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Submitted from:/home/xiaoqiguo2/Threshold on node:master
Running on node node4
Allocate Gpu Units:2,3
Use 2 GPU
epoch:0/500 SegCE loss:1.06932 SegJaccard loss:0.801691 ThrJaccard loss:0.738011 ThrGrad loss:8.34563e-05 ThrSup loss:0.339805
Acc: 91.027% Sen: 5.358% Spe: 99.999% Prec: 26.910% Dice: 8.042% Jac: 5.357% F2: 6.152%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2_S50/model-best-deeplabv3plus_res101_atrous_CVC_epoch0_dice8.042.pth has been saved
epoch:1/500 SegCE loss:0.207965 SegJaccard loss:0.473135 ThrJaccard loss:0.433092 ThrGrad loss:0.000128426 ThrSup loss:0.322995
epoch:2/500 SegCE loss:0.114195 SegJaccard loss:0.368408 ThrJaccard loss:0.340912 ThrGrad loss:0.000187315 ThrSup loss:0.316032
Acc: 94.083% Sen: 48.392% Spe: 99.843% Prec: 82.066% Dice: 56.832% Jac: 46.849% F2: 51.211%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2_S50/model-best-deeplabv3plus_res101_atrous_CVC_epoch2_dice56.832.pth has been saved
epoch:3/500 SegCE loss:0.0972619 SegJaccard loss:0.326476 ThrJaccard loss:0.304928 ThrGrad loss:0.000278014 ThrSup loss:0.314682
epoch:4/500 SegCE loss:0.0850941 SegJaccard loss:0.29905 ThrJaccard loss:0.282498 ThrGrad loss:0.000339119 ThrSup loss:0.313991
Acc: 94.579% Sen: 58.450% Spe: 99.783% Prec: 91.328% Dice: 66.447% Jac: 55.551% F2: 61.122%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2_S50/model-best-deeplabv3plus_res101_atrous_CVC_epoch4_dice66.447.pth has been saved
epoch:5/500 SegCE loss:0.0735836 SegJaccard loss:0.279576 ThrJaccard loss:0.261561 ThrGrad loss:0.000380058 ThrSup loss:0.312583
epoch:6/500 SegCE loss:0.0635211 SegJaccard loss:0.261623 ThrJaccard loss:0.247975 ThrGrad loss:0.000400895 ThrSup loss:0.312107
Acc: 94.861% Sen: 64.795% Spe: 99.696% Prec: 91.804% Dice: 71.071% Jac: 60.225% F2: 66.726%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2_S50/model-best-deeplabv3plus_res101_atrous_CVC_epoch6_dice71.071.pth has been saved
epoch:7/500 SegCE loss:0.0623166 SegJaccard loss:0.251149 ThrJaccard loss:0.238999 ThrGrad loss:0.000361894 ThrSup loss:0.312109
epoch:8/500 SegCE loss:0.0563557 SegJaccard loss:0.237172 ThrJaccard loss:0.22462 ThrGrad loss:0.000384072 ThrSup loss:0.311817
Acc: 94.599% Sen: 58.046% Spe: 99.861% Prec: 95.045% Dice: 67.407% Jac: 55.885% F2: 61.195%
epoch:9/500 SegCE loss:0.0522271 SegJaccard loss:0.220085 ThrJaccard loss:0.210285 ThrGrad loss:0.000344856 ThrSup loss:0.310408
epoch:10/500 SegCE loss:0.0507069 SegJaccard loss:0.220591 ThrJaccard loss:0.209982 ThrGrad loss:0.000360081 ThrSup loss:0.310546
Acc: 95.055% Sen: 65.917% Spe: 99.764% Prec: 92.823% Dice: 72.387% Jac: 61.790% F2: 67.972%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2_S50/model-best-deeplabv3plus_res101_atrous_CVC_epoch10_dice72.387.pth has been saved
epoch:11/500 SegCE loss:0.0513733 SegJaccard loss:0.215499 ThrJaccard loss:0.205545 ThrGrad loss:0.000322099 ThrSup loss:0.310807
epoch:12/500 SegCE loss:0.047497 SegJaccard loss:0.208255 ThrJaccard loss:0.198772 ThrGrad loss:0.000327192 ThrSup loss:0.310641
Acc: 94.919% Sen: 63.834% Spe: 99.807% Prec: 94.330% Dice: 71.416% Jac: 60.678% F2: 66.304%
epoch:13/500 SegCE loss:0.0444845 SegJaccard loss:0.198422 ThrJaccard loss:0.190399 ThrGrad loss:0.000315748 ThrSup loss:0.310222
epoch:14/500 SegCE loss:0.0448328 SegJaccard loss:0.192828 ThrJaccard loss:0.1835 ThrGrad loss:0.000315137 ThrSup loss:0.309788
Acc: 95.101% Sen: 67.178% Spe: 99.739% Prec: 93.264% Dice: 73.421% Jac: 63.100% F2: 69.107%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2_S50/model-best-deeplabv3plus_res101_atrous_CVC_epoch14_dice73.421.pth has been saved
epoch:15/500 SegCE loss:0.043944 SegJaccard loss:0.195156 ThrJaccard loss:0.184024 ThrGrad loss:0.000309215 ThrSup loss:0.310224
epoch:16/500 SegCE loss:0.0429143 SegJaccard loss:0.189641 ThrJaccard loss:0.180688 ThrGrad loss:0.000302979 ThrSup loss:0.309756
Acc: 95.149% Sen: 68.479% Spe: 99.720% Prec: 92.511% Dice: 74.069% Jac: 63.760% F2: 70.211%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2_S50/model-best-deeplabv3plus_res101_atrous_CVC_epoch16_dice74.069.pth has been saved
epoch:17/500 SegCE loss:0.0407639 SegJaccard loss:0.18415 ThrJaccard loss:0.177964 ThrGrad loss:0.000276716 ThrSup loss:0.31059
epoch:18/500 SegCE loss:0.0399839 SegJaccard loss:0.185957 ThrJaccard loss:0.177557 ThrGrad loss:0.000275364 ThrSup loss:0.310226
Acc: 95.269% Sen: 68.986% Spe: 99.698% Prec: 92.512% Dice: 74.516% Jac: 64.235% F2: 70.623%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2_S50/model-best-deeplabv3plus_res101_atrous_CVC_epoch18_dice74.516.pth has been saved
epoch:19/500 SegCE loss:0.0392792 SegJaccard loss:0.182519 ThrJaccard loss:0.172835 ThrGrad loss:0.000264906 ThrSup loss:0.309522
epoch:20/500 SegCE loss:0.0386048 SegJaccard loss:0.175423 ThrJaccard loss:0.165651 ThrGrad loss:0.000264021 ThrSup loss:0.309583
Acc: 94.911% Sen: 62.966% Spe: 99.838% Prec: 95.135% Dice: 71.176% Jac: 60.239% F2: 65.690%
epoch:21/500 SegCE loss:0.0371168 SegJaccard loss:0.177732 ThrJaccard loss:0.167783 ThrGrad loss:0.000267427 ThrSup loss:0.309531
epoch:22/500 SegCE loss:0.0366695 SegJaccard loss:0.173867 ThrJaccard loss:0.168897 ThrGrad loss:0.000252259 ThrSup loss:0.309447
Acc: 94.907% Sen: 62.949% Spe: 99.845% Prec: 95.056% Dice: 71.128% Jac: 60.216% F2: 65.642%
epoch:23/500 SegCE loss:0.0378708 SegJaccard loss:0.171257 ThrJaccard loss:0.164393 ThrGrad loss:0.000249296 ThrSup loss:0.30989
epoch:24/500 SegCE loss:0.0359285 SegJaccard loss:0.169855 ThrJaccard loss:0.161538 ThrGrad loss:0.000239996 ThrSup loss:0.309265
Acc: 95.261% Sen: 69.073% Spe: 99.704% Prec: 92.553% Dice: 74.638% Jac: 64.477% F2: 70.779%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2_S50/model-best-deeplabv3plus_res101_atrous_CVC_epoch24_dice74.638.pth has been saved
epoch:25/500 SegCE loss:0.0363375 SegJaccard loss:0.165051 ThrJaccard loss:0.159428 ThrGrad loss:0.000244179 ThrSup loss:0.309302
epoch:26/500 SegCE loss:0.0364185 SegJaccard loss:0.16399 ThrJaccard loss:0.157992 ThrGrad loss:0.000227406 ThrSup loss:0.309505
Acc: 95.567% Sen: 71.908% Spe: 99.673% Prec: 92.935% Dice: 76.962% Jac: 67.522% F2: 73.496%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2_S50/model-best-deeplabv3plus_res101_atrous_CVC_epoch26_dice76.962.pth has been saved
epoch:27/500 SegCE loss:0.0338528 SegJaccard loss:0.15821 ThrJaccard loss:0.152589 ThrGrad loss:0.000238085 ThrSup loss:0.309593
epoch:28/500 SegCE loss:0.0332223 SegJaccard loss:0.15609 ThrJaccard loss:0.150063 ThrGrad loss:0.000220666 ThrSup loss:0.309516
Acc: 95.540% Sen: 70.534% Spe: 99.740% Prec: 93.749% Dice: 76.525% Jac: 66.683% F2: 72.449%
epoch:29/500 SegCE loss:0.0330074 SegJaccard loss:0.165192 ThrJaccard loss:0.157592 ThrGrad loss:0.000220168 ThrSup loss:0.309198
epoch:30/500 SegCE loss:0.0323634 SegJaccard loss:0.16359 ThrJaccard loss:0.156585 ThrGrad loss:0.000220314 ThrSup loss:0.309443
Acc: 95.708% Sen: 73.726% Spe: 99.702% Prec: 93.513% Dice: 78.372% Jac: 69.136% F2: 75.083%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2_S50/model-best-deeplabv3plus_res101_atrous_CVC_epoch30_dice78.372.pth has been saved
epoch:31/500 SegCE loss:0.0310116 SegJaccard loss:0.153758 ThrJaccard loss:0.149378 ThrGrad loss:0.000230244 ThrSup loss:0.309114
epoch:32/500 SegCE loss:0.0321192 SegJaccard loss:0.148961 ThrJaccard loss:0.145968 ThrGrad loss:0.000222191 ThrSup loss:0.309449
Acc: 95.822% Sen: 74.392% Spe: 99.673% Prec: 93.296% Dice: 78.786% Jac: 69.789% F2: 75.691%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2_S50/model-best-deeplabv3plus_res101_atrous_CVC_epoch32_dice78.786.pth has been saved
epoch:33/500 SegCE loss:0.0316195 SegJaccard loss:0.15908 ThrJaccard loss:0.152754 ThrGrad loss:0.00022662 ThrSup loss:0.309552
epoch:34/500 SegCE loss:0.0315081 SegJaccard loss:0.155083 ThrJaccard loss:0.150152 ThrGrad loss:0.000221139 ThrSup loss:0.308989
Acc: 95.994% Sen: 76.581% Spe: 99.590% Prec: 92.643% Dice: 80.018% Jac: 71.504% F2: 77.552%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2_S50/model-best-deeplabv3plus_res101_atrous_CVC_epoch34_dice80.018.pth has been saved
epoch:35/500 SegCE loss:0.031942 SegJaccard loss:0.152236 ThrJaccard loss:0.146525 ThrGrad loss:0.000220424 ThrSup loss:0.310391
epoch:36/500 SegCE loss:0.0310228 SegJaccard loss:0.148447 ThrJaccard loss:0.142536 ThrGrad loss:0.000200421 ThrSup loss:0.310822
Acc: 96.085% Sen: 78.643% Spe: 99.553% Prec: 92.197% Dice: 80.842% Jac: 72.605% F2: 79.002%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2_S50/model-best-deeplabv3plus_res101_atrous_CVC_epoch36_dice80.842.pth has been saved
epoch:37/500 SegCE loss:0.0319446 SegJaccard loss:0.148893 ThrJaccard loss:0.143684 ThrGrad loss:0.000210787 ThrSup loss:0.309081
epoch:38/500 SegCE loss:0.0315584 SegJaccard loss:0.149077 ThrJaccard loss:0.143585 ThrGrad loss:0.000212134 ThrSup loss:0.309172
