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Submitted from:/home/xiaoqiguo2/Threshold on node:master
Running on node node4
Allocate Gpu Units:0,1
Use 2 GPU
epoch:0/500 SegCE loss:1.64292 SegJaccard loss:0.834061 ThrJaccard loss:0.792537 ThrGrad loss:8.0024e-05 ThrSup loss:0.374582
Acc: 90.438% Sen: 0.000% Spe:100.000% Prec: 0.549% Dice: 0.000% Jac: 0.000% F2: 0.000%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2/model-best-deeplabv3plus_res101_atrous_CVC_epoch0_dice0.000.pth has been saved
epoch:1/500 SegCE loss:0.184992 SegJaccard loss:0.49006 ThrJaccard loss:0.444365 ThrGrad loss:0.000102699 ThrSup loss:0.323139
epoch:2/500 SegCE loss:0.112564 SegJaccard loss:0.372673 ThrJaccard loss:0.346928 ThrGrad loss:0.00017614 ThrSup loss:0.318945
Acc: 92.294% Sen: 30.556% Spe: 99.891% Prec: 68.484% Dice: 38.877% Jac: 29.796% F2: 33.275%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2/model-best-deeplabv3plus_res101_atrous_CVC_epoch2_dice38.877.pth has been saved
epoch:3/500 SegCE loss:0.0815043 SegJaccard loss:0.317092 ThrJaccard loss:0.297452 ThrGrad loss:0.000255495 ThrSup loss:0.315351
epoch:4/500 SegCE loss:0.0736014 SegJaccard loss:0.289587 ThrJaccard loss:0.272842 ThrGrad loss:0.000316293 ThrSup loss:0.313926
Acc: 92.620% Sen: 32.457% Spe: 99.942% Prec: 80.838% Dice: 42.718% Jac: 32.047% F2: 35.782%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2/model-best-deeplabv3plus_res101_atrous_CVC_epoch4_dice42.718.pth has been saved
epoch:5/500 SegCE loss:0.0656074 SegJaccard loss:0.270266 ThrJaccard loss:0.256111 ThrGrad loss:0.000371577 ThrSup loss:0.313246
epoch:6/500 SegCE loss:0.0610423 SegJaccard loss:0.249384 ThrJaccard loss:0.235003 ThrGrad loss:0.000375524 ThrSup loss:0.313074
Acc: 93.961% Sen: 54.145% Spe: 99.671% Prec: 87.521% Dice: 61.403% Jac: 49.780% F2: 56.368%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2/model-best-deeplabv3plus_res101_atrous_CVC_epoch6_dice61.403.pth has been saved
epoch:7/500 SegCE loss:0.0584702 SegJaccard loss:0.242865 ThrJaccard loss:0.229698 ThrGrad loss:0.000387801 ThrSup loss:0.312947
epoch:8/500 SegCE loss:0.0565058 SegJaccard loss:0.236336 ThrJaccard loss:0.222077 ThrGrad loss:0.00034672 ThrSup loss:0.311856
Acc: 94.032% Sen: 50.573% Spe: 99.877% Prec: 93.448% Dice: 61.077% Jac: 49.041% F2: 54.102%
epoch:9/500 SegCE loss:0.0541953 SegJaccard loss:0.229719 ThrJaccard loss:0.218412 ThrGrad loss:0.000371269 ThrSup loss:0.311135
epoch:10/500 SegCE loss:0.0512077 SegJaccard loss:0.223001 ThrJaccard loss:0.212138 ThrGrad loss:0.000359565 ThrSup loss:0.312735
Acc: 94.206% Sen: 54.217% Spe: 99.893% Prec: 94.918% Dice: 64.218% Jac: 52.392% F2: 57.599%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2/model-best-deeplabv3plus_res101_atrous_CVC_epoch10_dice64.218.pth has been saved
epoch:11/500 SegCE loss:0.0482102 SegJaccard loss:0.211396 ThrJaccard loss:0.201857 ThrGrad loss:0.000343556 ThrSup loss:0.310341
epoch:12/500 SegCE loss:0.0467767 SegJaccard loss:0.205546 ThrJaccard loss:0.195562 ThrGrad loss:0.000337582 ThrSup loss:0.310371
Acc: 94.484% Sen: 55.472% Spe: 99.900% Prec: 95.396% Dice: 65.963% Jac: 54.026% F2: 59.043%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2/model-best-deeplabv3plus_res101_atrous_CVC_epoch12_dice65.963.pth has been saved
epoch:13/500 SegCE loss:0.0453513 SegJaccard loss:0.200547 ThrJaccard loss:0.191704 ThrGrad loss:0.00031592 ThrSup loss:0.310652
epoch:14/500 SegCE loss:0.0425508 SegJaccard loss:0.194957 ThrJaccard loss:0.187271 ThrGrad loss:0.000310452 ThrSup loss:0.310564
Acc: 95.155% Sen: 69.910% Spe: 99.457% Prec: 90.253% Dice: 73.843% Jac: 63.144% F2: 70.642%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2/model-best-deeplabv3plus_res101_atrous_CVC_epoch14_dice73.843.pth has been saved
epoch:15/500 SegCE loss:0.0414579 SegJaccard loss:0.187687 ThrJaccard loss:0.18183 ThrGrad loss:0.000314867 ThrSup loss:0.309964
epoch:16/500 SegCE loss:0.0426397 SegJaccard loss:0.188008 ThrJaccard loss:0.179924 ThrGrad loss:0.000284523 ThrSup loss:0.309684
Acc: 95.117% Sen: 65.118% Spe: 99.890% Prec: 95.457% Dice: 72.712% Jac: 62.732% F2: 67.715%
epoch:17/500 SegCE loss:0.041601 SegJaccard loss:0.188804 ThrJaccard loss:0.180362 ThrGrad loss:0.000293083 ThrSup loss:0.310002
epoch:18/500 SegCE loss:0.0413059 SegJaccard loss:0.183288 ThrJaccard loss:0.176115 ThrGrad loss:0.000283382 ThrSup loss:0.309663
Acc: 94.993% Sen: 63.642% Spe: 99.925% Prec: 96.418% Dice: 72.026% Jac: 61.813% F2: 66.515%
epoch:19/500 SegCE loss:0.0393343 SegJaccard loss:0.181518 ThrJaccard loss:0.17548 ThrGrad loss:0.000280933 ThrSup loss:0.31022
epoch:20/500 SegCE loss:0.03979 SegJaccard loss:0.180267 ThrJaccard loss:0.171796 ThrGrad loss:0.000260284 ThrSup loss:0.309737
Acc: 95.260% Sen: 66.123% Spe: 99.926% Prec: 97.133% Dice: 74.215% Jac: 64.385% F2: 68.909%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2/model-best-deeplabv3plus_res101_atrous_CVC_epoch20_dice74.215.pth has been saved
epoch:21/500 SegCE loss:0.0385215 SegJaccard loss:0.176042 ThrJaccard loss:0.169119 ThrGrad loss:0.000277234 ThrSup loss:0.309584
epoch:22/500 SegCE loss:0.0365184 SegJaccard loss:0.170727 ThrJaccard loss:0.164714 ThrGrad loss:0.000258529 ThrSup loss:0.309434
Acc: 95.376% Sen: 68.846% Spe: 99.885% Prec: 96.117% Dice: 76.228% Jac: 66.261% F2: 71.337%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2/model-best-deeplabv3plus_res101_atrous_CVC_epoch22_dice76.228.pth has been saved
epoch:23/500 SegCE loss:0.0381672 SegJaccard loss:0.174292 ThrJaccard loss:0.166836 ThrGrad loss:0.000254967 ThrSup loss:0.3097
epoch:24/500 SegCE loss:0.0337456 SegJaccard loss:0.168322 ThrJaccard loss:0.161105 ThrGrad loss:0.000250484 ThrSup loss:0.309458
Acc: 95.779% Sen: 73.184% Spe: 99.851% Prec: 95.355% Dice: 78.956% Jac: 69.848% F2: 75.071%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2/model-best-deeplabv3plus_res101_atrous_CVC_epoch24_dice78.956.pth has been saved
epoch:25/500 SegCE loss:0.0359066 SegJaccard loss:0.169762 ThrJaccard loss:0.163408 ThrGrad loss:0.000252419 ThrSup loss:0.309104
epoch:26/500 SegCE loss:0.0342852 SegJaccard loss:0.160923 ThrJaccard loss:0.156495 ThrGrad loss:0.000243815 ThrSup loss:0.309077
Acc: 95.474% Sen: 68.081% Spe: 99.914% Prec: 96.565% Dice: 75.706% Jac: 66.207% F2: 70.698%
epoch:27/500 SegCE loss:0.0337104 SegJaccard loss:0.161561 ThrJaccard loss:0.155743 ThrGrad loss:0.000239639 ThrSup loss:0.309206
epoch:28/500 SegCE loss:0.0333557 SegJaccard loss:0.160555 ThrJaccard loss:0.154597 ThrGrad loss:0.000232742 ThrSup loss:0.30922
Acc: 95.655% Sen: 71.454% Spe: 99.885% Prec: 96.193% Dice: 77.939% Jac: 69.015% F2: 73.661%
epoch:29/500 SegCE loss:0.0335919 SegJaccard loss:0.167274 ThrJaccard loss:0.157961 ThrGrad loss:0.000234951 ThrSup loss:0.309048
epoch:30/500 SegCE loss:0.0331479 SegJaccard loss:0.157043 ThrJaccard loss:0.151536 ThrGrad loss:0.000233899 ThrSup loss:0.309141
Acc: 95.846% Sen: 73.141% Spe: 99.870% Prec: 95.978% Dice: 79.292% Jac: 70.381% F2: 75.195%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2/model-best-deeplabv3plus_res101_atrous_CVC_epoch30_dice79.292.pth has been saved
epoch:31/500 SegCE loss:0.0337153 SegJaccard loss:0.157782 ThrJaccard loss:0.150498 ThrGrad loss:0.000224768 ThrSup loss:0.309384
epoch:32/500 SegCE loss:0.0334236 SegJaccard loss:0.159739 ThrJaccard loss:0.155409 ThrGrad loss:0.000234108 ThrSup loss:0.309363
Acc: 95.653% Sen: 71.123% Spe: 99.873% Prec: 96.088% Dice: 77.924% Jac: 68.698% F2: 73.411%
epoch:33/500 SegCE loss:0.0333721 SegJaccard loss:0.157367 ThrJaccard loss:0.150512 ThrGrad loss:0.000235062 ThrSup loss:0.309042
epoch:34/500 SegCE loss:0.0316008 SegJaccard loss:0.153971 ThrJaccard loss:0.148477 ThrGrad loss:0.000224715 ThrSup loss:0.309387
Acc: 96.009% Sen: 75.413% Spe: 99.815% Prec: 95.200% Dice: 80.451% Jac: 72.070% F2: 77.024%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2/model-best-deeplabv3plus_res101_atrous_CVC_epoch34_dice80.451.pth has been saved
epoch:35/500 SegCE loss:0.0325365 SegJaccard loss:0.160527 ThrJaccard loss:0.153176 ThrGrad loss:0.000223488 ThrSup loss:0.309441
epoch:36/500 SegCE loss:0.0305413 SegJaccard loss:0.149385 ThrJaccard loss:0.144744 ThrGrad loss:0.000215439 ThrSup loss:0.309933
Acc: 96.026% Sen: 75.632% Spe: 99.827% Prec: 95.333% Dice: 80.449% Jac: 72.461% F2: 77.204%
epoch:37/500 SegCE loss:0.0306126 SegJaccard loss:0.151062 ThrJaccard loss:0.145042 ThrGrad loss:0.000207919 ThrSup loss:0.309007
epoch:38/500 SegCE loss:0.0293182 SegJaccard loss:0.144079 ThrJaccard loss:0.140728 ThrGrad loss:0.000208085 ThrSup loss:0.308876
Acc: 96.253% Sen: 78.221% Spe: 99.791% Prec: 94.516% Dice: 81.948% Jac: 74.276% F2: 79.361%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2/model-best-deeplabv3plus_res101_atrous_CVC_epoch38_dice81.948.pth has been saved
epoch:39/500 SegCE loss:0.0290664 SegJaccard loss:0.145923 ThrJaccard loss:0.141177 ThrGrad loss:0.000210906 ThrSup loss:0.308562
epoch:40/500 SegCE loss:0.0293332 SegJaccard loss:0.147932 ThrJaccard loss:0.143965 ThrGrad loss:0.00020073 ThrSup loss:0.308718
Acc: 96.214% Sen: 78.127% Spe: 99.778% Prec: 94.537% Dice: 81.933% Jac: 74.100% F2: 79.269%
epoch:41/500 SegCE loss:0.0309316 SegJaccard loss:0.14895 ThrJaccard loss:0.143746 ThrGrad loss:0.000200993 ThrSup loss:0.309031
epoch:42/500 SegCE loss:0.0299159 SegJaccard loss:0.145581 ThrJaccard loss:0.139492 ThrGrad loss:0.000202683 ThrSup loss:0.309502
Acc: 96.083% Sen: 75.765% Spe: 99.833% Prec: 95.734% Dice: 80.864% Jac: 72.796% F2: 77.428%
epoch:43/500 SegCE loss:0.0289504 SegJaccard loss:0.143199 ThrJaccard loss:0.13878 ThrGrad loss:0.000203193 ThrSup loss:0.308506
epoch:44/500 SegCE loss:0.0286795 SegJaccard loss:0.140354 ThrJaccard loss:0.137341 ThrGrad loss:0.000201158 ThrSup loss:0.308722
