batch
Step 00207100 L_out=0.502 Acc=0.95 ---182573.23 ms/batch
Step 00207150 L_out=0.945 Acc=0.92 ---210414.24 ms/batch
Step 00207200 L_out=0.138 Acc=0.98 ---238440.01 ms/batch
Step 00207250 L_out=0.278 Acc=0.97 ---266323.28 ms/batch
Step 00207300 L_out=0.339 Acc=0.97 ---293948.34 ms/batch
Step 00207350 L_out=0.331 Acc=0.96 ---321501.94 ms/batch
Step 00207400 L_out=1.239 Acc=0.92 ---349329.99 ms/batch
Round 12 | epoch=10, train costTime=369.90839099884033, | total_activation_sum=62677578