Acc: 96.121% Sen: 80.039% Spe: 99.526% Prec: 91.494% Dice: 81.326% Jac: 73.085% F2: 79.960%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2_S50/model-best-deeplabv3plus_res101_atrous_CVC_epoch38_dice81.326.pth has been saved
epoch:39/500 SegCE loss:0.0311209 SegJaccard loss:0.150729 ThrJaccard loss:0.146365 ThrGrad loss:0.000208942 ThrSup loss:0.308977
epoch:40/500 SegCE loss:0.0302963 SegJaccard loss:0.143416 ThrJaccard loss:0.141723 ThrGrad loss:0.000212488 ThrSup loss:0.308837
Acc: 96.109% Sen: 79.610% Spe: 99.460% Prec: 91.536% Dice: 81.231% Jac: 72.883% F2: 79.656%
epoch:41/500 SegCE loss:0.0288314 SegJaccard loss:0.145574 ThrJaccard loss:0.142044 ThrGrad loss:0.000210142 ThrSup loss:0.308581
epoch:42/500 SegCE loss:0.0287429 SegJaccard loss:0.144353 ThrJaccard loss:0.140337 ThrGrad loss:0.00020425 ThrSup loss:0.30883
Acc: 96.377% Sen: 79.895% Spe: 99.605% Prec: 92.890% Dice: 82.556% Jac: 74.598% F2: 80.545%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2_S50/model-best-deeplabv3plus_res101_atrous_CVC_epoch42_dice82.556.pth has been saved
epoch:43/500 SegCE loss:0.0292272 SegJaccard loss:0.144885 ThrJaccard loss:0.140706 ThrGrad loss:0.000205858 ThrSup loss:0.308442
epoch:44/500 SegCE loss:0.027732 SegJaccard loss:0.141595 ThrJaccard loss:0.136576 ThrGrad loss:0.000196505 ThrSup loss:0.308555
Acc: 96.412% Sen: 78.714% Spe: 99.637% Prec: 93.472% Dice: 82.150% Jac: 74.152% F2: 79.727%
epoch:45/500 SegCE loss:0.0299215 SegJaccard loss:0.143868 ThrJaccard loss:0.138708 ThrGrad loss:0.00019155 ThrSup loss:0.308919
epoch:46/500 SegCE loss:0.028247 SegJaccard loss:0.142637 ThrJaccard loss:0.137473 ThrGrad loss:0.000204594 ThrSup loss:0.309433
Acc: 96.165% Sen: 76.742% Spe: 99.686% Prec: 93.577% Dice: 80.866% Jac: 72.342% F2: 78.011%
epoch:47/500 SegCE loss:0.0279273 SegJaccard loss:0.137359 ThrJaccard loss:0.134682 ThrGrad loss:0.000187851 ThrSup loss:0.308984
epoch:48/500 SegCE loss:0.0284321 SegJaccard loss:0.139521 ThrJaccard loss:0.136956 ThrGrad loss:0.00019016 ThrSup loss:0.308691
Acc: 96.444% Sen: 81.633% Spe: 99.467% Prec: 91.176% Dice: 82.490% Jac: 74.712% F2: 81.535%
epoch:49/500 SegCE loss:0.0273591 SegJaccard loss:0.135705 ThrJaccard loss:0.131383 ThrGrad loss:0.000192424 ThrSup loss:0.308473
epoch:50/500 SegCE loss:0.032846 SegJaccard loss:0.152861 ThrJaccard loss:0.147493 ThrGrad loss:0.000174265 ThrSup loss:0.312217
Mixup: SegCE loss:0.0996013 SegJaccard loss:0.196328 ThrJaccard loss:0.18295 SegMixup loss:1.39461 ThrSup loss:0.311709
Acc: 96.266% Sen: 77.969% Spe: 99.552% Prec: 92.955% Dice: 81.261% Jac: 73.173% F2: 78.853%
epoch:51/500 SegCE loss:0.0340313 SegJaccard loss:0.158428 ThrJaccard loss:0.152755 ThrGrad loss:0.00020148 ThrSup loss:0.312595
Mixup: SegCE loss:0.0701044 SegJaccard loss:0.185792 ThrJaccard loss:0.172688 SegMixup loss:1.13431 ThrSup loss:0.312154
epoch:52/500 SegCE loss:0.0331134 SegJaccard loss:0.150052 ThrJaccard loss:0.146292 ThrGrad loss:0.000207705 ThrSup loss:0.312813
Mixup: SegCE loss:0.0728162 SegJaccard loss:0.179634 ThrJaccard loss:0.170731 SegMixup loss:1.1055 ThrSup loss:0.312365
Acc: 96.558% Sen: 85.708% Spe: 99.153% Prec: 88.685% Dice: 83.308% Jac: 75.754% F2: 83.851%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2_S50/model-best-deeplabv3plus_res101_atrous_CVC_epoch52_dice83.308.pth has been saved
epoch:53/500 SegCE loss:0.0331822 SegJaccard loss:0.154772 ThrJaccard loss:0.149046 ThrGrad loss:0.000207779 ThrSup loss:0.312503
Mixup: SegCE loss:0.0852401 SegJaccard loss:0.225327 ThrJaccard loss:0.212457 SegMixup loss:1.32953 ThrSup loss:0.311909
epoch:54/500 SegCE loss:0.03202 SegJaccard loss:0.146459 ThrJaccard loss:0.139866 ThrGrad loss:0.000208212 ThrSup loss:0.310775
Mixup: SegCE loss:0.0581138 SegJaccard loss:0.17858 ThrJaccard loss:0.167013 SegMixup loss:0.976384 ThrSup loss:0.310796
Acc: 96.583% Sen: 88.073% Spe: 98.838% Prec: 86.043% Dice: 83.330% Jac: 75.416% F2: 85.081%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2_S50/model-best-deeplabv3plus_res101_atrous_CVC_epoch54_dice83.330.pth has been saved
epoch:55/500 SegCE loss:0.0382902 SegJaccard loss:0.156725 ThrJaccard loss:0.150784 ThrGrad loss:0.000204004 ThrSup loss:0.313134
Mixup: SegCE loss:0.0973232 SegJaccard loss:0.22606 ThrJaccard loss:0.210332 SegMixup loss:1.25611 ThrSup loss:0.312435
epoch:56/500 SegCE loss:0.031431 SegJaccard loss:0.144416 ThrJaccard loss:0.142448 ThrGrad loss:0.000207303 ThrSup loss:0.311475
Mixup: SegCE loss:0.0645011 SegJaccard loss:0.185461 ThrJaccard loss:0.17553 SegMixup loss:1.08546 ThrSup loss:0.311161
Acc: 96.757% Sen: 88.004% Spe: 99.103% Prec: 87.494% Dice: 84.162% Jac: 76.466% F2: 85.527%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2_S50/model-best-deeplabv3plus_res101_atrous_CVC_epoch56_dice84.162.pth has been saved
epoch:57/500 SegCE loss:0.031351 SegJaccard loss:0.142059 ThrJaccard loss:0.138661 ThrGrad loss:0.000194081 ThrSup loss:0.312486
Mixup: SegCE loss:0.0643194 SegJaccard loss:0.165167 ThrJaccard loss:0.156909 SegMixup loss:0.942273 ThrSup loss:0.311774
epoch:58/500 SegCE loss:0.0316654 SegJaccard loss:0.144233 ThrJaccard loss:0.142051 ThrGrad loss:0.000199391 ThrSup loss:0.31099
Mixup: SegCE loss:0.0578103 SegJaccard loss:0.156937 ThrJaccard loss:0.149915 SegMixup loss:0.864426 ThrSup loss:0.310658
Acc: 96.817% Sen: 88.237% Spe: 99.107% Prec: 87.609% Dice: 84.479% Jac: 76.781% F2: 85.877%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2_S50/model-best-deeplabv3plus_res101_atrous_CVC_epoch58_dice84.479.pth has been saved
epoch:59/500 SegCE loss:0.0297179 SegJaccard loss:0.140186 ThrJaccard loss:0.138456 ThrGrad loss:0.000190075 ThrSup loss:0.310189
Mixup: SegCE loss:0.0559934 SegJaccard loss:0.170534 ThrJaccard loss:0.162091 SegMixup loss:0.94312 ThrSup loss:0.310217
epoch:60/500 SegCE loss:0.0321328 SegJaccard loss:0.140706 ThrJaccard loss:0.137764 ThrGrad loss:0.000201802 ThrSup loss:0.310662
Mixup: SegCE loss:0.0962695 SegJaccard loss:0.229861 ThrJaccard loss:0.218344 SegMixup loss:1.2347 ThrSup loss:0.309442
Acc: 96.756% Sen: 88.849% Spe: 98.914% Prec: 86.637% Dice: 84.288% Jac: 76.610% F2: 85.879%
epoch:61/500 SegCE loss:0.0328815 SegJaccard loss:0.143492 ThrJaccard loss:0.138918 ThrGrad loss:0.000201751 ThrSup loss:0.310493
Mixup: SegCE loss:0.0709997 SegJaccard loss:0.173975 ThrJaccard loss:0.166815 SegMixup loss:0.875464 ThrSup loss:0.309479
epoch:62/500 SegCE loss:0.0309561 SegJaccard loss:0.140316 ThrJaccard loss:0.136974 ThrGrad loss:0.000188985 ThrSup loss:0.30977
Mixup: SegCE loss:0.0444309 SegJaccard loss:0.141196 ThrJaccard loss:0.136358 SegMixup loss:0.788566 ThrSup loss:0.310002
Acc: 96.841% Sen: 88.048% Spe: 99.136% Prec: 88.029% Dice: 84.636% Jac: 77.140% F2: 85.709%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2_S50/model-best-deeplabv3plus_res101_atrous_CVC_epoch62_dice84.636.pth has been saved
epoch:63/500 SegCE loss:0.0303449 SegJaccard loss:0.136966 ThrJaccard loss:0.132363 ThrGrad loss:0.000189288 ThrSup loss:0.31035
Mixup: SegCE loss:0.0624177 SegJaccard loss:0.176794 ThrJaccard loss:0.167459 SegMixup loss:0.911456 ThrSup loss:0.31003
epoch:64/500 SegCE loss:0.0309173 SegJaccard loss:0.140582 ThrJaccard loss:0.137804 ThrGrad loss:0.000179588 ThrSup loss:0.311053
Mixup: SegCE loss:0.0695883 SegJaccard loss:0.175883 ThrJaccard loss:0.166675 SegMixup loss:0.859966 ThrSup loss:0.310996
Acc: 96.839% Sen: 90.185% Spe: 98.821% Prec: 84.797% Dice: 84.281% Jac: 75.999% F2: 86.820%
epoch:65/500 SegCE loss:0.0312686 SegJaccard loss:0.142538 ThrJaccard loss:0.139512 ThrGrad loss:0.00018387 ThrSup loss:0.310801
Mixup: SegCE loss:0.0607534 SegJaccard loss:0.176709 ThrJaccard loss:0.166896 SegMixup loss:0.892631 ThrSup loss:0.310694
epoch:66/500 SegCE loss:0.0307339 SegJaccard loss:0.137338 ThrJaccard loss:0.135318 ThrGrad loss:0.000193023 ThrSup loss:0.309665
Mixup: SegCE loss:0.0457629 SegJaccard loss:0.141634 ThrJaccard loss:0.135595 SegMixup loss:0.789243 ThrSup loss:0.309931
Acc: 96.901% Sen: 87.131% Spe: 99.216% Prec: 89.910% Dice: 85.299% Jac: 78.151% F2: 85.476%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2_S50/model-best-deeplabv3plus_res101_atrous_CVC_epoch66_dice85.299.pth has been saved
epoch:67/500 SegCE loss:0.0298431 SegJaccard loss:0.140348 ThrJaccard loss:0.136307 ThrGrad loss:0.000196658 ThrSup loss:0.310735
Mixup: SegCE loss:0.077306 SegJaccard loss:0.196154 ThrJaccard loss:0.184575 SegMixup loss:0.952383 ThrSup loss:0.310282
epoch:68/500 SegCE loss:0.0279363 SegJaccard loss:0.130822 ThrJaccard loss:0.12932 ThrGrad loss:0.000175988 ThrSup loss:0.308886
Mixup: SegCE loss:0.0523681 SegJaccard loss:0.158963 ThrJaccard loss:0.151465 SegMixup loss:0.842752 ThrSup loss:0.309086
Acc: 96.604% Sen: 88.478% Spe: 98.751% Prec: 86.695% Dice: 84.081% Jac: 76.496% F2: 85.598%
epoch:69/500 SegCE loss:0.0307081 SegJaccard loss:0.141858 ThrJaccard loss:0.13819 ThrGrad loss:0.000169523 ThrSup loss:0.311237