Acc: 96.360% Sen: 79.414% Spe: 99.756% Prec: 94.616% Dice: 82.555% Jac: 75.193% F2: 80.287%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2/model-best-deeplabv3plus_res101_atrous_CVC_epoch44_dice82.555.pth has been saved
epoch:45/500 SegCE loss:0.0291856 SegJaccard loss:0.141899 ThrJaccard loss:0.136419 ThrGrad loss:0.000196355 ThrSup loss:0.309199
epoch:46/500 SegCE loss:0.0301264 SegJaccard loss:0.145895 ThrJaccard loss:0.140023 ThrGrad loss:0.000196145 ThrSup loss:0.309991
Acc: 96.215% Sen: 77.402% Spe: 99.794% Prec: 95.214% Dice: 81.484% Jac: 73.794% F2: 78.644%
epoch:47/500 SegCE loss:0.0284467 SegJaccard loss:0.139426 ThrJaccard loss:0.13485 ThrGrad loss:0.000203543 ThrSup loss:0.308791
epoch:48/500 SegCE loss:0.0275785 SegJaccard loss:0.135867 ThrJaccard loss:0.132842 ThrGrad loss:0.000197656 ThrSup loss:0.308756
Acc: 96.163% Sen: 77.734% Spe: 99.797% Prec: 94.916% Dice: 81.546% Jac: 74.012% F2: 78.897%
epoch:49/500 SegCE loss:0.0280957 SegJaccard loss:0.138312 ThrJaccard loss:0.135676 ThrGrad loss:0.000187448 ThrSup loss:0.308586
epoch:50/500 SegCE loss:0.0307393 SegJaccard loss:0.148371 ThrJaccard loss:0.144297 ThrGrad loss:0.000172049 ThrSup loss:0.312491
Mixup: SegCE loss:0.0973812 SegJaccard loss:0.178579 ThrJaccard loss:0.168963 SegMixup loss:1.38775 ThrSup loss:0.311712
Acc: 96.175% Sen: 78.025% Spe: 99.760% Prec: 94.330% Dice: 81.374% Jac: 73.498% F2: 78.928%
epoch:51/500 SegCE loss:0.0346021 SegJaccard loss:0.146801 ThrJaccard loss:0.143457 ThrGrad loss:0.000188574 ThrSup loss:0.312109
Mixup: SegCE loss:0.087456 SegJaccard loss:0.200137 ThrJaccard loss:0.189495 SegMixup loss:1.32067 ThrSup loss:0.311377
epoch:52/500 SegCE loss:0.0326726 SegJaccard loss:0.150248 ThrJaccard loss:0.145696 ThrGrad loss:0.000221879 ThrSup loss:0.312157
Mixup: SegCE loss:0.0673613 SegJaccard loss:0.16212 ThrJaccard loss:0.153148 SegMixup loss:1.04986 ThrSup loss:0.311627
Acc: 96.619% Sen: 84.969% Spe: 99.415% Prec: 89.691% Dice: 83.804% Jac: 76.136% F2: 83.985%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2/model-best-deeplabv3plus_res101_atrous_CVC_epoch52_dice83.804.pth has been saved
epoch:53/500 SegCE loss:0.0320318 SegJaccard loss:0.147135 ThrJaccard loss:0.144071 ThrGrad loss:0.000232123 ThrSup loss:0.310821
Mixup: SegCE loss:0.0800186 SegJaccard loss:0.187332 ThrJaccard loss:0.179894 SegMixup loss:1.17881 ThrSup loss:0.310554
epoch:54/500 SegCE loss:0.0337265 SegJaccard loss:0.14897 ThrJaccard loss:0.144031 ThrGrad loss:0.000223868 ThrSup loss:0.311584
Mixup: SegCE loss:0.0997079 SegJaccard loss:0.231007 ThrJaccard loss:0.217446 SegMixup loss:1.29038 ThrSup loss:0.310145
Acc: 96.658% Sen: 83.188% Spe: 99.516% Prec: 91.835% Dice: 83.848% Jac: 76.636% F2: 82.933%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2/model-best-deeplabv3plus_res101_atrous_CVC_epoch54_dice83.848.pth has been saved
epoch:55/500 SegCE loss:0.0350642 SegJaccard loss:0.152978 ThrJaccard loss:0.147762 ThrGrad loss:0.000206442 ThrSup loss:0.312981
Mixup: SegCE loss:0.068733 SegJaccard loss:0.185497 ThrJaccard loss:0.175967 SegMixup loss:0.987062 ThrSup loss:0.312519
epoch:56/500 SegCE loss:0.0318271 SegJaccard loss:0.146809 ThrJaccard loss:0.142146 ThrGrad loss:0.00021665 ThrSup loss:0.311781
Mixup: SegCE loss:0.0732725 SegJaccard loss:0.190847 ThrJaccard loss:0.179804 SegMixup loss:0.995184 ThrSup loss:0.311697
Acc: 96.772% Sen: 86.133% Spe: 99.343% Prec: 89.336% Dice: 84.350% Jac: 76.674% F2: 84.587%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2/model-best-deeplabv3plus_res101_atrous_CVC_epoch56_dice84.350.pth has been saved
epoch:57/500 SegCE loss:0.031865 SegJaccard loss:0.142685 ThrJaccard loss:0.139755 ThrGrad loss:0.000212085 ThrSup loss:0.311871
Mixup: SegCE loss:0.0797786 SegJaccard loss:0.193009 ThrJaccard loss:0.181618 SegMixup loss:1.04124 ThrSup loss:0.310909
epoch:58/500 SegCE loss:0.0337865 SegJaccard loss:0.14844 ThrJaccard loss:0.143043 ThrGrad loss:0.000213867 ThrSup loss:0.311309
Mixup: SegCE loss:0.0875688 SegJaccard loss:0.203759 ThrJaccard loss:0.192966 SegMixup loss:1.07692 ThrSup loss:0.310427
Acc: 96.786% Sen: 87.640% Spe: 99.151% Prec: 87.585% Dice: 84.190% Jac: 76.579% F2: 85.392%
epoch:59/500 SegCE loss:0.033893 SegJaccard loss:0.142718 ThrJaccard loss:0.140882 ThrGrad loss:0.000204742 ThrSup loss:0.312567
Mixup: SegCE loss:0.09456 SegJaccard loss:0.227061 ThrJaccard loss:0.213558 SegMixup loss:1.1469 ThrSup loss:0.311773
epoch:60/500 SegCE loss:0.0320814 SegJaccard loss:0.139018 ThrJaccard loss:0.135762 ThrGrad loss:0.000192052 ThrSup loss:0.311551
Mixup: SegCE loss:0.0691561 SegJaccard loss:0.195369 ThrJaccard loss:0.182504 SegMixup loss:1.07145 ThrSup loss:0.311619
Acc: 96.685% Sen: 85.785% Spe: 99.218% Prec: 89.809% Dice: 83.973% Jac: 76.756% F2: 84.080%
epoch:61/500 SegCE loss:0.0314423 SegJaccard loss:0.141367 ThrJaccard loss:0.136933 ThrGrad loss:0.000214401 ThrSup loss:0.310484
Mixup: SegCE loss:0.0621488 SegJaccard loss:0.158223 ThrJaccard loss:0.147924 SegMixup loss:0.894445 ThrSup loss:0.310594
epoch:62/500 SegCE loss:0.0299247 SegJaccard loss:0.139226 ThrJaccard loss:0.135291 ThrGrad loss:0.000210942 ThrSup loss:0.310001
Mixup: SegCE loss:0.0479043 SegJaccard loss:0.150825 ThrJaccard loss:0.143495 SegMixup loss:0.806486 ThrSup loss:0.310355
Acc: 96.671% Sen: 85.780% Spe: 99.162% Prec: 89.454% Dice: 84.023% Jac: 76.578% F2: 84.234%
epoch:63/500 SegCE loss:0.0298831 SegJaccard loss:0.136486 ThrJaccard loss:0.133876 ThrGrad loss:0.000219358 ThrSup loss:0.309909
Mixup: SegCE loss:0.0524404 SegJaccard loss:0.150894 ThrJaccard loss:0.144465 SegMixup loss:0.806084 ThrSup loss:0.30998
epoch:64/500 SegCE loss:0.0290372 SegJaccard loss:0.136409 ThrJaccard loss:0.133619 ThrGrad loss:0.000200174 ThrSup loss:0.310286
Mixup: SegCE loss:0.0617949 SegJaccard loss:0.160525 ThrJaccard loss:0.152006 SegMixup loss:0.881829 ThrSup loss:0.31019
Acc: 96.757% Sen: 87.158% Spe: 99.063% Prec: 88.661% Dice: 84.598% Jac: 77.033% F2: 85.274%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2/model-best-deeplabv3plus_res101_atrous_CVC_epoch64_dice84.598.pth has been saved
epoch:65/500 SegCE loss:0.0316681 SegJaccard loss:0.141441 ThrJaccard loss:0.137413 ThrGrad loss:0.000199095 ThrSup loss:0.312267
Mixup: SegCE loss:0.0677321 SegJaccard loss:0.176506 ThrJaccard loss:0.166073 SegMixup loss:0.9994 ThrSup loss:0.311901
epoch:66/500 SegCE loss:0.0291227 SegJaccard loss:0.135279 ThrJaccard loss:0.133224 ThrGrad loss:0.000204955 ThrSup loss:0.309996
Mixup: SegCE loss:0.0639837 SegJaccard loss:0.175793 ThrJaccard loss:0.166199 SegMixup loss:0.941335 ThrSup loss:0.309958
Acc: 96.768% Sen: 87.381% Spe: 99.108% Prec: 88.072% Dice: 84.331% Jac: 76.649% F2: 85.247%
epoch:67/500 SegCE loss:0.0295935 SegJaccard loss:0.135666 ThrJaccard loss:0.131585 ThrGrad loss:0.000194066 ThrSup loss:0.310112
Mixup: SegCE loss:0.0611989 SegJaccard loss:0.172834 ThrJaccard loss:0.162827 SegMixup loss:1.01651 ThrSup loss:0.310164
epoch:68/500 SegCE loss:0.0298128 SegJaccard loss:0.134058 ThrJaccard loss:0.13155 ThrGrad loss:0.000190706 ThrSup loss:0.310779
Mixup: SegCE loss:0.0672204 SegJaccard loss:0.171476 ThrJaccard loss:0.163346 SegMixup loss:0.835158 ThrSup loss:0.310393
Acc: 96.519% Sen: 85.582% Spe: 99.072% Prec: 87.626% Dice: 82.500% Jac: 74.577% F2: 83.183%
epoch:69/500 SegCE loss:0.0294797 SegJaccard loss:0.135102 ThrJaccard loss:0.132014 ThrGrad loss:0.000197914 ThrSup loss:0.309798
Mixup: SegCE loss:0.0376495 SegJaccard loss:0.132408 ThrJaccard loss:0.127409 SegMixup loss:0.759549 ThrSup loss:0.310182
epoch:70/500 SegCE loss:0.0282231 SegJaccard loss:0.137394 ThrJaccard loss:0.133692 ThrGrad loss:0.000204915 ThrSup loss:0.310269
Mixup: SegCE loss:0.0666981 SegJaccard loss:0.187847 ThrJaccard loss:0.176023 SegMixup loss:1.01661 ThrSup loss:0.3102
Acc: 96.629% Sen: 86.724% Spe: 98.983% Prec: 88.299% Dice: 83.859% Jac: 76.225% F2: 84.533%
epoch:71/500 SegCE loss:0.0304285 SegJaccard loss:0.139347 ThrJaccard loss:0.134671 ThrGrad loss:0.000182142 ThrSup loss:0.310243
Mixup: SegCE loss:0.0519321 SegJaccard loss:0.161476 ThrJaccard loss:0.153746 SegMixup loss:0.807459 ThrSup loss:0.310455
epoch:72/500 SegCE loss:0.029945 SegJaccard loss:0.136315 ThrJaccard loss:0.133043 ThrGrad loss:0.000185194 ThrSup loss:0.309956
Mixup: SegCE loss:0.0803576 SegJaccard loss:0.202829 ThrJaccard loss:0.193175 SegMixup loss:1.04286 ThrSup loss:0.309785
Acc: 96.855% Sen: 88.388% Spe: 99.112% Prec: 87.714% Dice: 84.844% Jac: 77.054% F2: 86.194%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2/model-best-deeplabv3plus_res101_atrous_CVC_epoch72_dice84.844.pth has been saved
epoch:73/500 SegCE loss:0.0275909 SegJaccard loss:0.133255 ThrJaccard loss:0.130998 ThrGrad loss:0.000182273 ThrSup loss:0.310045
Mixup: SegCE loss:0.0738686 SegJaccard loss:0.186007 ThrJaccard loss:0.175395 SegMixup loss:0.942154 ThrSup loss:0.309962
epoch:74/500 SegCE loss:0.0294135 SegJaccard loss:0.137875 ThrJaccard loss:0.134234 ThrGrad loss:0.00017275 ThrSup loss:0.311676
Mixup: SegCE loss:0.0627441 SegJaccard loss:0.183339 ThrJaccard loss:0.173571 SegMixup loss:0.87324 ThrSup loss:0.311623
Acc: 96.617% Sen: 86.886% Spe: 99.013% Prec: 87.754% Dice: 83.610% Jac: 75.945% F2: 84.339%
epoch:75/500 SegCE loss:0.028939 SegJaccard loss:0.135558 ThrJaccard loss:0.131217 ThrGrad loss:0.000162497 ThrSup loss:0.309499
Mixup: SegCE loss:0.0523859 SegJaccard loss:0.157737 ThrJaccard loss:0.150738 SegMixup loss:0.866422 ThrSup loss:0.309749
epoch:76/500 SegCE loss:0.0292256 SegJaccard loss:0.13807 ThrJaccard loss:0.135334 ThrGrad loss:0.000161863 ThrSup loss:0.310118
Mixup: SegCE loss:0.0663809 SegJaccard loss:0.180453 ThrJaccard loss:0.1719 SegMixup loss:0.901715 ThrSup loss:0.310303
Acc: 96.539% Sen: 85.434% Spe: 98.970% Prec: 89.488% Dice: 83.761% Jac: 76.213% F2: 83.796%
epoch:77/500 SegCE loss:0.0270874 SegJaccard loss:0.127332 ThrJaccard loss:0.124055 ThrGrad loss:0.000160119 ThrSup loss:0.309656
Mixup: SegCE loss:0.0559982 SegJaccard loss:0.173566 ThrJaccard loss:0.166013 SegMixup loss:0.857712 ThrSup loss:0.309655
epoch:78/500 SegCE loss:0.0262549 SegJaccard loss:0.130843 ThrJaccard loss:0.126753 ThrGrad loss:0.00016205 ThrSup loss:0.308916
Mixup: SegCE loss:0.0504767 SegJaccard loss:0.1541 ThrJaccard loss:0.146594 SegMixup loss:0.846178 ThrSup loss:0.309245
Acc: 96.831% Sen: 86.191% Spe: 99.315% Prec: 90.780% Dice: 85.343% Jac: 78.029% F2: 85.221%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2/model-best-deeplabv3plus_res101_atrous_CVC_epoch78_dice85.343.pth has been saved
epoch:79/500 SegCE loss:0.0272667 SegJaccard loss:0.128598 ThrJaccard loss:0.125961 ThrGrad loss:0.000165951 ThrSup loss:0.309301
Mixup: SegCE loss:0.0468241 SegJaccard loss:0.148992 ThrJaccard loss:0.140936 SegMixup loss:0.790696 ThrSup loss:0.309754
epoch:80/500 SegCE loss:0.0278794 SegJaccard loss:0.129658 ThrJaccard loss:0.128801 ThrGrad loss:0.000171899 ThrSup loss:0.30926
Mixup: SegCE loss:0.0449241 SegJaccard loss:0.130455 ThrJaccard loss:0.12701 SegMixup loss:0.756215 ThrSup loss:0.309342
Acc: 96.843% Sen: 85.121% Spe: 99.444% Prec: 92.370% Dice: 85.640% Jac: 78.562% F2: 84.808%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2/model-best-deeplabv3plus_res101_atrous_CVC_epoch80_dice85.640.pth has been saved
epoch:81/500 SegCE loss:0.0266687 SegJaccard loss:0.131214 ThrJaccard loss:0.12909 ThrGrad loss:0.000165307 ThrSup loss:0.309071
Mixup: SegCE loss:0.0412283 SegJaccard loss:0.13348 ThrJaccard loss:0.126115 SegMixup loss:0.726806 ThrSup loss:0.309674
epoch:82/500 SegCE loss:0.0281699 SegJaccard loss:0.132759 ThrJaccard loss:0.12925 ThrGrad loss:0.000167912 ThrSup loss:0.309988
Mixup: SegCE loss:0.0643652 SegJaccard loss:0.189938 ThrJaccard loss:0.183054 SegMixup loss:0.90077 ThrSup loss:0.310337
Acc: 96.875% Sen: 87.456% Spe: 99.227% Prec: 89.459% Dice: 85.537% Jac: 78.160% F2: 86.087%
epoch:83/500 SegCE loss:0.0271834 SegJaccard loss:0.125989 ThrJaccard loss:0.122858 ThrGrad loss:0.000163602 ThrSup loss:0.309403
Mixup: SegCE loss:0.0750564 SegJaccard loss:0.187839 ThrJaccard loss:0.179823 SegMixup loss:0.939084 ThrSup loss:0.309235
epoch:84/500 SegCE loss:0.0276426 SegJaccard loss:0.12947 ThrJaccard loss:0.126755 ThrGrad loss:0.000164042 ThrSup loss:0.308839
Mixup: SegCE loss:0.0432947 SegJaccard loss:0.132486 ThrJaccard loss:0.126797 SegMixup loss:0.70262 ThrSup loss:0.309241
Acc: 96.704% Sen: 86.172% Spe: 99.112% Prec: 89.918% Dice: 84.857% Jac: 77.420% F2: 84.896%
epoch:85/500 SegCE loss:0.0276037 SegJaccard loss:0.125505 ThrJaccard loss:0.124114 ThrGrad loss:0.000158397 ThrSup loss:0.309757
Mixup: SegCE loss:0.0740653 SegJaccard loss:0.197356 ThrJaccard loss:0.187051 SegMixup loss:0.983939 ThrSup loss:0.309836
epoch:86/500 SegCE loss:0.0266186 SegJaccard loss:0.124959 ThrJaccard loss:0.123023 ThrGrad loss:0.000148742 ThrSup loss:0.309692
Mixup: SegCE loss:0.0627487 SegJaccard loss:0.191322 ThrJaccard loss:0.182473 SegMixup loss:0.984352 ThrSup loss:0.310419
Acc: 96.719% Sen: 86.086% Spe: 99.217% Prec: 90.409% Dice: 84.975% Jac: 77.672% F2: 84.935%
epoch:87/500 SegCE loss:0.0276511 SegJaccard loss:0.126033 ThrJaccard loss:0.123222 ThrGrad loss:0.000158023 ThrSup loss:0.309785
Mixup: SegCE loss:0.0482301 SegJaccard loss:0.154439 ThrJaccard loss:0.146841 SegMixup loss:0.75723 ThrSup loss:0.310178
epoch:88/500 SegCE loss:0.0267271 SegJaccard loss:0.123887 ThrJaccard loss:0.123321 ThrGrad loss:0.000163955 ThrSup loss:0.309616
Mixup: SegCE loss:0.0661137 SegJaccard loss:0.161203 ThrJaccard loss:0.154226 SegMixup loss:0.846976 ThrSup loss:0.309514
Acc: 96.628% Sen: 87.027% Spe: 98.983% Prec: 88.027% Dice: 84.179% Jac: 76.375% F2: 85.020%
epoch:89/500 SegCE loss:0.0265084 SegJaccard loss:0.124573 ThrJaccard loss:0.123509 ThrGrad loss:0.000151126 ThrSup loss:0.309049
Mixup: SegCE loss:0.060505 SegJaccard loss:0.171892 ThrJaccard loss:0.161909 SegMixup loss:0.840451 ThrSup loss:0.30955
epoch:90/500 SegCE loss:0.0261097 SegJaccard loss:0.126348 ThrJaccard loss:0.124744 ThrGrad loss:0.000148129 ThrSup loss:0.308638
Mixup: SegCE loss:0.0380542 SegJaccard loss:0.140295 ThrJaccard loss:0.134817 SegMixup loss:0.76441 ThrSup loss:0.309356
Acc: 96.877% Sen: 84.854% Spe: 99.505% Prec: 91.958% Dice: 85.278% Jac: 78.070% F2: 84.462%
epoch:91/500 SegCE loss:0.0263905 SegJaccard loss:0.128849 ThrJaccard loss:0.127658 ThrGrad loss:0.000158859 ThrSup loss:0.310293
Mixup: SegCE loss:0.0573366 SegJaccard loss:0.172608 ThrJaccard loss:0.161176 SegMixup loss:0.870377 ThrSup loss:0.310743
epoch:92/500 SegCE loss:0.0281198 SegJaccard loss:0.125518 ThrJaccard loss:0.123723 ThrGrad loss:0.000164713 ThrSup loss:0.308705
Mixup: SegCE loss:0.0462571 SegJaccard loss:0.123898 ThrJaccard loss:0.119089 SegMixup loss:0.640826 ThrSup loss:0.308716
Acc: 96.827% Sen: 83.682% Spe: 99.535% Prec: 93.078% Dice: 85.550% Jac: 78.336% F2: 84.136%
epoch:93/500 SegCE loss:0.0255301 SegJaccard loss:0.12179 ThrJaccard loss:0.121027 ThrGrad loss:0.000156697 ThrSup loss:0.309232
Mixup: SegCE loss:0.0523129 SegJaccard loss:0.143456 ThrJaccard loss:0.138696 SegMixup loss:0.760329 ThrSup loss:0.309316
epoch:94/500 SegCE loss:0.0259319 SegJaccard loss:0.124928 ThrJaccard loss:0.122538 ThrGrad loss:0.000153705 ThrSup loss:0.308874
Mixup: SegCE loss:0.0580991 SegJaccard loss:0.161828 ThrJaccard loss:0.154543 SegMixup loss:0.796233 ThrSup loss:0.309096
Acc: 96.947% Sen: 86.881% Spe: 99.321% Prec: 90.732% Dice: 85.866% Jac: 78.646% F2: 85.887%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2/model-best-deeplabv3plus_res101_atrous_CVC_epoch94_dice85.866.pth has been saved
epoch:95/500 SegCE loss:0.0254803 SegJaccard loss:0.122346 ThrJaccard loss:0.121908 ThrGrad loss:0.000151663 ThrSup loss:0.309
Mixup: SegCE loss:0.0521825 SegJaccard loss:0.149905 ThrJaccard loss:0.142472 SegMixup loss:0.736789 ThrSup loss:0.309341
epoch:96/500 SegCE loss:0.0258525 SegJaccard loss:0.123325 ThrJaccard loss:0.12053 ThrGrad loss:0.000151568 ThrSup loss:0.308865
Mixup: SegCE loss:0.0584024 SegJaccard loss:0.16297 ThrJaccard loss:0.153933 SegMixup loss:0.787401 ThrSup loss:0.309521
Acc: 96.850% Sen: 85.428% Spe: 99.411% Prec: 92.282% Dice: 85.762% Jac: 78.739% F2: 85.013%
epoch:97/500 SegCE loss:0.0242076 SegJaccard loss:0.120731 ThrJaccard loss:0.118769 ThrGrad loss:0.000151528 ThrSup loss:0.308535
Mixup: SegCE loss:0.0432986 SegJaccard loss:0.142103 ThrJaccard loss:0.13655 SegMixup loss:0.685048 ThrSup loss:0.308961
epoch:98/500 SegCE loss:0.0273062 SegJaccard loss:0.125101 ThrJaccard loss:0.122512 ThrGrad loss:0.0001593 ThrSup loss:0.308729
Mixup: SegCE loss:0.0797098 SegJaccard loss:0.199905 ThrJaccard loss:0.18877 SegMixup loss:0.96188 ThrSup loss:0.309516
Acc: 96.744% Sen: 88.037% Spe: 98.916% Prec: 88.043% Dice: 84.915% Jac: 77.326% F2: 85.928%
epoch:99/500 SegCE loss:0.0247467 SegJaccard loss:0.119145 ThrJaccard loss:0.117965 ThrGrad loss:0.000147371 ThrSup loss:0.30907
Mixup: SegCE loss:0.0537346 SegJaccard loss:0.168137 ThrJaccard loss:0.15769 SegMixup loss:0.908776 ThrSup loss:0.30997
epoch:100/500 SegCE loss:0.0255121 SegJaccard loss:0.122142 ThrJaccard loss:0.120464 ThrGrad loss:0.000158404 ThrSup loss:0.30896
Mixup: SegCE loss:0.07654 SegJaccard loss:0.188928 ThrJaccard loss:0.180389 SegMixup loss:0.863096 ThrSup loss:0.309501
Acc: 96.436% Sen: 88.356% Spe: 98.600% Prec: 86.123% Dice: 83.615% Jac: 75.751% F2: 85.312%
epoch:101/500 SegCE loss:0.0263629 SegJaccard loss:0.121535 ThrJaccard loss:0.119464 ThrGrad loss:0.00014821 ThrSup loss:0.308845
Mixup: SegCE loss:0.0497425 SegJaccard loss:0.150933 ThrJaccard loss:0.143429 SegMixup loss:0.762857 ThrSup loss:0.309479
epoch:102/500 SegCE loss:0.0257953 SegJaccard loss:0.123781 ThrJaccard loss:0.122063 ThrGrad loss:0.00014769 ThrSup loss:0.309438
Mixup: SegCE loss:0.0634818 SegJaccard loss:0.187295 ThrJaccard loss:0.17674 SegMixup loss:0.915181 ThrSup loss:0.31005
Acc: 96.547% Sen: 87.389% Spe: 98.798% Prec: 87.222% Dice: 83.777% Jac: 75.913% F2: 84.887%
epoch:103/500 SegCE loss:0.0242085 SegJaccard loss:0.119313 ThrJaccard loss:0.117232 ThrGrad loss:0.000144761 ThrSup loss:0.308545
Mixup: SegCE loss:0.0468683 SegJaccard loss:0.149106 ThrJaccard loss:0.141085 SegMixup loss:0.787122 ThrSup loss:0.30883
epoch:104/500 SegCE loss:0.0250153 SegJaccard loss:0.121656 ThrJaccard loss:0.120451 ThrGrad loss:0.000138608 ThrSup loss:0.309136
Mixup: SegCE loss:0.0686618 SegJaccard loss:0.191713 ThrJaccard loss:0.183645 SegMixup loss:0.878406 ThrSup loss:0.31012
Acc: 96.815% Sen: 84.141% Spe: 99.501% Prec: 92.713% Dice: 85.317% Jac: 78.009% F2: 84.095%
epoch:105/500 SegCE loss:0.0246646 SegJaccard loss:0.122441 ThrJaccard loss:0.121048 ThrGrad loss:0.000145143 ThrSup loss:0.308295
Mixup: SegCE loss:0.0370988 SegJaccard loss:0.122445 ThrJaccard loss:0.115119 SegMixup loss:0.676081 ThrSup loss:0.308962
epoch:106/500 SegCE loss:0.0258606 SegJaccard loss:0.125349 ThrJaccard loss:0.122568 ThrGrad loss:0.000148514 ThrSup loss:0.309381
Mixup: SegCE loss:0.0705475 SegJaccard loss:0.192805 ThrJaccard loss:0.181015 SegMixup loss:0.955037 ThrSup loss:0.310555
Acc: 96.603% Sen: 86.538% Spe: 99.027% Prec: 88.509% Dice: 84.064% Jac: 76.249% F2: 84.666%
epoch:107/500 SegCE loss:0.0248634 SegJaccard loss:0.118927 ThrJaccard loss:0.117766 ThrGrad loss:0.000145462 ThrSup loss:0.307955
Mixup: SegCE loss:0.051382 SegJaccard loss:0.153004 ThrJaccard loss:0.146951 SegMixup loss:0.773666 ThrSup loss:0.308669