Mixup: SegCE loss:0.0801201 SegJaccard loss:0.211427 ThrJaccard loss:0.198619 SegMixup loss:1.11357 ThrSup loss:0.3111
epoch:70/500 SegCE loss:0.0297906 SegJaccard loss:0.134225 ThrJaccard loss:0.132525 ThrGrad loss:0.000174452 ThrSup loss:0.310365
Mixup: SegCE loss:0.0491577 SegJaccard loss:0.157689 ThrJaccard loss:0.147741 SegMixup loss:0.818696 ThrSup loss:0.310584
Acc: 96.741% Sen: 89.011% Spe: 98.826% Prec: 87.008% Dice: 84.626% Jac: 77.083% F2: 86.219%
epoch:71/500 SegCE loss:0.0294793 SegJaccard loss:0.136874 ThrJaccard loss:0.133313 ThrGrad loss:0.000177407 ThrSup loss:0.310955
Mixup: SegCE loss:0.0652876 SegJaccard loss:0.175917 ThrJaccard loss:0.166785 SegMixup loss:1.00632 ThrSup loss:0.310769
epoch:72/500 SegCE loss:0.0297387 SegJaccard loss:0.136002 ThrJaccard loss:0.133252 ThrGrad loss:0.000173602 ThrSup loss:0.309932
Mixup: SegCE loss:0.0744081 SegJaccard loss:0.183338 ThrJaccard loss:0.172458 SegMixup loss:0.907623 ThrSup loss:0.309524
Acc: 96.663% Sen: 90.129% Spe: 98.591% Prec: 84.300% Dice: 83.701% Jac: 75.573% F2: 86.302%
epoch:73/500 SegCE loss:0.0294841 SegJaccard loss:0.134418 ThrJaccard loss:0.132285 ThrGrad loss:0.000171037 ThrSup loss:0.309248
Mixup: SegCE loss:0.0442178 SegJaccard loss:0.156517 ThrJaccard loss:0.14848 SegMixup loss:0.820611 ThrSup loss:0.309805
epoch:74/500 SegCE loss:0.0286397 SegJaccard loss:0.131598 ThrJaccard loss:0.128853 ThrGrad loss:0.000176738 ThrSup loss:0.311811
Mixup: SegCE loss:0.0832019 SegJaccard loss:0.210243 ThrJaccard loss:0.200503 SegMixup loss:1.04187 ThrSup loss:0.311135
Acc: 96.759% Sen: 86.748% Spe: 99.139% Prec: 89.006% Dice: 84.518% Jac: 76.924% F2: 85.045%
epoch:75/500 SegCE loss:0.0286447 SegJaccard loss:0.134258 ThrJaccard loss:0.130296 ThrGrad loss:0.000171242 ThrSup loss:0.309313
Mixup: SegCE loss:0.044943 SegJaccard loss:0.142912 ThrJaccard loss:0.135423 SegMixup loss:0.732367 ThrSup loss:0.309445
epoch:76/500 SegCE loss:0.0278545 SegJaccard loss:0.12703 ThrJaccard loss:0.126195 ThrGrad loss:0.00017862 ThrSup loss:0.309077
Mixup: SegCE loss:0.0739118 SegJaccard loss:0.182684 ThrJaccard loss:0.174538 SegMixup loss:0.935275 ThrSup loss:0.308648
Acc: 96.765% Sen: 90.006% Spe: 98.639% Prec: 84.893% Dice: 84.115% Jac: 76.018% F2: 86.476%
epoch:77/500 SegCE loss:0.0310132 SegJaccard loss:0.134387 ThrJaccard loss:0.13092 ThrGrad loss:0.000165689 ThrSup loss:0.310866
Mixup: SegCE loss:0.0771767 SegJaccard loss:0.200908 ThrJaccard loss:0.186444 SegMixup loss:1.05665 ThrSup loss:0.31096
epoch:78/500 SegCE loss:0.0267326 SegJaccard loss:0.128286 ThrJaccard loss:0.124976 ThrGrad loss:0.000170449 ThrSup loss:0.308992
Mixup: SegCE loss:0.0531347 SegJaccard loss:0.163 ThrJaccard loss:0.156108 SegMixup loss:0.83802 ThrSup loss:0.309263
Acc: 96.818% Sen: 88.787% Spe: 98.813% Prec: 87.376% Dice: 84.906% Jac: 77.351% F2: 86.184%
epoch:79/500 SegCE loss:0.0273001 SegJaccard loss:0.130978 ThrJaccard loss:0.126723 ThrGrad loss:0.000171279 ThrSup loss:0.31001
Mixup: SegCE loss:0.048358 SegJaccard loss:0.150224 ThrJaccard loss:0.142809 SegMixup loss:0.78693 ThrSup loss:0.310113
epoch:80/500 SegCE loss:0.0277976 SegJaccard loss:0.126176 ThrJaccard loss:0.125337 ThrGrad loss:0.000161737 ThrSup loss:0.310107
Mixup: SegCE loss:0.0629948 SegJaccard loss:0.167065 ThrJaccard loss:0.160128 SegMixup loss:0.849578 ThrSup loss:0.309765
Acc: 96.960% Sen: 87.703% Spe: 99.157% Prec: 89.336% Dice: 85.509% Jac: 78.111% F2: 86.108%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2_S50/model-best-deeplabv3plus_res101_atrous_CVC_epoch80_dice85.509.pth has been saved
epoch:81/500 SegCE loss:0.0278393 SegJaccard loss:0.130974 ThrJaccard loss:0.127731 ThrGrad loss:0.000162375 ThrSup loss:0.31064
Mixup: SegCE loss:0.0723033 SegJaccard loss:0.180566 ThrJaccard loss:0.171961 SegMixup loss:0.954808 ThrSup loss:0.310323
epoch:82/500 SegCE loss:0.0275313 SegJaccard loss:0.124383 ThrJaccard loss:0.122352 ThrGrad loss:0.000154898 ThrSup loss:0.309389
Mixup: SegCE loss:0.0678556 SegJaccard loss:0.181797 ThrJaccard loss:0.174962 SegMixup loss:0.941869 ThrSup loss:0.309696
Acc: 96.958% Sen: 87.389% Spe: 99.117% Prec: 89.313% Dice: 85.302% Jac: 77.800% F2: 85.757%
epoch:83/500 SegCE loss:0.026511 SegJaccard loss:0.12426 ThrJaccard loss:0.122532 ThrGrad loss:0.000163733 ThrSup loss:0.309293
Mixup: SegCE loss:0.0520999 SegJaccard loss:0.152671 ThrJaccard loss:0.145529 SegMixup loss:0.849395 ThrSup loss:0.309487
epoch:84/500 SegCE loss:0.0279689 SegJaccard loss:0.12719 ThrJaccard loss:0.124569 ThrGrad loss:0.000163498 ThrSup loss:0.310182
Mixup: SegCE loss:0.0788094 SegJaccard loss:0.202405 ThrJaccard loss:0.192717 SegMixup loss:0.961015 ThrSup loss:0.310084
Acc: 96.799% Sen: 89.062% Spe: 98.706% Prec: 86.438% Dice: 84.555% Jac: 76.647% F2: 86.203%
epoch:85/500 SegCE loss:0.0262641 SegJaccard loss:0.122637 ThrJaccard loss:0.120253 ThrGrad loss:0.000153562 ThrSup loss:0.308645
Mixup: SegCE loss:0.0498598 SegJaccard loss:0.151845 ThrJaccard loss:0.144608 SegMixup loss:0.788471 ThrSup loss:0.308822
epoch:86/500 SegCE loss:0.02606 SegJaccard loss:0.122989 ThrJaccard loss:0.119353 ThrGrad loss:0.000161098 ThrSup loss:0.308697
Mixup: SegCE loss:0.0440073 SegJaccard loss:0.130975 ThrJaccard loss:0.124952 SegMixup loss:0.764943 ThrSup loss:0.308954
Acc: 96.764% Sen: 88.506% Spe: 98.883% Prec: 87.099% Dice: 84.502% Jac: 76.745% F2: 86.010%
epoch:87/500 SegCE loss:0.0265774 SegJaccard loss:0.129927 ThrJaccard loss:0.126019 ThrGrad loss:0.000151587 ThrSup loss:0.309167
Mixup: SegCE loss:0.0684786 SegJaccard loss:0.182011 ThrJaccard loss:0.172982 SegMixup loss:0.861882 ThrSup loss:0.308996
epoch:88/500 SegCE loss:0.0267305 SegJaccard loss:0.128222 ThrJaccard loss:0.12536 ThrGrad loss:0.000145171 ThrSup loss:0.30933
Mixup: SegCE loss:0.049916 SegJaccard loss:0.154262 ThrJaccard loss:0.144788 SegMixup loss:0.855024 ThrSup loss:0.309991
Acc: 96.960% Sen: 86.090% Spe: 99.356% Prec: 91.065% Dice: 85.675% Jac: 78.463% F2: 85.406%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2_S50/model-best-deeplabv3plus_res101_atrous_CVC_epoch88_dice85.675.pth has been saved
epoch:89/500 SegCE loss:0.0259688 SegJaccard loss:0.124077 ThrJaccard loss:0.120944 ThrGrad loss:0.000150575 ThrSup loss:0.309185
Mixup: SegCE loss:0.0582344 SegJaccard loss:0.169961 ThrJaccard loss:0.159864 SegMixup loss:0.870544 ThrSup loss:0.309586
epoch:90/500 SegCE loss:0.0271462 SegJaccard loss:0.127093 ThrJaccard loss:0.12455 ThrGrad loss:0.000155599 ThrSup loss:0.308964
Mixup: SegCE loss:0.04983 SegJaccard loss:0.158651 ThrJaccard loss:0.152634 SegMixup loss:0.862387 ThrSup loss:0.309462
Acc: 97.137% Sen: 88.316% Spe: 99.255% Prec: 90.430% Dice: 86.805% Jac: 79.727% F2: 87.199%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2_S50/model-best-deeplabv3plus_res101_atrous_CVC_epoch90_dice86.805.pth has been saved
epoch:91/500 SegCE loss:0.0266249 SegJaccard loss:0.126424 ThrJaccard loss:0.123863 ThrGrad loss:0.000148535 ThrSup loss:0.309988
Mixup: SegCE loss:0.0671338 SegJaccard loss:0.182286 ThrJaccard loss:0.173672 SegMixup loss:0.943953 ThrSup loss:0.310269
epoch:92/500 SegCE loss:0.0252643 SegJaccard loss:0.120652 ThrJaccard loss:0.118465 ThrGrad loss:0.000152068 ThrSup loss:0.308491
Mixup: SegCE loss:0.0433058 SegJaccard loss:0.145916 ThrJaccard loss:0.138354 SegMixup loss:0.801631 ThrSup loss:0.309045
Acc: 96.963% Sen: 87.236% Spe: 99.301% Prec: 90.341% Dice: 85.849% Jac: 78.640% F2: 86.147%
epoch:93/500 SegCE loss:0.0254114 SegJaccard loss:0.12142 ThrJaccard loss:0.11956 ThrGrad loss:0.000155193 ThrSup loss:0.308856
Mixup: SegCE loss:0.0629867 SegJaccard loss:0.174913 ThrJaccard loss:0.165825 SegMixup loss:0.909233 ThrSup loss:0.308983
epoch:94/500 SegCE loss:0.027033 SegJaccard loss:0.125597 ThrJaccard loss:0.122868 ThrGrad loss:0.000147976 ThrSup loss:0.309359
Mixup: SegCE loss:0.0618747 SegJaccard loss:0.179372 ThrJaccard loss:0.170096 SegMixup loss:0.929127 ThrSup loss:0.309874
Acc: 96.841% Sen: 86.545% Spe: 99.161% Prec: 90.265% Dice: 85.370% Jac: 77.973% F2: 85.425%
epoch:95/500 SegCE loss:0.0260699 SegJaccard loss:0.123736 ThrJaccard loss:0.122719 ThrGrad loss:0.000150217 ThrSup loss:0.309211
Mixup: SegCE loss:0.0488362 SegJaccard loss:0.145686 ThrJaccard loss:0.139645 SegMixup loss:0.817474 ThrSup loss:0.309586
epoch:96/500 SegCE loss:0.0249442 SegJaccard loss:0.122908 ThrJaccard loss:0.121551 ThrGrad loss:0.000147899 ThrSup loss:0.308801
Mixup: SegCE loss:0.0435507 SegJaccard loss:0.143555 ThrJaccard loss:0.136899 SegMixup loss:0.787552 ThrSup loss:0.309302
Acc: 96.902% Sen: 86.537% Spe: 99.260% Prec: 90.683% Dice: 85.759% Jac: 78.457% F2: 85.626%
epoch:97/500 SegCE loss:0.0248156 SegJaccard loss:0.119384 ThrJaccard loss:0.117866 ThrGrad loss:0.000146409 ThrSup loss:0.308709
Mixup: SegCE loss:0.0594186 SegJaccard loss:0.165739 ThrJaccard loss:0.156935 SegMixup loss:0.90402 ThrSup loss:0.309272