epoch:108/500 SegCE loss:0.0245348 SegJaccard loss:0.119555 ThrJaccard loss:0.118567 ThrGrad loss:0.000148235 ThrSup loss:0.30844
Mixup: SegCE loss:0.0410533 SegJaccard loss:0.136258 ThrJaccard loss:0.129062 SegMixup loss:0.759165 ThrSup loss:0.309165
Acc: 96.831% Sen: 83.919% Spe: 99.468% Prec: 93.330% Dice: 85.588% Jac: 78.363% F2: 84.064%
epoch:109/500 SegCE loss:0.0245138 SegJaccard loss:0.120842 ThrJaccard loss:0.118216 ThrGrad loss:0.000142357 ThrSup loss:0.308901
Mixup: SegCE loss:0.0615699 SegJaccard loss:0.169032 ThrJaccard loss:0.162297 SegMixup loss:0.892784 ThrSup loss:0.309439
epoch:110/500 SegCE loss:0.02524 SegJaccard loss:0.12315 ThrJaccard loss:0.119624 ThrGrad loss:0.000141209 ThrSup loss:0.310334
Mixup: SegCE loss:0.0801689 SegJaccard loss:0.212093 ThrJaccard loss:0.200682 SegMixup loss:1.01417 ThrSup loss:0.311089
Acc: 96.880% Sen: 85.407% Spe: 99.344% Prec: 92.074% Dice: 85.781% Jac: 78.638% F2: 84.988%
epoch:111/500 SegCE loss:0.025173 SegJaccard loss:0.122556 ThrJaccard loss:0.120398 ThrGrad loss:0.000147799 ThrSup loss:0.308663
Mixup: SegCE loss:0.0581565 SegJaccard loss:0.16294 ThrJaccard loss:0.153282 SegMixup loss:0.875886 ThrSup loss:0.309575
epoch:112/500 SegCE loss:0.0237447 SegJaccard loss:0.116216 ThrJaccard loss:0.114171 ThrGrad loss:0.000146912 ThrSup loss:0.308702
Mixup: SegCE loss:0.0325085 SegJaccard loss:0.115474 ThrJaccard loss:0.110948 SegMixup loss:0.683444 ThrSup loss:0.309229
Acc: 96.823% Sen: 86.911% Spe: 99.147% Prec: 90.109% Dice: 85.531% Jac: 78.217% F2: 85.667%
epoch:113/500 SegCE loss:0.0250134 SegJaccard loss:0.119312 ThrJaccard loss:0.116851 ThrGrad loss:0.000145114 ThrSup loss:0.30877
Mixup: SegCE loss:0.0812827 SegJaccard loss:0.203203 ThrJaccard loss:0.194165 SegMixup loss:0.902201 ThrSup loss:0.309589
epoch:114/500 SegCE loss:0.0234918 SegJaccard loss:0.116105 ThrJaccard loss:0.115097 ThrGrad loss:0.000148008 ThrSup loss:0.308112
Mixup: SegCE loss:0.0438227 SegJaccard loss:0.132846 ThrJaccard loss:0.12627 SegMixup loss:0.722007 ThrSup loss:0.308898
Acc: 96.817% Sen: 86.646% Spe: 99.189% Prec: 89.966% Dice: 85.363% Jac: 77.912% F2: 85.454%
epoch:115/500 SegCE loss:0.0236172 SegJaccard loss:0.11671 ThrJaccard loss:0.114294 ThrGrad loss:0.000145114 ThrSup loss:0.307924
Mixup: SegCE loss:0.0380415 SegJaccard loss:0.126978 ThrJaccard loss:0.121063 SegMixup loss:0.671486 ThrSup loss:0.308647
epoch:116/500 SegCE loss:0.0233785 SegJaccard loss:0.114553 ThrJaccard loss:0.113665 ThrGrad loss:0.000137299 ThrSup loss:0.308138
Mixup: SegCE loss:0.0559471 SegJaccard loss:0.156732 ThrJaccard loss:0.1523 SegMixup loss:0.782411 ThrSup loss:0.308286
Acc: 96.867% Sen: 86.617% Spe: 99.272% Prec: 90.863% Dice: 85.953% Jac: 78.636% F2: 85.774%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2/model-best-deeplabv3plus_res101_atrous_CVC_epoch116_dice85.953.pth has been saved
epoch:117/500 SegCE loss:0.0250404 SegJaccard loss:0.115438 ThrJaccard loss:0.113839 ThrGrad loss:0.000142958 ThrSup loss:0.308637
Mixup: SegCE loss:0.054786 SegJaccard loss:0.16189 ThrJaccard loss:0.153349 SegMixup loss:0.769397 ThrSup loss:0.309699
epoch:118/500 SegCE loss:0.0250149 SegJaccard loss:0.12175 ThrJaccard loss:0.120452 ThrGrad loss:0.000140764 ThrSup loss:0.308819
Mixup: SegCE loss:0.0626841 SegJaccard loss:0.167536 ThrJaccard loss:0.159802 SegMixup loss:0.783173 ThrSup loss:0.309717
Acc: 96.756% Sen: 88.145% Spe: 98.987% Prec: 87.842% Dice: 84.779% Jac: 77.160% F2: 85.907%
epoch:119/500 SegCE loss:0.024593 SegJaccard loss:0.115759 ThrJaccard loss:0.114357 ThrGrad loss:0.000136264 ThrSup loss:0.307846
Mixup: SegCE loss:0.0375158 SegJaccard loss:0.127018 ThrJaccard loss:0.119281 SegMixup loss:0.684154 ThrSup loss:0.308153
epoch:120/500 SegCE loss:0.0232845 SegJaccard loss:0.115443 ThrJaccard loss:0.11357 ThrGrad loss:0.000136107 ThrSup loss:0.308429
Mixup: SegCE loss:0.0596996 SegJaccard loss:0.165915 ThrJaccard loss:0.154933 SegMixup loss:0.810161 ThrSup loss:0.308898
Acc: 96.831% Sen: 87.406% Spe: 99.144% Prec: 89.241% Dice: 85.250% Jac: 77.774% F2: 85.771%
epoch:121/500 SegCE loss:0.0230282 SegJaccard loss:0.114552 ThrJaccard loss:0.113001 ThrGrad loss:0.000134111 ThrSup loss:0.30855
Mixup: SegCE loss:0.0538629 SegJaccard loss:0.158734 ThrJaccard loss:0.152025 SegMixup loss:0.768274 ThrSup loss:0.309801
epoch:122/500 SegCE loss:0.0231509 SegJaccard loss:0.114589 ThrJaccard loss:0.113378 ThrGrad loss:0.000133685 ThrSup loss:0.307736
Mixup: SegCE loss:0.0403442 SegJaccard loss:0.130717 ThrJaccard loss:0.12587 SegMixup loss:0.696622 ThrSup loss:0.308255
Acc: 96.938% Sen: 86.528% Spe: 99.307% Prec: 91.633% Dice: 86.249% Jac: 79.258% F2: 85.814%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2/model-best-deeplabv3plus_res101_atrous_CVC_epoch122_dice86.249.pth has been saved
epoch:123/500 SegCE loss:0.0225584 SegJaccard loss:0.11363 ThrJaccard loss:0.112292 ThrGrad loss:0.000135022 ThrSup loss:0.308159
Mixup: SegCE loss:0.0512248 SegJaccard loss:0.14743 ThrJaccard loss:0.142037 SegMixup loss:0.729624 ThrSup loss:0.308575
epoch:124/500 SegCE loss:0.0232831 SegJaccard loss:0.11415 ThrJaccard loss:0.114018 ThrGrad loss:0.000140193 ThrSup loss:0.308353
Mixup: SegCE loss:0.0636126 SegJaccard loss:0.171017 ThrJaccard loss:0.162689 SegMixup loss:0.896501 ThrSup loss:0.309165
Acc: 96.856% Sen: 85.075% Spe: 99.394% Prec: 92.583% Dice: 85.965% Jac: 78.887% F2: 84.902%
epoch:125/500 SegCE loss:0.0229712 SegJaccard loss:0.112667 ThrJaccard loss:0.111458 ThrGrad loss:0.000131634 ThrSup loss:0.308118
Mixup: SegCE loss:0.0631236 SegJaccard loss:0.176115 ThrJaccard loss:0.169052 SegMixup loss:0.877683 ThrSup loss:0.309362
epoch:126/500 SegCE loss:0.0232577 SegJaccard loss:0.113315 ThrJaccard loss:0.111309 ThrGrad loss:0.000130181 ThrSup loss:0.308122
Mixup: SegCE loss:0.06076 SegJaccard loss:0.165726 ThrJaccard loss:0.157353 SegMixup loss:0.809144 ThrSup loss:0.308636
Acc: 96.917% Sen: 84.530% Spe: 99.562% Prec: 93.321% Dice: 85.972% Jac: 78.926% F2: 84.645%
epoch:127/500 SegCE loss:0.0240625 SegJaccard loss:0.11804 ThrJaccard loss:0.116176 ThrGrad loss:0.000122319 ThrSup loss:0.308409
Mixup: SegCE loss:0.0461312 SegJaccard loss:0.149223 ThrJaccard loss:0.144225 SegMixup loss:0.833302 ThrSup loss:0.309219
epoch:128/500 SegCE loss:0.0227323 SegJaccard loss:0.111857 ThrJaccard loss:0.110249 ThrGrad loss:0.000134715 ThrSup loss:0.30776
Mixup: SegCE loss:0.0438624 SegJaccard loss:0.143005 ThrJaccard loss:0.136536 SegMixup loss:0.762037 ThrSup loss:0.308473
Acc: 96.955% Sen: 85.289% Spe: 99.545% Prec: 92.871% Dice: 86.140% Jac: 79.230% F2: 85.183%
epoch:129/500 SegCE loss:0.0231222 SegJaccard loss:0.117309 ThrJaccard loss:0.115743 ThrGrad loss:0.000126995 ThrSup loss:0.308571
Mixup: SegCE loss:0.0563833 SegJaccard loss:0.160907 ThrJaccard loss:0.151351 SegMixup loss:0.820927 ThrSup loss:0.30884
epoch:130/500 SegCE loss:0.02315 SegJaccard loss:0.113008 ThrJaccard loss:0.111151 ThrGrad loss:0.000128569 ThrSup loss:0.308453
Mixup: SegCE loss:0.0595458 SegJaccard loss:0.176195 ThrJaccard loss:0.166596 SegMixup loss:0.877858 ThrSup loss:0.309491
Acc: 96.993% Sen: 85.642% Spe: 99.536% Prec: 92.447% Dice: 86.204% Jac: 79.223% F2: 85.427%
epoch:131/500 SegCE loss:0.0231643 SegJaccard loss:0.113345 ThrJaccard loss:0.112303 ThrGrad loss:0.000123542 ThrSup loss:0.30848
Mixup: SegCE loss:0.0593885 SegJaccard loss:0.162701 ThrJaccard loss:0.155142 SegMixup loss:0.833426 ThrSup loss:0.309524
epoch:132/500 SegCE loss:0.0224671 SegJaccard loss:0.114778 ThrJaccard loss:0.113402 ThrGrad loss:0.000136114 ThrSup loss:0.308117
Mixup: SegCE loss:0.0556779 SegJaccard loss:0.162563 ThrJaccard loss:0.157549 SegMixup loss:0.800708 ThrSup loss:0.308758
Acc: 96.666% Sen: 89.479% Spe: 98.689% Prec: 85.719% Dice: 84.220% Jac: 76.279% F2: 86.207%
epoch:133/500 SegCE loss:0.0228545 SegJaccard loss:0.115469 ThrJaccard loss:0.114039 ThrGrad loss:0.000131851 ThrSup loss:0.308615
Mixup: SegCE loss:0.0502001 SegJaccard loss:0.150197 ThrJaccard loss:0.145842 SegMixup loss:0.77281 ThrSup loss:0.30966
epoch:134/500 SegCE loss:0.022539 SegJaccard loss:0.11284 ThrJaccard loss:0.112045 ThrGrad loss:0.000127515 ThrSup loss:0.307618
Mixup: SegCE loss:0.0430005 SegJaccard loss:0.132702 ThrJaccard loss:0.127059 SegMixup loss:0.694205 ThrSup loss:0.308127
Acc: 96.942% Sen: 88.404% Spe: 99.155% Prec: 89.120% Dice: 85.923% Jac: 78.603% F2: 86.767%
epoch:135/500 SegCE loss:0.024191 SegJaccard loss:0.114607 ThrJaccard loss:0.112264 ThrGrad loss:0.000125841 ThrSup loss:0.308794
Mixup: SegCE loss:0.0545582 SegJaccard loss:0.163123 ThrJaccard loss:0.155598 SegMixup loss:0.762047 ThrSup loss:0.310086
epoch:136/500 SegCE loss:0.0225099 SegJaccard loss:0.110007 ThrJaccard loss:0.108301 ThrGrad loss:0.0001277 ThrSup loss:0.307802
Mixup: SegCE loss:0.0442332 SegJaccard loss:0.137309 ThrJaccard loss:0.132495 SegMixup loss:0.696579 ThrSup loss:0.308685
Acc: 96.929% Sen: 86.879% Spe: 99.338% Prec: 91.010% Dice: 86.094% Jac: 79.039% F2: 85.963%
epoch:137/500 SegCE loss:0.0227586 SegJaccard loss:0.111441 ThrJaccard loss:0.111346 ThrGrad loss:0.000129375 ThrSup loss:0.307932
Mixup: SegCE loss:0.0506936 SegJaccard loss:0.152994 ThrJaccard loss:0.146169 SegMixup loss:0.743413 ThrSup loss:0.309316
epoch:138/500 SegCE loss:0.0230163 SegJaccard loss:0.114223 ThrJaccard loss:0.112867 ThrGrad loss:0.000125478 ThrSup loss:0.308292
Mixup: SegCE loss:0.0559426 SegJaccard loss:0.170531 ThrJaccard loss:0.16198 SegMixup loss:0.838209 ThrSup loss:0.309352
Acc: 96.982% Sen: 85.463% Spe: 99.570% Prec: 93.079% Dice: 86.417% Jac: 79.615% F2: 85.484%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2/model-best-deeplabv3plus_res101_atrous_CVC_epoch138_dice86.417.pth has been saved
epoch:139/500 SegCE loss:0.0217905 SegJaccard loss:0.110616 ThrJaccard loss:0.108574 ThrGrad loss:0.000130143 ThrSup loss:0.307937
Mixup: SegCE loss:0.0528151 SegJaccard loss:0.150116 ThrJaccard loss:0.144879 SegMixup loss:0.73416 ThrSup loss:0.308556
epoch:140/500 SegCE loss:0.0224086 SegJaccard loss:0.111693 ThrJaccard loss:0.110918 ThrGrad loss:0.000130635 ThrSup loss:0.30775
Mixup: SegCE loss:0.0416238 SegJaccard loss:0.137825 ThrJaccard loss:0.131387 SegMixup loss:0.682968 ThrSup loss:0.308682
Acc: 96.931% Sen: 87.018% Spe: 99.309% Prec: 91.415% Dice: 86.393% Jac: 79.444% F2: 86.182%
epoch:141/500 SegCE loss:0.0215704 SegJaccard loss:0.110051 ThrJaccard loss:0.108137 ThrGrad loss:0.000124389 ThrSup loss:0.307805
Mixup: SegCE loss:0.0385629 SegJaccard loss:0.124899 ThrJaccard loss:0.120494 SegMixup loss:0.643017 ThrSup loss:0.30851
epoch:142/500 SegCE loss:0.0225593 SegJaccard loss:0.111424 ThrJaccard loss:0.110807 ThrGrad loss:0.000129408 ThrSup loss:0.308102
Mixup: SegCE loss:0.0574658 SegJaccard loss:0.175796 ThrJaccard loss:0.167126 SegMixup loss:0.835525 ThrSup loss:0.309415
Acc: 97.006% Sen: 86.525% Spe: 99.452% Prec: 91.922% Dice: 86.418% Jac: 79.470% F2: 85.993%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2/model-best-deeplabv3plus_res101_atrous_CVC_epoch142_dice86.418.pth has been saved
epoch:143/500 SegCE loss:0.0218775 SegJaccard loss:0.109757 ThrJaccard loss:0.107737 ThrGrad loss:0.00012957 ThrSup loss:0.307976
Mixup: SegCE loss:0.0364679 SegJaccard loss:0.126692 ThrJaccard loss:0.122293 SegMixup loss:0.654476 ThrSup loss:0.309195
epoch:144/500 SegCE loss:0.0220218 SegJaccard loss:0.110568 ThrJaccard loss:0.109964 ThrGrad loss:0.000135636 ThrSup loss:0.307852
Mixup: SegCE loss:0.051279 SegJaccard loss:0.150991 ThrJaccard loss:0.144146 SegMixup loss:0.769202 ThrSup loss:0.309296
Acc: 96.931% Sen: 84.182% Spe: 99.624% Prec: 93.633% Dice: 85.967% Jac: 78.933% F2: 84.590%
epoch:145/500 SegCE loss:0.0219059 SegJaccard loss:0.109296 ThrJaccard loss:0.108286 ThrGrad loss:0.000137417 ThrSup loss:0.308302
Mixup: SegCE loss:0.0525442 SegJaccard loss:0.151683 ThrJaccard loss:0.145765 SegMixup loss:0.806674 ThrSup loss:0.308727
epoch:146/500 SegCE loss:0.0219345 SegJaccard loss:0.108108 ThrJaccard loss:0.107972 ThrGrad loss:0.000129092 ThrSup loss:0.307893
Mixup: SegCE loss:0.0503853 SegJaccard loss:0.144675 ThrJaccard loss:0.138161 SegMixup loss:0.707211 ThrSup loss:0.308644
Acc: 96.863% Sen: 81.761% Spe: 99.808% Prec: 95.784% Dice: 85.511% Jac: 78.397% F2: 82.960%
epoch:147/500 SegCE loss:0.0218321 SegJaccard loss:0.109945 ThrJaccard loss:0.108449 ThrGrad loss:0.000124967 ThrSup loss:0.308147
Mixup: SegCE loss:0.0370503 SegJaccard loss:0.125076 ThrJaccard loss:0.11955 SegMixup loss:0.697202 ThrSup loss:0.309005
epoch:148/500 SegCE loss:0.0220771 SegJaccard loss:0.109894 ThrJaccard loss:0.107775 ThrGrad loss:0.000127366 ThrSup loss:0.307759
Mixup: SegCE loss:0.0380129 SegJaccard loss:0.127463 ThrJaccard loss:0.122427 SegMixup loss:0.628907 ThrSup loss:0.308368
Acc: 97.023% Sen: 85.297% Spe: 99.614% Prec: 93.175% Dice: 86.399% Jac: 79.520% F2: 85.399%
epoch:149/500 SegCE loss:0.0220962 SegJaccard loss:0.107031 ThrJaccard loss:0.105473 ThrGrad loss:0.000130368 ThrSup loss:0.307638
Mixup: SegCE loss:0.0472247 SegJaccard loss:0.151345 ThrJaccard loss:0.144257 SegMixup loss:0.785271 ThrSup loss:0.308674
epoch:150/500 SegCE loss:0.0223011 SegJaccard loss:0.109059 ThrJaccard loss:0.109045 ThrGrad loss:0.000125032 ThrSup loss:0.308082
Mixup: SegCE loss:0.0467448 SegJaccard loss:0.145328 ThrJaccard loss:0.139089 SegMixup loss:0.735614 ThrSup loss:0.30891
Acc: 96.949% Sen: 84.217% Spe: 99.643% Prec: 94.071% Dice: 86.094% Jac: 79.288% F2: 84.521%
epoch:151/500 SegCE loss:0.0207078 SegJaccard loss:0.107302 ThrJaccard loss:0.106152 ThrGrad loss:0.000132896 ThrSup loss:0.307672
Mixup: SegCE loss:0.0373231 SegJaccard loss:0.126269 ThrJaccard loss:0.118799 SegMixup loss:0.675862 ThrSup loss:0.308324
epoch:152/500 SegCE loss:0.0215607 SegJaccard loss:0.107363 ThrJaccard loss:0.106708 ThrGrad loss:0.0001237 ThrSup loss:0.307911
Mixup: SegCE loss:0.0485285 SegJaccard loss:0.147048 ThrJaccard loss:0.141636 SegMixup loss:0.692031 ThrSup loss:0.308985
Acc: 96.929% Sen: 85.797% Spe: 99.454% Prec: 92.379% Dice: 86.076% Jac: 79.097% F2: 85.376%
epoch:153/500 SegCE loss:0.0215839 SegJaccard loss:0.110129 ThrJaccard loss:0.10922 ThrGrad loss:0.00013218 ThrSup loss:0.307958
Mixup: SegCE loss:0.0547711 SegJaccard loss:0.159952 ThrJaccard loss:0.151291 SegMixup loss:0.737559 ThrSup loss:0.30951
epoch:154/500 SegCE loss:0.0211965 SegJaccard loss:0.107753 ThrJaccard loss:0.107532 ThrGrad loss:0.000129431 ThrSup loss:0.307754
Mixup: SegCE loss:0.0352038 SegJaccard loss:0.12275 ThrJaccard loss:0.117236 SegMixup loss:0.621471 ThrSup loss:0.30863
Acc: 96.956% Sen: 83.831% Spe: 99.614% Prec: 94.293% Dice: 86.121% Jac: 79.143% F2: 84.299%
epoch:155/500 SegCE loss:0.0212834 SegJaccard loss:0.106894 ThrJaccard loss:0.106411 ThrGrad loss:0.000134421 ThrSup loss:0.307792
Mixup: SegCE loss:0.0395322 SegJaccard loss:0.119122 ThrJaccard loss:0.114398 SegMixup loss:0.61959 ThrSup loss:0.30849
epoch:156/500 SegCE loss:0.0218284 SegJaccard loss:0.111648 ThrJaccard loss:0.110817 ThrGrad loss:0.000129676 ThrSup loss:0.308298
Mixup: SegCE loss:0.0498314 SegJaccard loss:0.136959 ThrJaccard loss:0.132258 SegMixup loss:0.738337 ThrSup loss:0.30852
Acc: 96.913% Sen: 83.487% Spe: 99.610% Prec: 94.320% Dice: 85.846% Jac: 78.880% F2: 83.983%
epoch:157/500 SegCE loss:0.0216214 SegJaccard loss:0.106603 ThrJaccard loss:0.104469 ThrGrad loss:0.000130386 ThrSup loss:0.307869
Mixup: SegCE loss:0.0480734 SegJaccard loss:0.14694 ThrJaccard loss:0.140318 SegMixup loss:0.744225 ThrSup loss:0.309071
epoch:158/500 SegCE loss:0.0212918 SegJaccard loss:0.109386 ThrJaccard loss:0.107662 ThrGrad loss:0.00013264 ThrSup loss:0.308187
Mixup: SegCE loss:0.0566365 SegJaccard loss:0.167894 ThrJaccard loss:0.159786 SegMixup loss:0.825059 ThrSup loss:0.308914
Acc: 96.937% Sen: 85.103% Spe: 99.528% Prec: 92.810% Dice: 86.029% Jac: 79.018% F2: 84.975%
epoch:159/500 SegCE loss:0.0215587 SegJaccard loss:0.112331 ThrJaccard loss:0.110645 ThrGrad loss:0.000127781 ThrSup loss:0.307669
Mixup: SegCE loss:0.0396241 SegJaccard loss:0.142047 ThrJaccard loss:0.137104 SegMixup loss:0.852017 ThrSup loss:0.308504
epoch:160/500 SegCE loss:0.021693 SegJaccard loss:0.110663 ThrJaccard loss:0.110046 ThrGrad loss:0.000117116 ThrSup loss:0.308077
Mixup: SegCE loss:0.0387205 SegJaccard loss:0.140484 ThrJaccard loss:0.133883 SegMixup loss:0.72212 ThrSup loss:0.309026
Acc: 97.012% Sen: 84.737% Spe: 99.666% Prec: 93.842% Dice: 86.390% Jac: 79.576% F2: 85.073%
epoch:161/500 SegCE loss:0.0225094 SegJaccard loss:0.1099 ThrJaccard loss:0.108084 ThrGrad loss:0.000133039 ThrSup loss:0.307716
Mixup: SegCE loss:0.0451361 SegJaccard loss:0.137157 ThrJaccard loss:0.132288 SegMixup loss:0.669447 ThrSup loss:0.308483
epoch:162/500 SegCE loss:0.0210931 SegJaccard loss:0.105334 ThrJaccard loss:0.105542 ThrGrad loss:0.000127352 ThrSup loss:0.307515
Mixup: SegCE loss:0.0325251 SegJaccard loss:0.118141 ThrJaccard loss:0.114035 SegMixup loss:0.567076 ThrSup loss:0.308705
Acc: 96.911% Sen: 83.947% Spe: 99.632% Prec: 93.819% Dice: 85.893% Jac: 78.846% F2: 84.461%
epoch:163/500 SegCE loss:0.0212337 SegJaccard loss:0.108487 ThrJaccard loss:0.107131 ThrGrad loss:0.000126474 ThrSup loss:0.307763
Mixup: SegCE loss:0.0378821 SegJaccard loss:0.132035 ThrJaccard loss:0.127622 SegMixup loss:0.715436 ThrSup loss:0.3083
epoch:164/500 SegCE loss:0.021122 SegJaccard loss:0.107466 ThrJaccard loss:0.107137 ThrGrad loss:0.000127628 ThrSup loss:0.307548
Mixup: SegCE loss:0.044718 SegJaccard loss:0.138096 ThrJaccard loss:0.133821 SegMixup loss:0.723876 ThrSup loss:0.308401
Acc: 96.888% Sen: 84.847% Spe: 99.489% Prec: 92.846% Dice: 85.734% Jac: 78.686% F2: 84.689%
epoch:165/500 SegCE loss:0.0206812 SegJaccard loss:0.104775 ThrJaccard loss:0.103636 ThrGrad loss:0.000130242 ThrSup loss:0.307582
Mixup: SegCE loss:0.042648 SegJaccard loss:0.138292 ThrJaccard loss:0.13284 SegMixup loss:0.774872 ThrSup loss:0.308278
epoch:166/500 SegCE loss:0.0212879 SegJaccard loss:0.108421 ThrJaccard loss:0.10737 ThrGrad loss:0.000124411 ThrSup loss:0.307754
Mixup: SegCE loss:0.0316282 SegJaccard loss:0.115258 ThrJaccard loss:0.112058 SegMixup loss:0.609496 ThrSup loss:0.308855
Acc: 96.925% Sen: 85.962% Spe: 99.438% Prec: 92.016% Dice: 86.006% Jac: 79.051% F2: 85.434%
epoch:167/500 SegCE loss:0.0208265 SegJaccard loss:0.106205 ThrJaccard loss:0.104162 ThrGrad loss:0.000117357 ThrSup loss:0.307686
Mixup: SegCE loss:0.0458461 SegJaccard loss:0.145004 ThrJaccard loss:0.13879 SegMixup loss:0.758871 ThrSup loss:0.30908
epoch:168/500 SegCE loss:0.0213479 SegJaccard loss:0.108919 ThrJaccard loss:0.107823 ThrGrad loss:0.000121433 ThrSup loss:0.308184
Mixup: SegCE loss:0.0472025 SegJaccard loss:0.141348 ThrJaccard loss:0.134427 SegMixup loss:0.69104 ThrSup loss:0.30892
Acc: 96.909% Sen: 86.501% Spe: 99.437% Prec: 90.958% Dice: 85.738% Jac: 78.500% F2: 85.808%
epoch:169/500 SegCE loss:0.0205187 SegJaccard loss:0.107034 ThrJaccard loss:0.105199 ThrGrad loss:0.000123356 ThrSup loss:0.307429
Mixup: SegCE loss:0.0354119 SegJaccard loss:0.120171 ThrJaccard loss:0.116198 SegMixup loss:0.612847 ThrSup loss:0.308026
epoch:170/500 SegCE loss:0.0212628 SegJaccard loss:0.107923 ThrJaccard loss:0.107005 ThrGrad loss:0.000127043 ThrSup loss:0.308396
Mixup: SegCE loss:0.0575746 SegJaccard loss:0.163203 ThrJaccard loss:0.154283 SegMixup loss:0.752753 ThrSup loss:0.31002
Acc: 96.924% Sen: 84.476% Spe: 99.589% Prec: 93.069% Dice: 85.808% Jac: 78.720% F2: 84.655%