epoch:98/500 SegCE loss:0.025018 SegJaccard loss:0.123705 ThrJaccard loss:0.119997 ThrGrad loss:0.00014718 ThrSup loss:0.309134
Mixup: SegCE loss:0.0647611 SegJaccard loss:0.185402 ThrJaccard loss:0.175151 SegMixup loss:0.836956 ThrSup loss:0.30968
Acc: 96.783% Sen: 83.833% Spe: 99.481% Prec: 93.121% Dice: 85.151% Jac: 78.004% F2: 83.869%
epoch:99/500 SegCE loss:0.0264833 SegJaccard loss:0.122685 ThrJaccard loss:0.120683 ThrGrad loss:0.000148459 ThrSup loss:0.30947
Mixup: SegCE loss:0.0682575 SegJaccard loss:0.174783 ThrJaccard loss:0.169553 SegMixup loss:0.810225 ThrSup loss:0.309945
epoch:100/500 SegCE loss:0.0256324 SegJaccard loss:0.123459 ThrJaccard loss:0.120772 ThrGrad loss:0.000150672 ThrSup loss:0.308883
Mixup: SegCE loss:0.0588028 SegJaccard loss:0.170853 ThrJaccard loss:0.163934 SegMixup loss:0.794367 ThrSup loss:0.309686
Acc: 96.857% Sen: 84.011% Spe: 99.495% Prec: 93.130% Dice: 85.447% Jac: 78.173% F2: 84.044%
epoch:101/500 SegCE loss:0.0254773 SegJaccard loss:0.11851 ThrJaccard loss:0.116415 ThrGrad loss:0.000146705 ThrSup loss:0.308741
Mixup: SegCE loss:0.05684 SegJaccard loss:0.161278 ThrJaccard loss:0.155238 SegMixup loss:0.719544 ThrSup loss:0.309401
epoch:102/500 SegCE loss:0.0254095 SegJaccard loss:0.12045 ThrJaccard loss:0.117158 ThrGrad loss:0.000146085 ThrSup loss:0.308683
Mixup: SegCE loss:0.0674204 SegJaccard loss:0.19099 ThrJaccard loss:0.181964 SegMixup loss:0.898111 ThrSup loss:0.310171
Acc: 96.779% Sen: 85.649% Spe: 99.256% Prec: 90.556% Dice: 84.847% Jac: 77.487% F2: 84.593%
epoch:103/500 SegCE loss:0.024141 SegJaccard loss:0.117765 ThrJaccard loss:0.115288 ThrGrad loss:0.000148027 ThrSup loss:0.308301
Mixup: SegCE loss:0.0433491 SegJaccard loss:0.143498 ThrJaccard loss:0.138015 SegMixup loss:0.787474 ThrSup loss:0.309276
epoch:104/500 SegCE loss:0.0257658 SegJaccard loss:0.120159 ThrJaccard loss:0.118704 ThrGrad loss:0.00014757 ThrSup loss:0.307969
Mixup: SegCE loss:0.031266 SegJaccard loss:0.11703 ThrJaccard loss:0.110248 SegMixup loss:0.676219 ThrSup loss:0.30854
Acc: 96.642% Sen: 87.534% Spe: 98.905% Prec: 88.508% Dice: 84.487% Jac: 77.152% F2: 85.193%
epoch:105/500 SegCE loss:0.0247005 SegJaccard loss:0.121233 ThrJaccard loss:0.118028 ThrGrad loss:0.000144631 ThrSup loss:0.308243
Mixup: SegCE loss:0.0555208 SegJaccard loss:0.163621 ThrJaccard loss:0.157678 SegMixup loss:0.823211 ThrSup loss:0.309132
epoch:106/500 SegCE loss:0.0244385 SegJaccard loss:0.121139 ThrJaccard loss:0.120308 ThrGrad loss:0.000148317 ThrSup loss:0.309027
Mixup: SegCE loss:0.0757263 SegJaccard loss:0.207969 ThrJaccard loss:0.200205 SegMixup loss:1.05082 ThrSup loss:0.310361
Acc: 96.801% Sen: 83.333% Spe: 99.576% Prec: 93.509% Dice: 85.064% Jac: 77.974% F2: 83.557%
epoch:107/500 SegCE loss:0.0247145 SegJaccard loss:0.120485 ThrJaccard loss:0.118263 ThrGrad loss:0.000141586 ThrSup loss:0.308495
Mixup: SegCE loss:0.0413297 SegJaccard loss:0.135095 ThrJaccard loss:0.130453 SegMixup loss:0.736392 ThrSup loss:0.30885
epoch:108/500 SegCE loss:0.024148 SegJaccard loss:0.117308 ThrJaccard loss:0.116546 ThrGrad loss:0.000140804 ThrSup loss:0.309479
Mixup: SegCE loss:0.0607957 SegJaccard loss:0.171604 ThrJaccard loss:0.16247 SegMixup loss:0.888109 ThrSup loss:0.310437
Acc: 96.835% Sen: 84.388% Spe: 99.527% Prec: 92.543% Dice: 85.266% Jac: 78.090% F2: 84.221%
epoch:109/500 SegCE loss:0.0242017 SegJaccard loss:0.11573 ThrJaccard loss:0.116741 ThrGrad loss:0.00015141 ThrSup loss:0.308663
Mixup: SegCE loss:0.0408225 SegJaccard loss:0.131768 ThrJaccard loss:0.125813 SegMixup loss:0.711437 ThrSup loss:0.309673
epoch:110/500 SegCE loss:0.0238228 SegJaccard loss:0.120176 ThrJaccard loss:0.118591 ThrGrad loss:0.000146467 ThrSup loss:0.30864
Mixup: SegCE loss:0.0466527 SegJaccard loss:0.15488 ThrJaccard loss:0.14629 SegMixup loss:0.804617 ThrSup loss:0.309769
Acc: 96.790% Sen: 84.492% Spe: 99.515% Prec: 92.057% Dice: 84.995% Jac: 77.714% F2: 84.155%
epoch:111/500 SegCE loss:0.0242628 SegJaccard loss:0.121376 ThrJaccard loss:0.119546 ThrGrad loss:0.000143571 ThrSup loss:0.308429
Mixup: SegCE loss:0.0459294 SegJaccard loss:0.155279 ThrJaccard loss:0.147971 SegMixup loss:0.815753 ThrSup loss:0.309476
epoch:112/500 SegCE loss:0.0246192 SegJaccard loss:0.118008 ThrJaccard loss:0.116056 ThrGrad loss:0.000142949 ThrSup loss:0.308592
Mixup: SegCE loss:0.05115 SegJaccard loss:0.151523 ThrJaccard loss:0.144866 SegMixup loss:0.787699 ThrSup loss:0.309216
Acc: 96.793% Sen: 87.469% Spe: 99.112% Prec: 89.193% Dice: 85.094% Jac: 77.740% F2: 85.678%
epoch:113/500 SegCE loss:0.0230844 SegJaccard loss:0.114091 ThrJaccard loss:0.112883 ThrGrad loss:0.000148254 ThrSup loss:0.308191
Mixup: SegCE loss:0.0555666 SegJaccard loss:0.166187 ThrJaccard loss:0.158162 SegMixup loss:0.774342 ThrSup loss:0.309823
epoch:114/500 SegCE loss:0.0243999 SegJaccard loss:0.117308 ThrJaccard loss:0.11656 ThrGrad loss:0.000145905 ThrSup loss:0.307861
Mixup: SegCE loss:0.0470769 SegJaccard loss:0.14881 ThrJaccard loss:0.143551 SegMixup loss:0.766488 ThrSup loss:0.30882
Acc: 96.753% Sen: 85.012% Spe: 99.345% Prec: 91.665% Dice: 85.026% Jac: 77.872% F2: 84.462%
epoch:115/500 SegCE loss:0.0241166 SegJaccard loss:0.117606 ThrJaccard loss:0.115644 ThrGrad loss:0.000143892 ThrSup loss:0.30809
Mixup: SegCE loss:0.0514847 SegJaccard loss:0.15067 ThrJaccard loss:0.145894 SegMixup loss:0.755443 ThrSup loss:0.309389
epoch:116/500 SegCE loss:0.0237818 SegJaccard loss:0.114666 ThrJaccard loss:0.114008 ThrGrad loss:0.000144345 ThrSup loss:0.307865
Mixup: SegCE loss:0.0320432 SegJaccard loss:0.12162 ThrJaccard loss:0.115923 SegMixup loss:0.69511 ThrSup loss:0.308806
Acc: 96.930% Sen: 85.504% Spe: 99.519% Prec: 92.274% Dice: 85.858% Jac: 78.840% F2: 85.255%
epoch:117/500 SegCE loss:0.0245682 SegJaccard loss:0.116568 ThrJaccard loss:0.114245 ThrGrad loss:0.000140884 ThrSup loss:0.308355
Mixup: SegCE loss:0.0684289 SegJaccard loss:0.193534 ThrJaccard loss:0.184775 SegMixup loss:0.867268 ThrSup loss:0.309965
epoch:118/500 SegCE loss:0.0240554 SegJaccard loss:0.118259 ThrJaccard loss:0.116258 ThrGrad loss:0.000141158 ThrSup loss:0.308254
Mixup: SegCE loss:0.0593105 SegJaccard loss:0.17231 ThrJaccard loss:0.161806 SegMixup loss:0.809877 ThrSup loss:0.309621
Acc: 96.949% Sen: 86.826% Spe: 99.250% Prec: 90.609% Dice: 85.838% Jac: 78.548% F2: 85.844%
epoch:119/500 SegCE loss:0.0237228 SegJaccard loss:0.114434 ThrJaccard loss:0.113553 ThrGrad loss:0.000132966 ThrSup loss:0.307896
Mixup: SegCE loss:0.0401161 SegJaccard loss:0.144185 ThrJaccard loss:0.138691 SegMixup loss:0.735664 ThrSup loss:0.309415
epoch:120/500 SegCE loss:0.0237854 SegJaccard loss:0.115906 ThrJaccard loss:0.113902 ThrGrad loss:0.000148668 ThrSup loss:0.308367
Mixup: SegCE loss:0.0461559 SegJaccard loss:0.150226 ThrJaccard loss:0.144496 SegMixup loss:0.737421 ThrSup loss:0.309579
Acc: 96.863% Sen: 83.506% Spe: 99.617% Prec: 93.688% Dice: 85.302% Jac: 78.249% F2: 83.904%
epoch:121/500 SegCE loss:0.0234094 SegJaccard loss:0.114975 ThrJaccard loss:0.114694 ThrGrad loss:0.000140738 ThrSup loss:0.307734
Mixup: SegCE loss:0.0323743 SegJaccard loss:0.110388 ThrJaccard loss:0.107016 SegMixup loss:0.55276 ThrSup loss:0.308293
epoch:122/500 SegCE loss:0.0233894 SegJaccard loss:0.113005 ThrJaccard loss:0.112113 ThrGrad loss:0.000141431 ThrSup loss:0.308276
Mixup: SegCE loss:0.0559965 SegJaccard loss:0.168919 ThrJaccard loss:0.159874 SegMixup loss:0.850223 ThrSup loss:0.309713
Acc: 96.868% Sen: 88.313% Spe: 99.088% Prec: 88.818% Dice: 85.468% Jac: 78.043% F2: 86.435%
epoch:123/500 SegCE loss:0.0232473 SegJaccard loss:0.116603 ThrJaccard loss:0.11425 ThrGrad loss:0.000146752 ThrSup loss:0.309417
Mixup: SegCE loss:0.0611014 SegJaccard loss:0.171275 ThrJaccard loss:0.162252 SegMixup loss:0.829791 ThrSup loss:0.310644
epoch:124/500 SegCE loss:0.0232852 SegJaccard loss:0.115386 ThrJaccard loss:0.113896 ThrGrad loss:0.000147859 ThrSup loss:0.308473
Mixup: SegCE loss:0.0523772 SegJaccard loss:0.153309 ThrJaccard loss:0.148055 SegMixup loss:0.731117 ThrSup loss:0.309549
Acc: 96.828% Sen: 87.967% Spe: 99.063% Prec: 87.547% Dice: 84.659% Jac: 76.665% F2: 85.938%
epoch:125/500 SegCE loss:0.023628 SegJaccard loss:0.115305 ThrJaccard loss:0.113797 ThrGrad loss:0.000149769 ThrSup loss:0.308327
Mixup: SegCE loss:0.0502495 SegJaccard loss:0.161222 ThrJaccard loss:0.153377 SegMixup loss:0.777434 ThrSup loss:0.309304
epoch:126/500 SegCE loss:0.0223663 SegJaccard loss:0.112879 ThrJaccard loss:0.111972 ThrGrad loss:0.000132524 ThrSup loss:0.307845
Mixup: SegCE loss:0.0424143 SegJaccard loss:0.143655 ThrJaccard loss:0.137212 SegMixup loss:0.70432 ThrSup loss:0.30915
Acc: 96.962% Sen: 86.399% Spe: 99.405% Prec: 90.903% Dice: 85.769% Jac: 78.392% F2: 85.694%
epoch:127/500 SegCE loss:0.0232426 SegJaccard loss:0.113036 ThrJaccard loss:0.111058 ThrGrad loss:0.000140795 ThrSup loss:0.308047
Mixup: SegCE loss:0.0627003 SegJaccard loss:0.165363 ThrJaccard loss:0.15751 SegMixup loss:0.804818 ThrSup loss:0.309607