epoch:171/500 SegCE loss:0.0208736 SegJaccard loss:0.105507 ThrJaccard loss:0.104819 ThrGrad loss:0.000125057 ThrSup loss:0.307989
Mixup: SegCE loss:0.0448216 SegJaccard loss:0.136655 ThrJaccard loss:0.129566 SegMixup loss:0.732726 ThrSup loss:0.308974
epoch:172/500 SegCE loss:0.0207697 SegJaccard loss:0.108433 ThrJaccard loss:0.107538 ThrGrad loss:0.000127601 ThrSup loss:0.30772
Mixup: SegCE loss:0.0388422 SegJaccard loss:0.129159 ThrJaccard loss:0.123339 SegMixup loss:0.682074 ThrSup loss:0.308778
Acc: 96.959% Sen: 86.645% Spe: 99.380% Prec: 90.997% Dice: 85.961% Jac: 78.783% F2: 85.976%
epoch:173/500 SegCE loss:0.0216145 SegJaccard loss:0.108923 ThrJaccard loss:0.107422 ThrGrad loss:0.000132226 ThrSup loss:0.307822
Mixup: SegCE loss:0.0311063 SegJaccard loss:0.105439 ThrJaccard loss:0.101986 SegMixup loss:0.569756 ThrSup loss:0.30862
epoch:174/500 SegCE loss:0.0210166 SegJaccard loss:0.104728 ThrJaccard loss:0.104229 ThrGrad loss:0.000126895 ThrSup loss:0.307893
Mixup: SegCE loss:0.0552844 SegJaccard loss:0.158321 ThrJaccard loss:0.151769 SegMixup loss:0.779474 ThrSup loss:0.309082
Acc: 96.825% Sen: 88.017% Spe: 99.113% Prec: 88.179% Dice: 84.984% Jac: 77.438% F2: 86.100%
epoch:175/500 SegCE loss:0.0226222 SegJaccard loss:0.109979 ThrJaccard loss:0.109762 ThrGrad loss:0.000133825 ThrSup loss:0.3077
Mixup: SegCE loss:0.0417518 SegJaccard loss:0.129408 ThrJaccard loss:0.124248 SegMixup loss:0.686296 ThrSup loss:0.308858
epoch:176/500 SegCE loss:0.0213196 SegJaccard loss:0.108091 ThrJaccard loss:0.106989 ThrGrad loss:0.000133206 ThrSup loss:0.308063
Mixup: SegCE loss:0.0494582 SegJaccard loss:0.154765 ThrJaccard loss:0.148589 SegMixup loss:0.705237 ThrSup loss:0.308659
Acc: 96.928% Sen: 86.013% Spe: 99.430% Prec: 91.875% Dice: 86.025% Jac: 79.044% F2: 85.492%
epoch:177/500 SegCE loss:0.0210815 SegJaccard loss:0.104089 ThrJaccard loss:0.103703 ThrGrad loss:0.00012745 ThrSup loss:0.30767
Mixup: SegCE loss:0.0487493 SegJaccard loss:0.155149 ThrJaccard loss:0.148729 SegMixup loss:0.732659 ThrSup loss:0.308976
epoch:178/500 SegCE loss:0.0203912 SegJaccard loss:0.103924 ThrJaccard loss:0.102812 ThrGrad loss:0.000129237 ThrSup loss:0.307459
Mixup: SegCE loss:0.0547614 SegJaccard loss:0.150552 ThrJaccard loss:0.1447 SegMixup loss:0.752085 ThrSup loss:0.308494
Acc: 96.917% Sen: 83.259% Spe: 99.677% Prec: 94.219% Dice: 85.632% Jac: 78.616% F2: 83.856%
epoch:179/500 SegCE loss:0.0206109 SegJaccard loss:0.106392 ThrJaccard loss:0.105428 ThrGrad loss:0.000121666 ThrSup loss:0.307919
Mixup: SegCE loss:0.0418622 SegJaccard loss:0.135565 ThrJaccard loss:0.128084 SegMixup loss:0.677851 ThrSup loss:0.309274
epoch:180/500 SegCE loss:0.0209234 SegJaccard loss:0.106751 ThrJaccard loss:0.105485 ThrGrad loss:0.000126464 ThrSup loss:0.307838
Mixup: SegCE loss:0.0609487 SegJaccard loss:0.173484 ThrJaccard loss:0.166182 SegMixup loss:0.905205 ThrSup loss:0.308201
Acc: 96.975% Sen: 85.110% Spe: 99.598% Prec: 93.093% Dice: 86.116% Jac: 79.275% F2: 85.128%
epoch:181/500 SegCE loss:0.0203882 SegJaccard loss:0.10416 ThrJaccard loss:0.102952 ThrGrad loss:0.000122536 ThrSup loss:0.307661
Mixup: SegCE loss:0.0460268 SegJaccard loss:0.141311 ThrJaccard loss:0.135669 SegMixup loss:0.698916 ThrSup loss:0.30867
epoch:182/500 SegCE loss:0.0204971 SegJaccard loss:0.108097 ThrJaccard loss:0.106787 ThrGrad loss:0.000117449 ThrSup loss:0.307409
Mixup: SegCE loss:0.0282466 SegJaccard loss:0.106055 ThrJaccard loss:0.101304 SegMixup loss:0.555839 ThrSup loss:0.308352
Acc: 96.853% Sen: 82.608% Spe: 99.685% Prec: 94.581% Dice: 85.477% Jac: 78.608% F2: 83.509%
epoch:183/500 SegCE loss:0.0205329 SegJaccard loss:0.105794 ThrJaccard loss:0.105025 ThrGrad loss:0.000121066 ThrSup loss:0.308125
Mixup: SegCE loss:0.0543802 SegJaccard loss:0.157867 ThrJaccard loss:0.152404 SegMixup loss:0.836217 ThrSup loss:0.309389
epoch:184/500 SegCE loss:0.0199146 SegJaccard loss:0.103258 ThrJaccard loss:0.102577 ThrGrad loss:0.000132768 ThrSup loss:0.307696
Mixup: SegCE loss:0.0496243 SegJaccard loss:0.156626 ThrJaccard loss:0.1501 SegMixup loss:0.833563 ThrSup loss:0.308843
Acc: 96.987% Sen: 84.356% Spe: 99.665% Prec: 93.766% Dice: 86.110% Jac: 79.268% F2: 84.752%
epoch:185/500 SegCE loss:0.0207404 SegJaccard loss:0.107288 ThrJaccard loss:0.106515 ThrGrad loss:0.000124777 ThrSup loss:0.307488
Mixup: SegCE loss:0.0423835 SegJaccard loss:0.144302 ThrJaccard loss:0.137369 SegMixup loss:0.69757 ThrSup loss:0.309202
epoch:186/500 SegCE loss:0.0215178 SegJaccard loss:0.108565 ThrJaccard loss:0.107484 ThrGrad loss:0.000130623 ThrSup loss:0.307589
Mixup: SegCE loss:0.0509436 SegJaccard loss:0.143776 ThrJaccard loss:0.138229 SegMixup loss:0.64086 ThrSup loss:0.308374
Acc: 97.030% Sen: 86.479% Spe: 99.524% Prec: 91.966% Dice: 86.463% Jac: 79.549% F2: 86.071%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2/model-best-deeplabv3plus_res101_atrous_CVC_epoch186_dice86.463.pth has been saved
epoch:187/500 SegCE loss:0.0202045 SegJaccard loss:0.107106 ThrJaccard loss:0.106836 ThrGrad loss:0.0001193 ThrSup loss:0.307677
Mixup: SegCE loss:0.038742 SegJaccard loss:0.134801 ThrJaccard loss:0.130874 SegMixup loss:0.731914 ThrSup loss:0.308522
epoch:188/500 SegCE loss:0.0204515 SegJaccard loss:0.103909 ThrJaccard loss:0.103376 ThrGrad loss:0.000130799 ThrSup loss:0.307602
Mixup: SegCE loss:0.0486481 SegJaccard loss:0.138642 ThrJaccard loss:0.134865 SegMixup loss:0.709202 ThrSup loss:0.308525
Acc: 97.045% Sen: 86.231% Spe: 99.528% Prec: 92.598% Dice: 86.603% Jac: 79.838% F2: 85.956%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2/model-best-deeplabv3plus_res101_atrous_CVC_epoch188_dice86.603.pth has been saved
epoch:189/500 SegCE loss:0.020446 SegJaccard loss:0.105418 ThrJaccard loss:0.105024 ThrGrad loss:0.000121776 ThrSup loss:0.307371
Mixup: SegCE loss:0.0301679 SegJaccard loss:0.112651 ThrJaccard loss:0.107333 SegMixup loss:0.63301 ThrSup loss:0.307944
epoch:190/500 SegCE loss:0.0208633 SegJaccard loss:0.107722 ThrJaccard loss:0.106377 ThrGrad loss:0.000123355 ThrSup loss:0.307633
Mixup: SegCE loss:0.0358688 SegJaccard loss:0.11572 ThrJaccard loss:0.112345 SegMixup loss:0.648997 ThrSup loss:0.308422
Acc: 97.082% Sen: 86.885% Spe: 99.493% Prec: 92.455% Dice: 86.888% Jac: 80.212% F2: 86.471%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2/model-best-deeplabv3plus_res101_atrous_CVC_epoch190_dice86.888.pth has been saved
epoch:191/500 SegCE loss:0.0206258 SegJaccard loss:0.103639 ThrJaccard loss:0.103084 ThrGrad loss:0.000130477 ThrSup loss:0.307827
Mixup: SegCE loss:0.0553058 SegJaccard loss:0.16694 ThrJaccard loss:0.157933 SegMixup loss:0.747429 ThrSup loss:0.309066
epoch:192/500 SegCE loss:0.0208737 SegJaccard loss:0.104468 ThrJaccard loss:0.103481 ThrGrad loss:0.000122311 ThrSup loss:0.307612
Mixup: SegCE loss:0.0423027 SegJaccard loss:0.133058 ThrJaccard loss:0.127584 SegMixup loss:0.706689 ThrSup loss:0.308831
Acc: 96.989% Sen: 87.533% Spe: 99.376% Prec: 90.782% Dice: 86.265% Jac: 79.340% F2: 86.581%
epoch:193/500 SegCE loss:0.0211383 SegJaccard loss:0.104691 ThrJaccard loss:0.10471 ThrGrad loss:0.000132549 ThrSup loss:0.307583
Mixup: SegCE loss:0.046167 SegJaccard loss:0.157108 ThrJaccard loss:0.149306 SegMixup loss:0.838888 ThrSup loss:0.30903
epoch:194/500 SegCE loss:0.0211608 SegJaccard loss:0.108371 ThrJaccard loss:0.107502 ThrGrad loss:0.000123245 ThrSup loss:0.307999
Mixup: SegCE loss:0.0533757 SegJaccard loss:0.152644 ThrJaccard loss:0.145282 SegMixup loss:0.804713 ThrSup loss:0.309054
Acc: 96.863% Sen: 83.504% Spe: 99.699% Prec: 94.635% Dice: 85.863% Jac: 79.097% F2: 84.196%
epoch:195/500 SegCE loss:0.0205998 SegJaccard loss:0.105548 ThrJaccard loss:0.103511 ThrGrad loss:0.00012082 ThrSup loss:0.307656
Mixup: SegCE loss:0.0463646 SegJaccard loss:0.136954 ThrJaccard loss:0.132072 SegMixup loss:0.691473 ThrSup loss:0.308484
epoch:196/500 SegCE loss:0.0205651 SegJaccard loss:0.104078 ThrJaccard loss:0.103288 ThrGrad loss:0.000128113 ThrSup loss:0.30758
Mixup: SegCE loss:0.0452734 SegJaccard loss:0.133391 ThrJaccard loss:0.127392 SegMixup loss:0.691961 ThrSup loss:0.308294
Acc: 96.984% Sen: 85.684% Spe: 99.519% Prec: 93.029% Dice: 86.413% Jac: 79.733% F2: 85.455%
epoch:197/500 SegCE loss:0.0202896 SegJaccard loss:0.102957 ThrJaccard loss:0.10239 ThrGrad loss:0.000123109 ThrSup loss:0.307575
Mixup: SegCE loss:0.0520988 SegJaccard loss:0.150617 ThrJaccard loss:0.144306 SegMixup loss:0.821567 ThrSup loss:0.309374
epoch:198/500 SegCE loss:0.0200907 SegJaccard loss:0.10286 ThrJaccard loss:0.10269 ThrGrad loss:0.000119136 ThrSup loss:0.307306
Mixup: SegCE loss:0.0431646 SegJaccard loss:0.134824 ThrJaccard loss:0.131021 SegMixup loss:0.656142 ThrSup loss:0.30824
Acc: 97.006% Sen: 86.134% Spe: 99.543% Prec: 92.286% Dice: 86.279% Jac: 79.442% F2: 85.810%
epoch:199/500 SegCE loss:0.020132 SegJaccard loss:0.103473 ThrJaccard loss:0.102432 ThrGrad loss:0.00011468 ThrSup loss:0.307508
Mixup: SegCE loss:0.0321358 SegJaccard loss:0.11282 ThrJaccard loss:0.108034 SegMixup loss:0.617862 ThrSup loss:0.308239
epoch:200/500 SegCE loss:0.0199538 SegJaccard loss:0.101845 ThrJaccard loss:0.101354 ThrGrad loss:0.000118437 ThrSup loss:0.307694
Mixup: SegCE loss:0.0421456 SegJaccard loss:0.151135 ThrJaccard loss:0.142667 SegMixup loss:0.787089 ThrSup loss:0.3088
Acc: 96.897% Sen: 84.155% Spe: 99.678% Prec: 94.257% Dice: 86.128% Jac: 79.322% F2: 84.696%
epoch:201/500 SegCE loss:0.0201377 SegJaccard loss:0.102387 ThrJaccard loss:0.102123 ThrGrad loss:0.000129036 ThrSup loss:0.307723
Mixup: SegCE loss:0.0652092 SegJaccard loss:0.182017 ThrJaccard loss:0.176132 SegMixup loss:0.82777 ThrSup loss:0.309238
epoch:202/500 SegCE loss:0.0204744 SegJaccard loss:0.102757 ThrJaccard loss:0.101944 ThrGrad loss:0.000120747 ThrSup loss:0.307752