epoch:128/500 SegCE loss:0.0232398 SegJaccard loss:0.117594 ThrJaccard loss:0.116687 ThrGrad loss:0.000138618 ThrSup loss:0.308288
Mixup: SegCE loss:0.0578672 SegJaccard loss:0.181837 ThrJaccard loss:0.172436 SegMixup loss:0.799477 ThrSup loss:0.310223
Acc: 96.909% Sen: 87.656% Spe: 99.156% Prec: 89.259% Dice: 85.599% Jac: 77.966% F2: 86.181%
epoch:129/500 SegCE loss:0.0231022 SegJaccard loss:0.115139 ThrJaccard loss:0.11381 ThrGrad loss:0.000141714 ThrSup loss:0.307876
Mixup: SegCE loss:0.0638851 SegJaccard loss:0.181815 ThrJaccard loss:0.174888 SegMixup loss:0.758693 ThrSup loss:0.309107
epoch:130/500 SegCE loss:0.0237219 SegJaccard loss:0.11539 ThrJaccard loss:0.114271 ThrGrad loss:0.000132259 ThrSup loss:0.30875
Mixup: SegCE loss:0.0401143 SegJaccard loss:0.139987 ThrJaccard loss:0.130596 SegMixup loss:0.745201 ThrSup loss:0.310214
Acc: 96.825% Sen: 86.357% Spe: 99.261% Prec: 90.443% Dice: 85.106% Jac: 77.719% F2: 85.394%
epoch:131/500 SegCE loss:0.0249748 SegJaccard loss:0.11828 ThrJaccard loss:0.116779 ThrGrad loss:0.000142424 ThrSup loss:0.308321
Mixup: SegCE loss:0.0704011 SegJaccard loss:0.1868 ThrJaccard loss:0.176829 SegMixup loss:0.839025 ThrSup loss:0.309481
epoch:132/500 SegCE loss:0.0242215 SegJaccard loss:0.116182 ThrJaccard loss:0.11463 ThrGrad loss:0.00013824 ThrSup loss:0.308783
Mixup: SegCE loss:0.0627901 SegJaccard loss:0.18689 ThrJaccard loss:0.178009 SegMixup loss:0.90181 ThrSup loss:0.30974
Acc: 96.967% Sen: 86.959% Spe: 99.332% Prec: 90.720% Dice: 85.876% Jac: 78.667% F2: 86.064%
epoch:133/500 SegCE loss:0.0229352 SegJaccard loss:0.114402 ThrJaccard loss:0.113315 ThrGrad loss:0.000135899 ThrSup loss:0.307617
Mixup: SegCE loss:0.0393928 SegJaccard loss:0.133277 ThrJaccard loss:0.129025 SegMixup loss:0.735614 ThrSup loss:0.308586
epoch:134/500 SegCE loss:0.0234132 SegJaccard loss:0.114942 ThrJaccard loss:0.113723 ThrGrad loss:0.000136579 ThrSup loss:0.308125
Mixup: SegCE loss:0.0498773 SegJaccard loss:0.154399 ThrJaccard loss:0.147484 SegMixup loss:0.801997 ThrSup loss:0.309667
Acc: 96.936% Sen: 85.938% Spe: 99.388% Prec: 91.601% Dice: 85.692% Jac: 78.474% F2: 85.328%
epoch:135/500 SegCE loss:0.0236239 SegJaccard loss:0.113589 ThrJaccard loss:0.110952 ThrGrad loss:0.000129899 ThrSup loss:0.307891
Mixup: SegCE loss:0.0508879 SegJaccard loss:0.148832 ThrJaccard loss:0.141664 SegMixup loss:0.729629 ThrSup loss:0.30926
epoch:136/500 SegCE loss:0.0229555 SegJaccard loss:0.113617 ThrJaccard loss:0.11219 ThrGrad loss:0.000139385 ThrSup loss:0.307842
Mixup: SegCE loss:0.0343789 SegJaccard loss:0.120954 ThrJaccard loss:0.114124 SegMixup loss:0.644916 ThrSup loss:0.308632
Acc: 96.959% Sen: 85.925% Spe: 99.495% Prec: 92.050% Dice: 86.040% Jac: 78.987% F2: 85.598%
epoch:137/500 SegCE loss:0.0224194 SegJaccard loss:0.112538 ThrJaccard loss:0.110717 ThrGrad loss:0.000138551 ThrSup loss:0.308229
Mixup: SegCE loss:0.0657043 SegJaccard loss:0.186605 ThrJaccard loss:0.175597 SegMixup loss:1.07611 ThrSup loss:0.308965
epoch:138/500 SegCE loss:0.0229903 SegJaccard loss:0.115052 ThrJaccard loss:0.113492 ThrGrad loss:0.000134593 ThrSup loss:0.308051
Mixup: SegCE loss:0.0391197 SegJaccard loss:0.134855 ThrJaccard loss:0.129221 SegMixup loss:0.769107 ThrSup loss:0.309354
Acc: 96.923% Sen: 84.585% Spe: 99.543% Prec: 92.765% Dice: 85.591% Jac: 78.321% F2: 84.533%
epoch:139/500 SegCE loss:0.022469 SegJaccard loss:0.11108 ThrJaccard loss:0.110967 ThrGrad loss:0.000129481 ThrSup loss:0.30823
Mixup: SegCE loss:0.0561317 SegJaccard loss:0.15854 ThrJaccard loss:0.150109 SegMixup loss:0.816722 ThrSup loss:0.308714
epoch:140/500 SegCE loss:0.0235687 SegJaccard loss:0.116349 ThrJaccard loss:0.115173 ThrGrad loss:0.000127371 ThrSup loss:0.308496
Mixup: SegCE loss:0.0498157 SegJaccard loss:0.154893 ThrJaccard loss:0.149642 SegMixup loss:0.858115 ThrSup loss:0.30986
Acc: 96.926% Sen: 84.772% Spe: 99.544% Prec: 93.331% Dice: 85.945% Jac: 78.936% F2: 84.769%
epoch:141/500 SegCE loss:0.022232 SegJaccard loss:0.107585 ThrJaccard loss:0.106116 ThrGrad loss:0.000138352 ThrSup loss:0.307614
Mixup: SegCE loss:0.0430255 SegJaccard loss:0.150802 ThrJaccard loss:0.143809 SegMixup loss:0.814436 ThrSup loss:0.308891
epoch:142/500 SegCE loss:0.0224345 SegJaccard loss:0.112666 ThrJaccard loss:0.111986 ThrGrad loss:0.000136245 ThrSup loss:0.307607
Mixup: SegCE loss:0.0379948 SegJaccard loss:0.131288 ThrJaccard loss:0.125677 SegMixup loss:0.660233 ThrSup loss:0.30817
Acc: 96.947% Sen: 87.193% Spe: 99.300% Prec: 90.484% Dice: 85.869% Jac: 78.546% F2: 86.153%
epoch:143/500 SegCE loss:0.0220376 SegJaccard loss:0.109659 ThrJaccard loss:0.109553 ThrGrad loss:0.000129477 ThrSup loss:0.308099
Mixup: SegCE loss:0.0519295 SegJaccard loss:0.165382 ThrJaccard loss:0.155173 SegMixup loss:0.766539 ThrSup loss:0.309773
epoch:144/500 SegCE loss:0.0227029 SegJaccard loss:0.113484 ThrJaccard loss:0.112502 ThrGrad loss:0.000121894 ThrSup loss:0.30797
Mixup: SegCE loss:0.031556 SegJaccard loss:0.114345 ThrJaccard loss:0.111582 SegMixup loss:0.599153 ThrSup loss:0.308662
Acc: 96.853% Sen: 83.165% Spe: 99.613% Prec: 94.055% Dice: 85.415% Jac: 78.106% F2: 83.720%
epoch:145/500 SegCE loss:0.0228135 SegJaccard loss:0.110958 ThrJaccard loss:0.108721 ThrGrad loss:0.00013595 ThrSup loss:0.307706
Mixup: SegCE loss:0.0457221 SegJaccard loss:0.13968 ThrJaccard loss:0.133173 SegMixup loss:0.669904 ThrSup loss:0.308962
epoch:146/500 SegCE loss:0.0234004 SegJaccard loss:0.109881 ThrJaccard loss:0.109357 ThrGrad loss:0.00014659 ThrSup loss:0.307856
Mixup: SegCE loss:0.0570615 SegJaccard loss:0.165633 ThrJaccard loss:0.159584 SegMixup loss:0.832685 ThrSup loss:0.309748
Acc: 96.776% Sen: 80.197% Spe: 99.720% Prec: 95.853% Dice: 84.410% Jac: 76.905% F2: 81.459%
epoch:147/500 SegCE loss:0.0214089 SegJaccard loss:0.109742 ThrJaccard loss:0.108201 ThrGrad loss:0.0001398 ThrSup loss:0.307707
Mixup: SegCE loss:0.0486666 SegJaccard loss:0.141881 ThrJaccard loss:0.134681 SegMixup loss:0.740136 ThrSup loss:0.309468
epoch:148/500 SegCE loss:0.0223056 SegJaccard loss:0.111732 ThrJaccard loss:0.11091 ThrGrad loss:0.000140417 ThrSup loss:0.307908
Mixup: SegCE loss:0.0570397 SegJaccard loss:0.164566 ThrJaccard loss:0.154723 SegMixup loss:0.819767 ThrSup loss:0.309485
Acc: 96.988% Sen: 83.623% Spe: 99.648% Prec: 94.479% Dice: 86.049% Jac: 78.958% F2: 84.243%
epoch:149/500 SegCE loss:0.021723 SegJaccard loss:0.108873 ThrJaccard loss:0.107378 ThrGrad loss:0.000134916 ThrSup loss:0.30759
Mixup: SegCE loss:0.0326231 SegJaccard loss:0.123342 ThrJaccard loss:0.119069 SegMixup loss:0.646752 ThrSup loss:0.308584
epoch:150/500 SegCE loss:0.0240247 SegJaccard loss:0.112101 ThrJaccard loss:0.110854 ThrGrad loss:0.000137752 ThrSup loss:0.308104
Mixup: SegCE loss:0.0617029 SegJaccard loss:0.178905 ThrJaccard loss:0.171913 SegMixup loss:0.809709 ThrSup loss:0.309667
Acc: 97.144% Sen: 86.540% Spe: 99.515% Prec: 92.367% Dice: 86.801% Jac: 79.740% F2: 86.260%
epoch:151/500 SegCE loss:0.0222441 SegJaccard loss:0.111843 ThrJaccard loss:0.109814 ThrGrad loss:0.000138814 ThrSup loss:0.307422
Mixup: SegCE loss:0.0285596 SegJaccard loss:0.114085 ThrJaccard loss:0.108275 SegMixup loss:0.636767 ThrSup loss:0.308464
epoch:152/500 SegCE loss:0.022321 SegJaccard loss:0.10817 ThrJaccard loss:0.107343 ThrGrad loss:0.000138293 ThrSup loss:0.308311
Mixup: SegCE loss:0.0523622 SegJaccard loss:0.154423 ThrJaccard loss:0.146259 SegMixup loss:0.7799 ThrSup loss:0.309538
Acc: 97.064% Sen: 85.953% Spe: 99.538% Prec: 92.662% Dice: 86.466% Jac: 79.472% F2: 85.753%
epoch:153/500 SegCE loss:0.0214413 SegJaccard loss:0.10936 ThrJaccard loss:0.108431 ThrGrad loss:0.000127319 ThrSup loss:0.307587
Mixup: SegCE loss:0.0319939 SegJaccard loss:0.10926 ThrJaccard loss:0.104657 SegMixup loss:0.565331 ThrSup loss:0.308434
epoch:154/500 SegCE loss:0.0221116 SegJaccard loss:0.109138 ThrJaccard loss:0.109257 ThrGrad loss:0.000133857 ThrSup loss:0.307768
Mixup: SegCE loss:0.0467776 SegJaccard loss:0.140801 ThrJaccard loss:0.133848 SegMixup loss:0.792871 ThrSup loss:0.308457
Acc: 97.037% Sen: 85.172% Spe: 99.575% Prec: 93.177% Dice: 86.277% Jac: 79.305% F2: 85.254%
epoch:155/500 SegCE loss:0.0213291 SegJaccard loss:0.107113 ThrJaccard loss:0.107116 ThrGrad loss:0.000130352 ThrSup loss:0.307645
Mixup: SegCE loss:0.0397354 SegJaccard loss:0.135117 ThrJaccard loss:0.131397 SegMixup loss:0.78484 ThrSup loss:0.308482
epoch:156/500 SegCE loss:0.0217857 SegJaccard loss:0.107801 ThrJaccard loss:0.10668 ThrGrad loss:0.000126594 ThrSup loss:0.307966
Mixup: SegCE loss:0.0638353 SegJaccard loss:0.170959 ThrJaccard loss:0.163215 SegMixup loss:0.805054 ThrSup loss:0.309886
Acc: 97.066% Sen: 86.056% Spe: 99.513% Prec: 92.333% Dice: 86.397% Jac: 79.303% F2: 85.818%
epoch:157/500 SegCE loss:0.0209107 SegJaccard loss:0.10353 ThrJaccard loss:0.102962 ThrGrad loss:0.000132504 ThrSup loss:0.307829
Mixup: SegCE loss:0.0476438 SegJaccard loss:0.148026 ThrJaccard loss:0.142921 SegMixup loss:0.773986 ThrSup loss:0.308803
epoch:158/500 SegCE loss:0.0215575 SegJaccard loss:0.108382 ThrJaccard loss:0.106418 ThrGrad loss:0.000130841 ThrSup loss:0.307917
Mixup: SegCE loss:0.0310853 SegJaccard loss:0.113516 ThrJaccard loss:0.107585 SegMixup loss:0.60917 ThrSup loss:0.309279
Acc: 96.950% Sen: 83.835% Spe: 99.657% Prec: 94.149% Dice: 85.843% Jac: 78.878% F2: 84.339%
epoch:159/500 SegCE loss:0.021488 SegJaccard loss:0.109213 ThrJaccard loss:0.107987 ThrGrad loss:0.00013587 ThrSup loss:0.307762
Mixup: SegCE loss:0.0445851 SegJaccard loss:0.132863 ThrJaccard loss:0.12792 SegMixup loss:0.633093 ThrSup loss:0.308739
epoch:160/500 SegCE loss:0.0215603 SegJaccard loss:0.104061 ThrJaccard loss:0.102792 ThrGrad loss:0.000135532 ThrSup loss:0.307494
Mixup: SegCE loss:0.0414196 SegJaccard loss:0.121774 ThrJaccard loss:0.117978 SegMixup loss:0.636081 ThrSup loss:0.308307
Acc: 97.064% Sen: 86.375% Spe: 99.460% Prec: 92.200% Dice: 86.413% Jac: 79.447% F2: 85.969%
epoch:161/500 SegCE loss:0.0213773 SegJaccard loss:0.110475 ThrJaccard loss:0.108873 ThrGrad loss:0.000131829 ThrSup loss:0.307647
Mixup: SegCE loss:0.0376603 SegJaccard loss:0.129729 ThrJaccard loss:0.124973 SegMixup loss:0.659245 ThrSup loss:0.308898
epoch:162/500 SegCE loss:0.0212214 SegJaccard loss:0.106386 ThrJaccard loss:0.105122 ThrGrad loss:0.000130108 ThrSup loss:0.307481
Mixup: SegCE loss:0.0350072 SegJaccard loss:0.119689 ThrJaccard loss:0.115026 SegMixup loss:0.696095 ThrSup loss:0.308674
Acc: 97.043% Sen: 84.812% Spe: 99.642% Prec: 93.940% Dice: 86.540% Jac: 79.629% F2: 85.173%
epoch:163/500 SegCE loss:0.0217549 SegJaccard loss:0.11021 ThrJaccard loss:0.109518 ThrGrad loss:0.000127654 ThrSup loss:0.307514
Mixup: SegCE loss:0.0329484 SegJaccard loss:0.116666 ThrJaccard loss:0.110675 SegMixup loss:0.58725 ThrSup loss:0.308398
epoch:164/500 SegCE loss:0.0222502 SegJaccard loss:0.109119 ThrJaccard loss:0.107336 ThrGrad loss:0.00012845 ThrSup loss:0.308177
Mixup: SegCE loss:0.0486644 SegJaccard loss:0.151914 ThrJaccard loss:0.144714 SegMixup loss:0.712121 ThrSup loss:0.309397
Acc: 97.082% Sen: 85.076% Spe: 99.641% Prec: 93.753% Dice: 86.600% Jac: 79.681% F2: 85.366%
epoch:165/500 SegCE loss:0.0207324 SegJaccard loss:0.106272 ThrJaccard loss:0.105904 ThrGrad loss:0.000129279 ThrSup loss:0.307686
Mixup: SegCE loss:0.0510008 SegJaccard loss:0.147646 ThrJaccard loss:0.142903 SegMixup loss:0.692672 ThrSup loss:0.308874
epoch:166/500 SegCE loss:0.0224913 SegJaccard loss:0.108801 ThrJaccard loss:0.107997 ThrGrad loss:0.000129082 ThrSup loss:0.308197
Mixup: SegCE loss:0.0457746 SegJaccard loss:0.140102 ThrJaccard loss:0.133338 SegMixup loss:0.671772 ThrSup loss:0.309208
Acc: 97.097% Sen: 86.448% Spe: 99.547% Prec: 92.502% Dice: 86.729% Jac: 79.794% F2: 86.219%
epoch:167/500 SegCE loss:0.0214514 SegJaccard loss:0.104153 ThrJaccard loss:0.102967 ThrGrad loss:0.000125396 ThrSup loss:0.307648
Mixup: SegCE loss:0.0481058 SegJaccard loss:0.149959 ThrJaccard loss:0.14296 SegMixup loss:0.781521 ThrSup loss:0.308954
epoch:168/500 SegCE loss:0.0204311 SegJaccard loss:0.104699 ThrJaccard loss:0.104876 ThrGrad loss:0.000126148 ThrSup loss:0.307591
Mixup: SegCE loss:0.0217139 SegJaccard loss:0.0957221 ThrJaccard loss:0.0918539 SegMixup loss:0.51932 ThrSup loss:0.308298
Acc: 96.983% Sen: 85.848% Spe: 99.519% Prec: 92.599% Dice: 86.272% Jac: 79.289% F2: 85.699%
epoch:169/500 SegCE loss:0.0212211 SegJaccard loss:0.108708 ThrJaccard loss:0.108554 ThrGrad loss:0.000131525 ThrSup loss:0.307496
Mixup: SegCE loss:0.0300314 SegJaccard loss:0.108954 ThrJaccard loss:0.106268 SegMixup loss:0.666731 ThrSup loss:0.30829
epoch:170/500 SegCE loss:0.0214824 SegJaccard loss:0.109724 ThrJaccard loss:0.10901 ThrGrad loss:0.000136608 ThrSup loss:0.307768
Mixup: SegCE loss:0.0393408 SegJaccard loss:0.133361 ThrJaccard loss:0.12771 SegMixup loss:0.725408 ThrSup loss:0.308874
Acc: 96.981% Sen: 86.706% Spe: 99.383% Prec: 91.631% Dice: 86.153% Jac: 79.112% F2: 85.962%
epoch:171/500 SegCE loss:0.0216493 SegJaccard loss:0.107055 ThrJaccard loss:0.105385 ThrGrad loss:0.0001346 ThrSup loss:0.307463
Mixup: SegCE loss:0.0435559 SegJaccard loss:0.132481 ThrJaccard loss:0.127517 SegMixup loss:0.628924 ThrSup loss:0.308786
epoch:172/500 SegCE loss:0.0216377 SegJaccard loss:0.107957 ThrJaccard loss:0.106727 ThrGrad loss:0.000129638 ThrSup loss:0.307573
Mixup: SegCE loss:0.0640827 SegJaccard loss:0.172922 ThrJaccard loss:0.164482 SegMixup loss:0.816338 ThrSup loss:0.309323
Acc: 96.952% Sen: 84.196% Spe: 99.659% Prec: 94.292% Dice: 86.241% Jac: 79.374% F2: 84.770%
epoch:173/500 SegCE loss:0.0206368 SegJaccard loss:0.105443 ThrJaccard loss:0.10418 ThrGrad loss:0.000134713 ThrSup loss:0.307621
Mixup: SegCE loss:0.0664021 SegJaccard loss:0.183615 ThrJaccard loss:0.176971 SegMixup loss:0.775352 ThrSup loss:0.308782
epoch:174/500 SegCE loss:0.0217518 SegJaccard loss:0.109266 ThrJaccard loss:0.105554 ThrGrad loss:0.000131252 ThrSup loss:0.307674
Mixup: SegCE loss:0.0576477 SegJaccard loss:0.170106 ThrJaccard loss:0.161653 SegMixup loss:0.862096 ThrSup loss:0.308941
Acc: 96.949% Sen: 85.051% Spe: 99.568% Prec: 92.647% Dice: 85.976% Jac: 78.801% F2: 85.118%
epoch:175/500 SegCE loss:0.0210673 SegJaccard loss:0.112345 ThrJaccard loss:0.110961 ThrGrad loss:0.000121949 ThrSup loss:0.308071
Mixup: SegCE loss:0.0454973 SegJaccard loss:0.154558 ThrJaccard loss:0.148398 SegMixup loss:0.882607 ThrSup loss:0.308908
epoch:176/500 SegCE loss:0.0209816 SegJaccard loss:0.109645 ThrJaccard loss:0.108024 ThrGrad loss:0.000117276 ThrSup loss:0.307749
Mixup: SegCE loss:0.0583121 SegJaccard loss:0.163557 ThrJaccard loss:0.158348 SegMixup loss:0.756988 ThrSup loss:0.309688
Acc: 97.015% Sen: 85.698% Spe: 99.534% Prec: 92.463% Dice: 86.218% Jac: 79.196% F2: 85.535%
epoch:177/500 SegCE loss:0.0212629 SegJaccard loss:0.106615 ThrJaccard loss:0.105536 ThrGrad loss:0.000127092 ThrSup loss:0.307935
Mixup: SegCE loss:0.041592 SegJaccard loss:0.130915 ThrJaccard loss:0.125133 SegMixup loss:0.668192 ThrSup loss:0.308513
epoch:178/500 SegCE loss:0.020894 SegJaccard loss:0.108349 ThrJaccard loss:0.107239 ThrGrad loss:0.000119243 ThrSup loss:0.307417
Mixup: SegCE loss:0.0370806 SegJaccard loss:0.126011 ThrJaccard loss:0.119882 SegMixup loss:0.655893 ThrSup loss:0.308033
Acc: 97.107% Sen: 89.546% Spe: 99.138% Prec: 88.290% Dice: 86.281% Jac: 78.736% F2: 87.667%
epoch:179/500 SegCE loss:0.0214941 SegJaccard loss:0.105841 ThrJaccard loss:0.105528 ThrGrad loss:0.000123615 ThrSup loss:0.307658
Mixup: SegCE loss:0.0453919 SegJaccard loss:0.15024 ThrJaccard loss:0.144678 SegMixup loss:0.759452 ThrSup loss:0.308917
epoch:180/500 SegCE loss:0.0205944 SegJaccard loss:0.103938 ThrJaccard loss:0.103529 ThrGrad loss:0.000117625 ThrSup loss:0.307282
Mixup: SegCE loss:0.0263441 SegJaccard loss:0.105028 ThrJaccard loss:0.101647 SegMixup loss:0.56215 ThrSup loss:0.308272
Acc: 96.910% Sen: 84.269% Spe: 99.606% Prec: 93.747% Dice: 85.947% Jac: 78.983% F2: 84.569%
epoch:181/500 SegCE loss:0.0208567 SegJaccard loss:0.106626 ThrJaccard loss:0.10436 ThrGrad loss:0.000121044 ThrSup loss:0.307437
Mixup: SegCE loss:0.0426521 SegJaccard loss:0.135375 ThrJaccard loss:0.130202 SegMixup loss:0.632113 ThrSup loss:0.308622
epoch:182/500 SegCE loss:0.0198742 SegJaccard loss:0.103597 ThrJaccard loss:0.102588 ThrGrad loss:0.000119154 ThrSup loss:0.307434
Mixup: SegCE loss:0.0472518 SegJaccard loss:0.140421 ThrJaccard loss:0.134837 SegMixup loss:0.720205 ThrSup loss:0.309028
Acc: 97.009% Sen: 85.088% Spe: 99.598% Prec: 93.298% Dice: 86.199% Jac: 79.353% F2: 85.191%
epoch:183/500 SegCE loss:0.0210638 SegJaccard loss:0.104883 ThrJaccard loss:0.103798 ThrGrad loss:0.00012049 ThrSup loss:0.307502
Mixup: SegCE loss:0.0427519 SegJaccard loss:0.130826 ThrJaccard loss:0.125744 SegMixup loss:0.71551 ThrSup loss:0.308803
epoch:184/500 SegCE loss:0.0210625 SegJaccard loss:0.104181 ThrJaccard loss:0.103038 ThrGrad loss:0.000125104 ThrSup loss:0.30756
Mixup: SegCE loss:0.0476111 SegJaccard loss:0.145174 ThrJaccard loss:0.138209 SegMixup loss:0.675716 ThrSup loss:0.309068
Acc: 97.070% Sen: 86.369% Spe: 99.512% Prec: 92.212% Dice: 86.576% Jac: 79.528% F2: 86.080%
epoch:185/500 SegCE loss:0.0212277 SegJaccard loss:0.107681 ThrJaccard loss:0.107181 ThrGrad loss:0.000121148 ThrSup loss:0.30745
Mixup: SegCE loss:0.0367149 SegJaccard loss:0.127662 ThrJaccard loss:0.122229 SegMixup loss:0.677272 ThrSup loss:0.308176
epoch:186/500 SegCE loss:0.0208069 SegJaccard loss:0.105432 ThrJaccard loss:0.105583 ThrGrad loss:0.000123617 ThrSup loss:0.307597
Mixup: SegCE loss:0.0450781 SegJaccard loss:0.139739 ThrJaccard loss:0.132514 SegMixup loss:0.754775 ThrSup loss:0.308841
Acc: 96.970% Sen: 84.506% Spe: 99.663% Prec: 94.064% Dice: 86.331% Jac: 79.457% F2: 84.980%
epoch:187/500 SegCE loss:0.0204881 SegJaccard loss:0.107425 ThrJaccard loss:0.107074 ThrGrad loss:0.000119895 ThrSup loss:0.30785