Mixup: SegCE loss:0.0427262 SegJaccard loss:0.138945 ThrJaccard loss:0.132655 SegMixup loss:0.799735 ThrSup loss:0.30856
Acc: 96.827% Sen: 83.701% Spe: 99.685% Prec: 93.894% Dice: 85.585% Jac: 78.588% F2: 84.197%
epoch:203/500 SegCE loss:0.0201619 SegJaccard loss:0.103418 ThrJaccard loss:0.102388 ThrGrad loss:0.000110949 ThrSup loss:0.307649
Mixup: SegCE loss:0.0313512 SegJaccard loss:0.104894 ThrJaccard loss:0.102068 SegMixup loss:0.548169 ThrSup loss:0.308374
epoch:204/500 SegCE loss:0.0204363 SegJaccard loss:0.104055 ThrJaccard loss:0.104081 ThrGrad loss:0.000127609 ThrSup loss:0.307775
Mixup: SegCE loss:0.0491407 SegJaccard loss:0.148367 ThrJaccard loss:0.143388 SegMixup loss:0.74233 ThrSup loss:0.308743
Acc: 97.015% Sen: 84.493% Spe: 99.643% Prec: 93.938% Dice: 86.223% Jac: 79.392% F2: 84.810%
epoch:205/500 SegCE loss:0.020557 SegJaccard loss:0.103281 ThrJaccard loss:0.102051 ThrGrad loss:0.000125105 ThrSup loss:0.307819
Mixup: SegCE loss:0.0506811 SegJaccard loss:0.150793 ThrJaccard loss:0.145606 SegMixup loss:0.6838 ThrSup loss:0.309445
epoch:206/500 SegCE loss:0.0201681 SegJaccard loss:0.103956 ThrJaccard loss:0.104493 ThrGrad loss:0.00012824 ThrSup loss:0.30769
Mixup: SegCE loss:0.0540343 SegJaccard loss:0.155628 ThrJaccard loss:0.149188 SegMixup loss:0.737017 ThrSup loss:0.308555
Acc: 96.926% Sen: 85.470% Spe: 99.481% Prec: 92.616% Dice: 86.112% Jac: 79.163% F2: 85.232%
epoch:207/500 SegCE loss:0.0209904 SegJaccard loss:0.105824 ThrJaccard loss:0.105477 ThrGrad loss:0.000123616 ThrSup loss:0.307475
Mixup: SegCE loss:0.031694 SegJaccard loss:0.114888 ThrJaccard loss:0.10918 SegMixup loss:0.651806 ThrSup loss:0.308508
epoch:208/500 SegCE loss:0.0197974 SegJaccard loss:0.101182 ThrJaccard loss:0.100387 ThrGrad loss:0.000125773 ThrSup loss:0.30747
Mixup: SegCE loss:0.0387565 SegJaccard loss:0.139281 ThrJaccard loss:0.133639 SegMixup loss:0.719905 ThrSup loss:0.308438
Acc: 96.969% Sen: 87.209% Spe: 99.388% Prec: 91.285% Dice: 86.290% Jac: 79.401% F2: 86.326%
epoch:209/500 SegCE loss:0.0198776 SegJaccard loss:0.102801 ThrJaccard loss:0.101993 ThrGrad loss:0.000124353 ThrSup loss:0.307688
Mixup: SegCE loss:0.0601182 SegJaccard loss:0.174431 ThrJaccard loss:0.166717 SegMixup loss:0.809175 ThrSup loss:0.309072
epoch:210/500 SegCE loss:0.0201941 SegJaccard loss:0.102179 ThrJaccard loss:0.101328 ThrGrad loss:0.000127193 ThrSup loss:0.307666
Mixup: SegCE loss:0.0470705 SegJaccard loss:0.145181 ThrJaccard loss:0.139999 SegMixup loss:0.71009 ThrSup loss:0.308871
Acc: 96.994% Sen: 87.047% Spe: 99.441% Prec: 91.299% Dice: 86.213% Jac: 79.236% F2: 86.283%
epoch:211/500 SegCE loss:0.0203356 SegJaccard loss:0.105398 ThrJaccard loss:0.105758 ThrGrad loss:0.000127717 ThrSup loss:0.307494
Mixup: SegCE loss:0.0368332 SegJaccard loss:0.120219 ThrJaccard loss:0.115393 SegMixup loss:0.617003 ThrSup loss:0.308123
epoch:212/500 SegCE loss:0.0210864 SegJaccard loss:0.103196 ThrJaccard loss:0.10269 ThrGrad loss:0.000122367 ThrSup loss:0.308544
Mixup: SegCE loss:0.0768927 SegJaccard loss:0.199916 ThrJaccard loss:0.189932 SegMixup loss:0.947593 ThrSup loss:0.310496
Acc: 97.002% Sen: 86.288% Spe: 99.494% Prec: 92.262% Dice: 86.326% Jac: 79.521% F2: 85.861%
epoch:213/500 SegCE loss:0.0197574 SegJaccard loss:0.100691 ThrJaccard loss:0.0997294 ThrGrad loss:0.000124577 ThrSup loss:0.307318
Mixup: SegCE loss:0.0311959 SegJaccard loss:0.105452 ThrJaccard loss:0.102286 SegMixup loss:0.531705 ThrSup loss:0.308215
epoch:214/500 SegCE loss:0.0202433 SegJaccard loss:0.100564 ThrJaccard loss:0.100482 ThrGrad loss:0.000121989 ThrSup loss:0.3075
Mixup: SegCE loss:0.0463519 SegJaccard loss:0.133442 ThrJaccard loss:0.128707 SegMixup loss:0.667833 ThrSup loss:0.308318
Acc: 96.977% Sen: 84.449% Spe: 99.621% Prec: 94.032% Dice: 86.188% Jac: 79.432% F2: 84.718%
epoch:215/500 SegCE loss:0.0201651 SegJaccard loss:0.10616 ThrJaccard loss:0.105167 ThrGrad loss:0.000122625 ThrSup loss:0.307453
Mixup: SegCE loss:0.0391842 SegJaccard loss:0.129827 ThrJaccard loss:0.124388 SegMixup loss:0.640966 ThrSup loss:0.308732
epoch:216/500 SegCE loss:0.020147 SegJaccard loss:0.101724 ThrJaccard loss:0.10097 ThrGrad loss:0.000120888 ThrSup loss:0.30762
Mixup: SegCE loss:0.0551367 SegJaccard loss:0.163141 ThrJaccard loss:0.157081 SegMixup loss:0.689989 ThrSup loss:0.30977
Acc: 96.987% Sen: 86.341% Spe: 99.413% Prec: 92.098% Dice: 86.282% Jac: 79.401% F2: 85.760%
epoch:217/500 SegCE loss:0.0197214 SegJaccard loss:0.101717 ThrJaccard loss:0.100848 ThrGrad loss:0.000131085 ThrSup loss:0.307477
Mixup: SegCE loss:0.0523347 SegJaccard loss:0.162796 ThrJaccard loss:0.156317 SegMixup loss:0.720774 ThrSup loss:0.308659
epoch:218/500 SegCE loss:0.0193512 SegJaccard loss:0.104298 ThrJaccard loss:0.103306 ThrGrad loss:0.000127589 ThrSup loss:0.307472
Mixup: SegCE loss:0.048008 SegJaccard loss:0.151831 ThrJaccard loss:0.144568 SegMixup loss:0.750784 ThrSup loss:0.308369
Acc: 97.069% Sen: 87.237% Spe: 99.450% Prec: 91.100% Dice: 86.356% Jac: 79.329% F2: 86.460%
epoch:219/500 SegCE loss:0.0197636 SegJaccard loss:0.100125 ThrJaccard loss:0.0981227 ThrGrad loss:0.000118934 ThrSup loss:0.307597
Mixup: SegCE loss:0.0446662 SegJaccard loss:0.138065 ThrJaccard loss:0.131923 SegMixup loss:0.66235 ThrSup loss:0.308843
epoch:220/500 SegCE loss:0.0201653 SegJaccard loss:0.104465 ThrJaccard loss:0.104087 ThrGrad loss:0.000112465 ThrSup loss:0.307735
Mixup: SegCE loss:0.0566742 SegJaccard loss:0.168951 ThrJaccard loss:0.160633 SegMixup loss:0.853239 ThrSup loss:0.30882
Acc: 97.032% Sen: 85.166% Spe: 99.640% Prec: 93.539% Dice: 86.462% Jac: 79.690% F2: 85.433%
epoch:221/500 SegCE loss:0.0191644 SegJaccard loss:0.10476 ThrJaccard loss:0.104249 ThrGrad loss:0.000121295 ThrSup loss:0.307848
Mixup: SegCE loss:0.0438883 SegJaccard loss:0.144569 ThrJaccard loss:0.138441 SegMixup loss:0.721344 ThrSup loss:0.308554
epoch:222/500 SegCE loss:0.0198553 SegJaccard loss:0.101487 ThrJaccard loss:0.101592 ThrGrad loss:0.000122857 ThrSup loss:0.307821
Mixup: SegCE loss:0.0547295 SegJaccard loss:0.16488 ThrJaccard loss:0.156392 SegMixup loss:0.859702 ThrSup loss:0.30917
Acc: 97.017% Sen: 86.242% Spe: 99.533% Prec: 91.942% Dice: 86.118% Jac: 79.136% F2: 85.740%
epoch:223/500 SegCE loss:0.0196748 SegJaccard loss:0.103435 ThrJaccard loss:0.102981 ThrGrad loss:0.000119773 ThrSup loss:0.307967
Mixup: SegCE loss:0.0626179 SegJaccard loss:0.180348 ThrJaccard loss:0.173807 SegMixup loss:0.785079 ThrSup loss:0.309391
epoch:224/500 SegCE loss:0.0200894 SegJaccard loss:0.0998395 ThrJaccard loss:0.0996063 ThrGrad loss:0.000120651 ThrSup loss:0.30782
Mixup: SegCE loss:0.0343974 SegJaccard loss:0.111898 ThrJaccard loss:0.10906 SegMixup loss:0.611198 ThrSup loss:0.308436
Acc: 97.030% Sen: 85.165% Spe: 99.641% Prec: 93.504% Dice: 86.403% Jac: 79.629% F2: 85.377%
epoch:225/500 SegCE loss:0.0188772 SegJaccard loss:0.0987924 ThrJaccard loss:0.0986829 ThrGrad loss:0.000122589 ThrSup loss:0.307567
Mixup: SegCE loss:0.0520183 SegJaccard loss:0.154093 ThrJaccard loss:0.14943 SegMixup loss:0.767912 ThrSup loss:0.309375
epoch:226/500 SegCE loss:0.0198854 SegJaccard loss:0.102082 ThrJaccard loss:0.101988 ThrGrad loss:0.000123333 ThrSup loss:0.307425
Mixup: SegCE loss:0.0441114 SegJaccard loss:0.146633 ThrJaccard loss:0.14028 SegMixup loss:0.752338 ThrSup loss:0.308497
Acc: 97.107% Sen: 87.071% Spe: 99.447% Prec: 91.616% Dice: 86.592% Jac: 79.690% F2: 86.442%
epoch:227/500 SegCE loss:0.0203045 SegJaccard loss:0.100096 ThrJaccard loss:0.0992203 ThrGrad loss:0.000126278 ThrSup loss:0.307461
Mixup: SegCE loss:0.0242869 SegJaccard loss:0.0967881 ThrJaccard loss:0.0939912 SegMixup loss:0.549758 ThrSup loss:0.308279
epoch:228/500 SegCE loss:0.0193917 SegJaccard loss:0.0995041 ThrJaccard loss:0.0981159 ThrGrad loss:0.00012592 ThrSup loss:0.307303
Mixup: SegCE loss:0.0382946 SegJaccard loss:0.130988 ThrJaccard loss:0.124526 SegMixup loss:0.680118 ThrSup loss:0.308219
Acc: 97.090% Sen: 84.392% Spe: 99.701% Prec: 94.549% Dice: 86.714% Jac: 79.986% F2: 85.094%
epoch:229/500 SegCE loss:0.0209423 SegJaccard loss:0.106011 ThrJaccard loss:0.104666 ThrGrad loss:0.00012061 ThrSup loss:0.307934
Mixup: SegCE loss:0.0576896 SegJaccard loss:0.163919 ThrJaccard loss:0.156701 SegMixup loss:0.809747 ThrSup loss:0.309667
epoch:230/500 SegCE loss:0.0199609 SegJaccard loss:0.100802 ThrJaccard loss:0.100693 ThrGrad loss:0.000127757 ThrSup loss:0.307438
Mixup: SegCE loss:0.0384855 SegJaccard loss:0.121299 ThrJaccard loss:0.117844 SegMixup loss:0.645603 ThrSup loss:0.308674
Acc: 97.114% Sen: 87.163% Spe: 99.462% Prec: 91.669% Dice: 86.748% Jac: 79.832% F2: 86.532%
epoch:231/500 SegCE loss:0.0193089 SegJaccard loss:0.102199 ThrJaccard loss:0.101661 ThrGrad loss:0.000130068 ThrSup loss:0.307556
Mixup: SegCE loss:0.0270986 SegJaccard loss:0.11049 ThrJaccard loss:0.106689 SegMixup loss:0.623008 ThrSup loss:0.308384
epoch:232/500 SegCE loss:0.0190711 SegJaccard loss:0.10055 ThrJaccard loss:0.0998301 ThrGrad loss:0.000132895 ThrSup loss:0.307249
Mixup: SegCE loss:0.0338653 SegJaccard loss:0.11263 ThrJaccard loss:0.108743 SegMixup loss:0.555714 ThrSup loss:0.308064
Acc: 97.035% Sen: 86.184% Spe: 99.459% Prec: 92.712% Dice: 86.608% Jac: 79.810% F2: 85.856%
epoch:233/500 SegCE loss:0.019138 SegJaccard loss:0.0981278 ThrJaccard loss:0.0967633 ThrGrad loss:0.000131058 ThrSup loss:0.307228
Mixup: SegCE loss:0.0443764 SegJaccard loss:0.133573 ThrJaccard loss:0.12773 SegMixup loss:0.620096 ThrSup loss:0.308491
epoch:234/500 SegCE loss:0.0193788 SegJaccard loss:0.101098 ThrJaccard loss:0.101548 ThrGrad loss:0.000119962 ThrSup loss:0.307483
Mixup: SegCE loss:0.0343643 SegJaccard loss:0.123436 ThrJaccard loss:0.119999 SegMixup loss:0.644043 ThrSup loss:0.308272