Mixup: SegCE loss:0.0476241 SegJaccard loss:0.147078 ThrJaccard loss:0.141127 SegMixup loss:0.738453 ThrSup loss:0.308845
epoch:188/500 SegCE loss:0.0209626 SegJaccard loss:0.10462 ThrJaccard loss:0.104343 ThrGrad loss:0.000118279 ThrSup loss:0.307424
Mixup: SegCE loss:0.0472477 SegJaccard loss:0.145772 ThrJaccard loss:0.140846 SegMixup loss:0.747874 ThrSup loss:0.308847
Acc: 96.946% Sen: 83.630% Spe: 99.655% Prec: 94.231% Dice: 85.904% Jac: 78.851% F2: 84.210%
epoch:189/500 SegCE loss:0.0208006 SegJaccard loss:0.107064 ThrJaccard loss:0.10594 ThrGrad loss:0.000112684 ThrSup loss:0.308067
Mixup: SegCE loss:0.0641479 SegJaccard loss:0.176299 ThrJaccard loss:0.169484 SegMixup loss:0.821314 ThrSup loss:0.309827
epoch:190/500 SegCE loss:0.0218094 SegJaccard loss:0.10622 ThrJaccard loss:0.105545 ThrGrad loss:0.000127892 ThrSup loss:0.307554
Mixup: SegCE loss:0.0391913 SegJaccard loss:0.132794 ThrJaccard loss:0.128804 SegMixup loss:0.73272 ThrSup loss:0.308808
Acc: 96.916% Sen: 83.393% Spe: 99.666% Prec: 94.170% Dice: 85.669% Jac: 78.685% F2: 84.048%
epoch:191/500 SegCE loss:0.0210781 SegJaccard loss:0.104463 ThrJaccard loss:0.103652 ThrGrad loss:0.000123206 ThrSup loss:0.307363
Mixup: SegCE loss:0.0472434 SegJaccard loss:0.139902 ThrJaccard loss:0.135462 SegMixup loss:0.705363 ThrSup loss:0.308042
epoch:192/500 SegCE loss:0.0197526 SegJaccard loss:0.103409 ThrJaccard loss:0.102059 ThrGrad loss:0.000117488 ThrSup loss:0.307288
Mixup: SegCE loss:0.0326853 SegJaccard loss:0.126349 ThrJaccard loss:0.120801 SegMixup loss:0.596298 ThrSup loss:0.308437
Acc: 96.964% Sen: 84.439% Spe: 99.605% Prec: 93.582% Dice: 86.015% Jac: 79.066% F2: 84.781%
epoch:193/500 SegCE loss:0.020858 SegJaccard loss:0.103258 ThrJaccard loss:0.103133 ThrGrad loss:0.000120967 ThrSup loss:0.307242
Mixup: SegCE loss:0.0296248 SegJaccard loss:0.112716 ThrJaccard loss:0.109599 SegMixup loss:0.620102 ThrSup loss:0.307885
epoch:194/500 SegCE loss:0.0202345 SegJaccard loss:0.10305 ThrJaccard loss:0.101783 ThrGrad loss:0.00012239 ThrSup loss:0.307831
Mixup: SegCE loss:0.0579924 SegJaccard loss:0.15774 ThrJaccard loss:0.152552 SegMixup loss:0.71549 ThrSup loss:0.310243
Acc: 97.030% Sen: 84.754% Spe: 99.596% Prec: 93.520% Dice: 86.300% Jac: 79.517% F2: 85.113%
epoch:195/500 SegCE loss:0.0198796 SegJaccard loss:0.103798 ThrJaccard loss:0.102598 ThrGrad loss:0.000131513 ThrSup loss:0.307257
Mixup: SegCE loss:0.0375502 SegJaccard loss:0.121625 ThrJaccard loss:0.116649 SegMixup loss:0.610363 ThrSup loss:0.308171
epoch:196/500 SegCE loss:0.020559 SegJaccard loss:0.105035 ThrJaccard loss:0.104494 ThrGrad loss:0.000125751 ThrSup loss:0.307369
Mixup: SegCE loss:0.0535585 SegJaccard loss:0.158872 ThrJaccard loss:0.15209 SegMixup loss:0.729032 ThrSup loss:0.309448
Acc: 97.089% Sen: 87.347% Spe: 99.404% Prec: 91.555% Dice: 86.656% Jac: 79.738% F2: 86.656%
epoch:197/500 SegCE loss:0.0206282 SegJaccard loss:0.10459 ThrJaccard loss:0.102717 ThrGrad loss:0.000119684 ThrSup loss:0.307405
Mixup: SegCE loss:0.0462107 SegJaccard loss:0.142723 ThrJaccard loss:0.136691 SegMixup loss:0.657311 ThrSup loss:0.309003
epoch:198/500 SegCE loss:0.0208519 SegJaccard loss:0.106935 ThrJaccard loss:0.106489 ThrGrad loss:0.000120311 ThrSup loss:0.30746
Mixup: SegCE loss:0.0571242 SegJaccard loss:0.159771 ThrJaccard loss:0.153063 SegMixup loss:0.657157 ThrSup loss:0.309467
Acc: 97.064% Sen: 88.702% Spe: 99.122% Prec: 88.958% Dice: 86.068% Jac: 78.765% F2: 86.947%
epoch:199/500 SegCE loss:0.0203729 SegJaccard loss:0.103101 ThrJaccard loss:0.102635 ThrGrad loss:0.000121545 ThrSup loss:0.307517
Mixup: SegCE loss:0.051991 SegJaccard loss:0.146158 ThrJaccard loss:0.141742 SegMixup loss:0.665426 ThrSup loss:0.308956
epoch:200/500 SegCE loss:0.0207521 SegJaccard loss:0.107136 ThrJaccard loss:0.105975 ThrGrad loss:0.000121393 ThrSup loss:0.307214
Mixup: SegCE loss:0.0259215 SegJaccard loss:0.0997395 ThrJaccard loss:0.0974125 SegMixup loss:0.628188 ThrSup loss:0.307648
Acc: 96.930% Sen: 84.727% Spe: 99.580% Prec: 93.238% Dice: 86.062% Jac: 79.074% F2: 84.959%
epoch:201/500 SegCE loss:0.0204836 SegJaccard loss:0.104573 ThrJaccard loss:0.103135 ThrGrad loss:0.000114934 ThrSup loss:0.307443
Mixup: SegCE loss:0.03742 SegJaccard loss:0.12363 ThrJaccard loss:0.117701 SegMixup loss:0.597657 ThrSup loss:0.308908
epoch:202/500 SegCE loss:0.0198221 SegJaccard loss:0.103606 ThrJaccard loss:0.10404 ThrGrad loss:0.000128888 ThrSup loss:0.30778
Mixup: SegCE loss:0.0513743 SegJaccard loss:0.158684 ThrJaccard loss:0.15123 SegMixup loss:0.786959 ThrSup loss:0.309069
Acc: 96.957% Sen: 85.792% Spe: 99.506% Prec: 92.213% Dice: 86.129% Jac: 79.073% F2: 85.609%
epoch:203/500 SegCE loss:0.0197821 SegJaccard loss:0.104703 ThrJaccard loss:0.102997 ThrGrad loss:0.000119004 ThrSup loss:0.307363
Mixup: SegCE loss:0.0385818 SegJaccard loss:0.131991 ThrJaccard loss:0.126868 SegMixup loss:0.669137 ThrSup loss:0.30844
epoch:204/500 SegCE loss:0.020016 SegJaccard loss:0.103501 ThrJaccard loss:0.10353 ThrGrad loss:0.00011845 ThrSup loss:0.307531
Mixup: SegCE loss:0.0412666 SegJaccard loss:0.137573 ThrJaccard loss:0.132054 SegMixup loss:0.750972 ThrSup loss:0.308748
Acc: 96.816% Sen: 82.062% Spe: 99.723% Prec: 94.985% Dice: 85.244% Jac: 78.020% F2: 83.055%
epoch:205/500 SegCE loss:0.0199754 SegJaccard loss:0.103361 ThrJaccard loss:0.101032 ThrGrad loss:0.000119056 ThrSup loss:0.307503
Mixup: SegCE loss:0.0335986 SegJaccard loss:0.113493 ThrJaccard loss:0.109385 SegMixup loss:0.574104 ThrSup loss:0.308531
epoch:206/500 SegCE loss:0.0200015 SegJaccard loss:0.102783 ThrJaccard loss:0.100751 ThrGrad loss:0.000122658 ThrSup loss:0.307337
Mixup: SegCE loss:0.052288 SegJaccard loss:0.15214 ThrJaccard loss:0.14698 SegMixup loss:0.764149 ThrSup loss:0.308556
Acc: 96.994% Sen: 85.566% Spe: 99.535% Prec: 92.452% Dice: 86.225% Jac: 79.119% F2: 85.505%
epoch:207/500 SegCE loss:0.0201591 SegJaccard loss:0.103987 ThrJaccard loss:0.102525 ThrGrad loss:0.000120584 ThrSup loss:0.307415
Mixup: SegCE loss:0.0430179 SegJaccard loss:0.131045 ThrJaccard loss:0.126356 SegMixup loss:0.682409 ThrSup loss:0.308503
epoch:208/500 SegCE loss:0.0196151 SegJaccard loss:0.101066 ThrJaccard loss:0.0998169 ThrGrad loss:0.000117663 ThrSup loss:0.307634
Mixup: SegCE loss:0.0437671 SegJaccard loss:0.143394 ThrJaccard loss:0.138272 SegMixup loss:0.70778 ThrSup loss:0.309366
Acc: 96.841% Sen: 82.541% Spe: 99.681% Prec: 94.585% Dice: 85.414% Jac: 78.189% F2: 83.421%
epoch:209/500 SegCE loss:0.0193989 SegJaccard loss:0.101102 ThrJaccard loss:0.100534 ThrGrad loss:0.000116604 ThrSup loss:0.307607
Mixup: SegCE loss:0.0405029 SegJaccard loss:0.132298 ThrJaccard loss:0.1264 SegMixup loss:0.708521 ThrSup loss:0.308814
epoch:210/500 SegCE loss:0.0202562 SegJaccard loss:0.103423 ThrJaccard loss:0.10317 ThrGrad loss:0.00012016 ThrSup loss:0.307312
Mixup: SegCE loss:0.0346351 SegJaccard loss:0.117554 ThrJaccard loss:0.113402 SegMixup loss:0.58311 ThrSup loss:0.308755
Acc: 96.969% Sen: 84.766% Spe: 99.623% Prec: 93.374% Dice: 86.030% Jac: 79.044% F2: 84.907%
epoch:211/500 SegCE loss:0.0197447 SegJaccard loss:0.102092 ThrJaccard loss:0.101728 ThrGrad loss:0.000114093 ThrSup loss:0.307255
Mixup: SegCE loss:0.0353411 SegJaccard loss:0.116244 ThrJaccard loss:0.110687 SegMixup loss:0.557348 ThrSup loss:0.308193
epoch:212/500 SegCE loss:0.020269 SegJaccard loss:0.101735 ThrJaccard loss:0.100338 ThrGrad loss:0.000119962 ThrSup loss:0.307778
Mixup: SegCE loss:0.0467342 SegJaccard loss:0.146184 ThrJaccard loss:0.139668 SegMixup loss:0.73229 ThrSup loss:0.309292
Acc: 96.986% Sen: 84.020% Spe: 99.677% Prec: 94.147% Dice: 86.039% Jac: 79.039% F2: 84.520%
epoch:213/500 SegCE loss:0.020126 SegJaccard loss:0.105277 ThrJaccard loss:0.104079 ThrGrad loss:0.000121102 ThrSup loss:0.30781
Mixup: SegCE loss:0.0559894 SegJaccard loss:0.159786 ThrJaccard loss:0.153717 SegMixup loss:0.747872 ThrSup loss:0.308886
epoch:214/500 SegCE loss:0.0196741 SegJaccard loss:0.102315 ThrJaccard loss:0.102031 ThrGrad loss:0.000115019 ThrSup loss:0.307839
Mixup: SegCE loss:0.0423679 SegJaccard loss:0.142197 ThrJaccard loss:0.136869 SegMixup loss:0.755787 ThrSup loss:0.309488
Acc: 96.926% Sen: 82.368% Spe: 99.699% Prec: 95.234% Dice: 85.517% Jac: 78.417% F2: 83.310%
epoch:215/500 SegCE loss:0.0203217 SegJaccard loss:0.10354 ThrJaccard loss:0.102758 ThrGrad loss:0.000119907 ThrSup loss:0.307463
Mixup: SegCE loss:0.0417549 SegJaccard loss:0.12175 ThrJaccard loss:0.115996 SegMixup loss:0.572925 ThrSup loss:0.308799
epoch:216/500 SegCE loss:0.0201166 SegJaccard loss:0.100956 ThrJaccard loss:0.100361 ThrGrad loss:0.000122547 ThrSup loss:0.307298
Mixup: SegCE loss:0.0326646 SegJaccard loss:0.123823 ThrJaccard loss:0.118247 SegMixup loss:0.616235 ThrSup loss:0.308574
Acc: 96.867% Sen: 82.727% Spe: 99.728% Prec: 94.887% Dice: 85.510% Jac: 78.469% F2: 83.542%
epoch:217/500 SegCE loss:0.0199033 SegJaccard loss:0.103541 ThrJaccard loss:0.102478 ThrGrad loss:0.000119258 ThrSup loss:0.307296