Acc: 96.955% Sen: 84.485% Spe: 99.631% Prec: 93.649% Dice: 85.978% Jac: 79.213% F2: 84.740%
epoch:235/500 SegCE loss:0.019328 SegJaccard loss:0.101692 ThrJaccard loss:0.101499 ThrGrad loss:0.000122258 ThrSup loss:0.307397
Mixup: SegCE loss:0.0471073 SegJaccard loss:0.143519 ThrJaccard loss:0.138461 SegMixup loss:0.715389 ThrSup loss:0.308527
epoch:236/500 SegCE loss:0.0191792 SegJaccard loss:0.102517 ThrJaccard loss:0.102083 ThrGrad loss:0.000123248 ThrSup loss:0.307493
Mixup: SegCE loss:0.0483565 SegJaccard loss:0.147628 ThrJaccard loss:0.143328 SegMixup loss:0.682093 ThrSup loss:0.30841
Acc: 96.932% Sen: 83.422% Spe: 99.593% Prec: 93.816% Dice: 85.726% Jac: 78.750% F2: 84.082%
epoch:237/500 SegCE loss:0.019997 SegJaccard loss:0.101623 ThrJaccard loss:0.100802 ThrGrad loss:0.000111352 ThrSup loss:0.307262
Mixup: SegCE loss:0.031597 SegJaccard loss:0.115482 ThrJaccard loss:0.11088 SegMixup loss:0.597694 ThrSup loss:0.308043
epoch:238/500 SegCE loss:0.0192046 SegJaccard loss:0.099939 ThrJaccard loss:0.0986669 ThrGrad loss:0.000116806 ThrSup loss:0.307618
Mixup: SegCE loss:0.0392554 SegJaccard loss:0.129127 ThrJaccard loss:0.124394 SegMixup loss:0.651413 ThrSup loss:0.308973
Acc: 97.009% Sen: 83.009% Spe: 99.749% Prec: 94.993% Dice: 86.063% Jac: 79.366% F2: 83.994%
epoch:239/500 SegCE loss:0.0187534 SegJaccard loss:0.0988032 ThrJaccard loss:0.0987315 ThrGrad loss:0.000119943 ThrSup loss:0.307267
Mixup: SegCE loss:0.0458413 SegJaccard loss:0.150129 ThrJaccard loss:0.144514 SegMixup loss:0.762463 ThrSup loss:0.308585
epoch:240/500 SegCE loss:0.0194897 SegJaccard loss:0.100919 ThrJaccard loss:0.100047 ThrGrad loss:0.000115842 ThrSup loss:0.307417
Mixup: SegCE loss:0.0466849 SegJaccard loss:0.145359 ThrJaccard loss:0.14077 SegMixup loss:0.678265 ThrSup loss:0.309061
Acc: 97.058% Sen: 84.855% Spe: 99.658% Prec: 94.053% Dice: 86.555% Jac: 79.825% F2: 85.248%
epoch:241/500 SegCE loss:0.019592 SegJaccard loss:0.0995336 ThrJaccard loss:0.0984244 ThrGrad loss:0.000121932 ThrSup loss:0.307194
Mixup: SegCE loss:0.0320722 SegJaccard loss:0.109056 ThrJaccard loss:0.107514 SegMixup loss:0.631862 ThrSup loss:0.307423
epoch:242/500 SegCE loss:0.019227 SegJaccard loss:0.103134 ThrJaccard loss:0.101687 ThrGrad loss:0.000117809 ThrSup loss:0.307331
Mixup: SegCE loss:0.0326934 SegJaccard loss:0.118744 ThrJaccard loss:0.114413 SegMixup loss:0.578576 ThrSup loss:0.308194
Acc: 97.119% Sen: 85.774% Spe: 99.580% Prec: 93.454% Dice: 86.900% Jac: 80.229% F2: 85.860%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2/model-best-deeplabv3plus_res101_atrous_CVC_epoch242_dice86.900.pth has been saved
epoch:243/500 SegCE loss:0.0190942 SegJaccard loss:0.0997059 ThrJaccard loss:0.0985962 ThrGrad loss:0.000121242 ThrSup loss:0.307241
Mixup: SegCE loss:0.0436852 SegJaccard loss:0.138981 ThrJaccard loss:0.135194 SegMixup loss:0.634517 ThrSup loss:0.308279
epoch:244/500 SegCE loss:0.0191618 SegJaccard loss:0.0994547 ThrJaccard loss:0.0985557 ThrGrad loss:0.000117821 ThrSup loss:0.307268
Mixup: SegCE loss:0.0482926 SegJaccard loss:0.162395 ThrJaccard loss:0.155842 SegMixup loss:0.817363 ThrSup loss:0.308738
Acc: 97.019% Sen: 84.987% Spe: 99.604% Prec: 93.632% Dice: 86.489% Jac: 79.722% F2: 85.314%
epoch:245/500 SegCE loss:0.0193835 SegJaccard loss:0.10085 ThrJaccard loss:0.0996823 ThrGrad loss:0.000117131 ThrSup loss:0.307336
Mixup: SegCE loss:0.0310625 SegJaccard loss:0.110307 ThrJaccard loss:0.106485 SegMixup loss:0.593306 ThrSup loss:0.308249
epoch:246/500 SegCE loss:0.0193537 SegJaccard loss:0.101315 ThrJaccard loss:0.0994707 ThrGrad loss:0.000114952 ThrSup loss:0.307639
Mixup: SegCE loss:0.0408438 SegJaccard loss:0.128175 ThrJaccard loss:0.123301 SegMixup loss:0.626983 ThrSup loss:0.308615
Acc: 96.996% Sen: 83.941% Spe: 99.666% Prec: 94.451% Dice: 86.309% Jac: 79.448% F2: 84.570%
epoch:247/500 SegCE loss:0.0194553 SegJaccard loss:0.0978499 ThrJaccard loss:0.0975519 ThrGrad loss:0.000118831 ThrSup loss:0.307222
Mixup: SegCE loss:0.0380783 SegJaccard loss:0.121363 ThrJaccard loss:0.116206 SegMixup loss:0.6096 ThrSup loss:0.308253
epoch:248/500 SegCE loss:0.0193112 SegJaccard loss:0.100203 ThrJaccard loss:0.0994288 ThrGrad loss:0.000112765 ThrSup loss:0.307303
Mixup: SegCE loss:0.0412056 SegJaccard loss:0.134872 ThrJaccard loss:0.129279 SegMixup loss:0.691979 ThrSup loss:0.308496
Acc: 97.111% Sen: 86.500% Spe: 99.571% Prec: 92.696% Dice: 86.896% Jac: 80.070% F2: 86.339%
epoch:249/500 SegCE loss:0.0186703 SegJaccard loss:0.0995366 ThrJaccard loss:0.0981575 ThrGrad loss:0.000113581 ThrSup loss:0.307479
Mixup: SegCE loss:0.0449034 SegJaccard loss:0.144932 ThrJaccard loss:0.140475 SegMixup loss:0.67396 ThrSup loss:0.308894
epoch:250/500 SegCE loss:0.0185514 SegJaccard loss:0.0975516 ThrJaccard loss:0.0965135 ThrGrad loss:0.000117078 ThrSup loss:0.307536
Mixup: SegCE loss:0.0536694 SegJaccard loss:0.160677 ThrJaccard loss:0.157589 SegMixup loss:0.831428 ThrSup loss:0.308354
Acc: 97.016% Sen: 84.858% Spe: 99.643% Prec: 93.758% Dice: 86.368% Jac: 79.538% F2: 85.095%
epoch:251/500 SegCE loss:0.0192929 SegJaccard loss:0.100038 ThrJaccard loss:0.0997284 ThrGrad loss:0.00011827 ThrSup loss:0.307351
Mixup: SegCE loss:0.0468107 SegJaccard loss:0.145386 ThrJaccard loss:0.140827 SegMixup loss:0.664334 ThrSup loss:0.308593
epoch:252/500 SegCE loss:0.0186672 SegJaccard loss:0.0970891 ThrJaccard loss:0.0971536 ThrGrad loss:0.000112982 ThrSup loss:0.307148
Mixup: SegCE loss:0.0401231 SegJaccard loss:0.127519 ThrJaccard loss:0.124597 SegMixup loss:0.581904 ThrSup loss:0.308456
Acc: 97.067% Sen: 85.216% Spe: 99.619% Prec: 93.709% Dice: 86.621% Jac: 79.816% F2: 85.365%
epoch:253/500 SegCE loss:0.0193226 SegJaccard loss:0.0995692 ThrJaccard loss:0.0988378 ThrGrad loss:0.000112702 ThrSup loss:0.30745
Mixup: SegCE loss:0.0358019 SegJaccard loss:0.122462 ThrJaccard loss:0.117419 SegMixup loss:0.634817 ThrSup loss:0.308365
epoch:254/500 SegCE loss:0.0190295 SegJaccard loss:0.0980293 ThrJaccard loss:0.0972071 ThrGrad loss:0.000110673 ThrSup loss:0.307241
Mixup: SegCE loss:0.0381068 SegJaccard loss:0.117763 ThrJaccard loss:0.114623 SegMixup loss:0.557078 ThrSup loss:0.30849
Acc: 97.049% Sen: 85.050% Spe: 99.633% Prec: 93.756% Dice: 86.526% Jac: 79.697% F2: 85.275%
epoch:255/500 SegCE loss:0.0189432 SegJaccard loss:0.0982467 ThrJaccard loss:0.0978502 ThrGrad loss:0.000114132 ThrSup loss:0.307171
Mixup: SegCE loss:0.044001 SegJaccard loss:0.140174 ThrJaccard loss:0.135397 SegMixup loss:0.642211 ThrSup loss:0.308383
epoch:256/500 SegCE loss:0.0188192 SegJaccard loss:0.0986099 ThrJaccard loss:0.0983919 ThrGrad loss:0.000116373 ThrSup loss:0.307398
Mixup: SegCE loss:0.0553116 SegJaccard loss:0.165016 ThrJaccard loss:0.158779 SegMixup loss:0.747971 ThrSup loss:0.308553
Acc: 97.041% Sen: 85.730% Spe: 99.561% Prec: 92.770% Dice: 86.414% Jac: 79.449% F2: 85.612%
epoch:257/500 SegCE loss:0.0190831 SegJaccard loss:0.0997691 ThrJaccard loss:0.0983727 ThrGrad loss:0.000109762 ThrSup loss:0.307336
Mixup: SegCE loss:0.0398558 SegJaccard loss:0.124835 ThrJaccard loss:0.121832 SegMixup loss:0.671356 ThrSup loss:0.308594
epoch:258/500 SegCE loss:0.018608 SegJaccard loss:0.0963567 ThrJaccard loss:0.0957795 ThrGrad loss:0.000115696 ThrSup loss:0.307328
Mixup: SegCE loss:0.0444395 SegJaccard loss:0.136874 ThrJaccard loss:0.132062 SegMixup loss:0.732902 ThrSup loss:0.308832
Acc: 97.000% Sen: 84.320% Spe: 99.682% Prec: 94.426% Dice: 86.504% Jac: 79.644% F2: 84.943%
epoch:259/500 SegCE loss:0.0192892 SegJaccard loss:0.0995487 ThrJaccard loss:0.0979999 ThrGrad loss:0.000114644 ThrSup loss:0.307273
Mixup: SegCE loss:0.047569 SegJaccard loss:0.144144 ThrJaccard loss:0.136787 SegMixup loss:0.622635 ThrSup loss:0.308773
epoch:260/500 SegCE loss:0.0189293 SegJaccard loss:0.0993491 ThrJaccard loss:0.0986236 ThrGrad loss:0.000114564 ThrSup loss:0.307451
Mixup: SegCE loss:0.0322303 SegJaccard loss:0.123246 ThrJaccard loss:0.119533 SegMixup loss:0.651264 ThrSup loss:0.308204
Acc: 97.028% Sen: 85.122% Spe: 99.624% Prec: 93.541% Dice: 86.499% Jac: 79.592% F2: 85.403%
epoch:261/500 SegCE loss:0.0191459 SegJaccard loss:0.0998807 ThrJaccard loss:0.0975136 ThrGrad loss:0.000110464 ThrSup loss:0.307312
Mixup: SegCE loss:0.0465527 SegJaccard loss:0.146553 ThrJaccard loss:0.142825 SegMixup loss:0.670959 ThrSup loss:0.308631
epoch:262/500 SegCE loss:0.0187842 SegJaccard loss:0.0995151 ThrJaccard loss:0.0991679 ThrGrad loss:0.000113789 ThrSup loss:0.307261
Mixup: SegCE loss:0.0420669 SegJaccard loss:0.144171 ThrJaccard loss:0.139653 SegMixup loss:0.71833 ThrSup loss:0.308576
Acc: 97.088% Sen: 85.420% Spe: 99.617% Prec: 93.751% Dice: 86.848% Jac: 80.089% F2: 85.715%
epoch:263/500 SegCE loss:0.0193371 SegJaccard loss:0.0997994 ThrJaccard loss:0.099475 ThrGrad loss:0.000107825 ThrSup loss:0.307563
Mixup: SegCE loss:0.0563311 SegJaccard loss:0.166823 ThrJaccard loss:0.160687 SegMixup loss:0.838544 ThrSup loss:0.309421
epoch:264/500 SegCE loss:0.0190821 SegJaccard loss:0.0964378 ThrJaccard loss:0.0955283 ThrGrad loss:0.000117451 ThrSup loss:0.307413
Mixup: SegCE loss:0.0396505 SegJaccard loss:0.134528 ThrJaccard loss:0.131655 SegMixup loss:0.647283 ThrSup loss:0.30867
Acc: 96.976% Sen: 83.046% Spe: 99.742% Prec: 95.202% Dice: 86.115% Jac: 79.181% F2: 83.997%
epoch:265/500 SegCE loss:0.0185589 SegJaccard loss:0.0975863 ThrJaccard loss:0.097547 ThrGrad loss:0.000117426 ThrSup loss:0.307246
Mixup: SegCE loss:0.0374576 SegJaccard loss:0.1271 ThrJaccard loss:0.121226 SegMixup loss:0.615219 ThrSup loss:0.308205
epoch:266/500 SegCE loss:0.0190476 SegJaccard loss:0.0977371 ThrJaccard loss:0.0977906 ThrGrad loss:0.000108108 ThrSup loss:0.307345
Mixup: SegCE loss:0.0460942 SegJaccard loss:0.131796 ThrJaccard loss:0.12672 SegMixup loss:0.603397 ThrSup loss:0.308531