Mixup: SegCE loss:0.0344249 SegJaccard loss:0.120922 ThrJaccard loss:0.116526 SegMixup loss:0.631641 ThrSup loss:0.30832
epoch:218/500 SegCE loss:0.0195874 SegJaccard loss:0.0998816 ThrJaccard loss:0.0996427 ThrGrad loss:0.000122434 ThrSup loss:0.30713
Mixup: SegCE loss:0.0311532 SegJaccard loss:0.121648 ThrJaccard loss:0.116521 SegMixup loss:0.623386 ThrSup loss:0.307868
Acc: 96.983% Sen: 84.842% Spe: 99.611% Prec: 93.498% Dice: 86.197% Jac: 79.313% F2: 85.117%
epoch:219/500 SegCE loss:0.0197516 SegJaccard loss:0.10624 ThrJaccard loss:0.103287 ThrGrad loss:0.000115921 ThrSup loss:0.307385
Mixup: SegCE loss:0.0490514 SegJaccard loss:0.158529 ThrJaccard loss:0.150412 SegMixup loss:0.865365 ThrSup loss:0.308827
epoch:220/500 SegCE loss:0.0194997 SegJaccard loss:0.100909 ThrJaccard loss:0.100045 ThrGrad loss:0.000122201 ThrSup loss:0.308247
Mixup: SegCE loss:0.0610918 SegJaccard loss:0.163059 ThrJaccard loss:0.155324 SegMixup loss:0.836197 ThrSup loss:0.309895
Acc: 96.912% Sen: 82.601% Spe: 99.715% Prec: 94.945% Dice: 85.456% Jac: 78.437% F2: 83.446%
epoch:221/500 SegCE loss:0.0195731 SegJaccard loss:0.100628 ThrJaccard loss:0.0996092 ThrGrad loss:0.000119016 ThrSup loss:0.307402
Mixup: SegCE loss:0.0388447 SegJaccard loss:0.136248 ThrJaccard loss:0.131761 SegMixup loss:0.718351 ThrSup loss:0.308573
epoch:222/500 SegCE loss:0.0200031 SegJaccard loss:0.104397 ThrJaccard loss:0.103872 ThrGrad loss:0.000118326 ThrSup loss:0.307602
Mixup: SegCE loss:0.048231 SegJaccard loss:0.143883 ThrJaccard loss:0.140828 SegMixup loss:0.71931 ThrSup loss:0.308934
Acc: 96.946% Sen: 82.662% Spe: 99.694% Prec: 94.679% Dice: 85.523% Jac: 78.400% F2: 83.492%
epoch:223/500 SegCE loss:0.0203758 SegJaccard loss:0.101937 ThrJaccard loss:0.101297 ThrGrad loss:0.000123217 ThrSup loss:0.307528
Mixup: SegCE loss:0.0441126 SegJaccard loss:0.141378 ThrJaccard loss:0.136456 SegMixup loss:0.674209 ThrSup loss:0.309171
epoch:224/500 SegCE loss:0.0196402 SegJaccard loss:0.101292 ThrJaccard loss:0.10052 ThrGrad loss:0.000114961 ThrSup loss:0.307648
Mixup: SegCE loss:0.0439317 SegJaccard loss:0.14545 ThrJaccard loss:0.138988 SegMixup loss:0.731204 ThrSup loss:0.308932
Acc: 97.161% Sen: 87.374% Spe: 99.434% Prec: 91.314% Dice: 86.733% Jac: 79.697% F2: 86.705%
epoch:225/500 SegCE loss:0.0198251 SegJaccard loss:0.101963 ThrJaccard loss:0.100883 ThrGrad loss:0.000118723 ThrSup loss:0.307451
Mixup: SegCE loss:0.034943 SegJaccard loss:0.119852 ThrJaccard loss:0.117198 SegMixup loss:0.620531 ThrSup loss:0.309013
epoch:226/500 SegCE loss:0.019669 SegJaccard loss:0.103338 ThrJaccard loss:0.101813 ThrGrad loss:0.000119053 ThrSup loss:0.307594
Mixup: SegCE loss:0.0451286 SegJaccard loss:0.144583 ThrJaccard loss:0.139168 SegMixup loss:0.750911 ThrSup loss:0.309016
Acc: 96.941% Sen: 82.909% Spe: 99.701% Prec: 95.023% Dice: 85.714% Jac: 78.817% F2: 83.755%
epoch:227/500 SegCE loss:0.0194791 SegJaccard loss:0.0999873 ThrJaccard loss:0.0992383 ThrGrad loss:0.00012978 ThrSup loss:0.307378
Mixup: SegCE loss:0.0380858 SegJaccard loss:0.126689 ThrJaccard loss:0.123302 SegMixup loss:0.642545 ThrSup loss:0.308619
epoch:228/500 SegCE loss:0.0198768 SegJaccard loss:0.100089 ThrJaccard loss:0.0995059 ThrGrad loss:0.000124772 ThrSup loss:0.30746
Mixup: SegCE loss:0.0435817 SegJaccard loss:0.138717 ThrJaccard loss:0.133184 SegMixup loss:0.724671 ThrSup loss:0.30834
Acc: 97.098% Sen: 85.628% Spe: 99.571% Prec: 93.375% Dice: 86.645% Jac: 79.796% F2: 85.689%
epoch:229/500 SegCE loss:0.0200398 SegJaccard loss:0.10128 ThrJaccard loss:0.101207 ThrGrad loss:0.000128404 ThrSup loss:0.307522
Mixup: SegCE loss:0.0457061 SegJaccard loss:0.1431 ThrJaccard loss:0.135091 SegMixup loss:0.76157 ThrSup loss:0.309439
epoch:230/500 SegCE loss:0.0200104 SegJaccard loss:0.101731 ThrJaccard loss:0.100751 ThrGrad loss:0.000117249 ThrSup loss:0.307755
Mixup: SegCE loss:0.0485389 SegJaccard loss:0.143983 ThrJaccard loss:0.139456 SegMixup loss:0.769053 ThrSup loss:0.309177
Acc: 96.908% Sen: 83.772% Spe: 99.638% Prec: 93.874% Dice: 85.558% Jac: 78.604% F2: 84.203%
epoch:231/500 SegCE loss:0.0191188 SegJaccard loss:0.105289 ThrJaccard loss:0.104473 ThrGrad loss:0.000130534 ThrSup loss:0.30732
Mixup: SegCE loss:0.0403227 SegJaccard loss:0.128979 ThrJaccard loss:0.123073 SegMixup loss:0.616628 ThrSup loss:0.308199
epoch:232/500 SegCE loss:0.0198695 SegJaccard loss:0.100803 ThrJaccard loss:0.100017 ThrGrad loss:0.000125754 ThrSup loss:0.307323
Mixup: SegCE loss:0.0328187 SegJaccard loss:0.114439 ThrJaccard loss:0.112092 SegMixup loss:0.628952 ThrSup loss:0.308493
Acc: 96.844% Sen: 82.737% Spe: 99.703% Prec: 94.683% Dice: 85.285% Jac: 78.339% F2: 83.475%
epoch:233/500 SegCE loss:0.0197683 SegJaccard loss:0.100051 ThrJaccard loss:0.0994898 ThrGrad loss:0.000119211 ThrSup loss:0.307328
Mixup: SegCE loss:0.0420229 SegJaccard loss:0.130187 ThrJaccard loss:0.127672 SegMixup loss:0.679639 ThrSup loss:0.308205
epoch:234/500 SegCE loss:0.0192539 SegJaccard loss:0.10037 ThrJaccard loss:0.100986 ThrGrad loss:0.000122616 ThrSup loss:0.307066
Mixup: SegCE loss:0.0357379 SegJaccard loss:0.121151 ThrJaccard loss:0.116524 SegMixup loss:0.578933 ThrSup loss:0.307958
Acc: 97.043% Sen: 85.367% Spe: 99.567% Prec: 93.033% Dice: 86.385% Jac: 79.520% F2: 85.479%
epoch:235/500 SegCE loss:0.0191758 SegJaccard loss:0.0993471 ThrJaccard loss:0.0980966 ThrGrad loss:0.000120644 ThrSup loss:0.307498
Mixup: SegCE loss:0.044001 SegJaccard loss:0.139324 ThrJaccard loss:0.135157 SegMixup loss:0.743466 ThrSup loss:0.308621
epoch:236/500 SegCE loss:0.0198846 SegJaccard loss:0.101691 ThrJaccard loss:0.100779 ThrGrad loss:0.000120269 ThrSup loss:0.307352
Mixup: SegCE loss:0.0401089 SegJaccard loss:0.129112 ThrJaccard loss:0.124913 SegMixup loss:0.5995 ThrSup loss:0.308568
Acc: 97.047% Sen: 85.728% Spe: 99.527% Prec: 92.859% Dice: 86.310% Jac: 79.437% F2: 85.543%
epoch:237/500 SegCE loss:0.0182094 SegJaccard loss:0.0998045 ThrJaccard loss:0.098818 ThrGrad loss:0.000118928 ThrSup loss:0.307219
Mixup: SegCE loss:0.0431209 SegJaccard loss:0.139257 ThrJaccard loss:0.135854 SegMixup loss:0.685372 ThrSup loss:0.308442
epoch:238/500 SegCE loss:0.0194178 SegJaccard loss:0.0980233 ThrJaccard loss:0.0969253 ThrGrad loss:0.000116532 ThrSup loss:0.307111
Mixup: SegCE loss:0.0357722 SegJaccard loss:0.120381 ThrJaccard loss:0.116396 SegMixup loss:0.632385 ThrSup loss:0.308169
Acc: 97.154% Sen: 87.814% Spe: 99.387% Prec: 90.971% Dice: 86.740% Jac: 79.717% F2: 86.924%
epoch:239/500 SegCE loss:0.0193171 SegJaccard loss:0.0997641 ThrJaccard loss:0.0988169 ThrGrad loss:0.000119278 ThrSup loss:0.307101
Mixup: SegCE loss:0.0233843 SegJaccard loss:0.0895033 ThrJaccard loss:0.087703 SegMixup loss:0.500405 ThrSup loss:0.307861
epoch:240/500 SegCE loss:0.018653 SegJaccard loss:0.0961219 ThrJaccard loss:0.0952387 ThrGrad loss:0.000113784 ThrSup loss:0.307338
Mixup: SegCE loss:0.0508941 SegJaccard loss:0.153201 ThrJaccard loss:0.147826 SegMixup loss:0.747376 ThrSup loss:0.309143
Acc: 97.141% Sen: 85.016% Spe: 99.638% Prec: 94.347% Dice: 86.903% Jac: 80.184% F2: 85.485%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2_S50/model-best-deeplabv3plus_res101_atrous_CVC_epoch240_dice86.903.pth has been saved
epoch:241/500 SegCE loss:0.0192196 SegJaccard loss:0.0990313 ThrJaccard loss:0.0986006 ThrGrad loss:0.000119902 ThrSup loss:0.307425
Mixup: SegCE loss:0.0547383 SegJaccard loss:0.152826 ThrJaccard loss:0.145023 SegMixup loss:0.783409 ThrSup loss:0.308596
epoch:242/500 SegCE loss:0.0189866 SegJaccard loss:0.100481 ThrJaccard loss:0.0995335 ThrGrad loss:0.000115657 ThrSup loss:0.307257
Mixup: SegCE loss:0.0389114 SegJaccard loss:0.12167 ThrJaccard loss:0.11728 SegMixup loss:0.616193 ThrSup loss:0.308743
Acc: 97.163% Sen: 85.625% Spe: 99.627% Prec: 93.688% Dice: 86.963% Jac: 80.154% F2: 85.856%
/home/xiaoqiguo2/Threshold/model/CVC_lr001_384_256_A3_Ba4m3_C5_D5_E2_S50/model-best-deeplabv3plus_res101_atrous_CVC_epoch242_dice86.963.pth has been saved
epoch:243/500 SegCE loss:0.0187409 SegJaccard loss:0.0984627 ThrJaccard loss:0.0988394 ThrGrad loss:0.000119751 ThrSup loss:0.307203
Mixup: SegCE loss:0.0387344 SegJaccard loss:0.121253 ThrJaccard loss:0.117988 SegMixup loss:0.607911 ThrSup loss:0.308369
epoch:244/500 SegCE loss:0.0193358 SegJaccard loss:0.102208 ThrJaccard loss:0.101311 ThrGrad loss:0.000121247 ThrSup loss:0.307166
Mixup: SegCE loss:0.0383825 SegJaccard loss:0.122249 ThrJaccard loss:0.116311 SegMixup loss:0.652253 ThrSup loss:0.308064
Acc: 96.992% Sen: 84.348% Spe: 99.659% Prec: 93.896% Dice: 86.042% Jac: 79.171% F2: 84.753%
epoch:245/500 SegCE loss:0.0189266 SegJaccard loss:0.100694 ThrJaccard loss:0.100705 ThrGrad loss:0.000115088 ThrSup loss:0.307166
Mixup: SegCE loss:0.0370374 SegJaccard loss:0.127291 ThrJaccard loss:0.125191 SegMixup loss:0.717154 ThrSup loss:0.308513
epoch:246/500 SegCE loss:0.0187145 SegJaccard loss:0.0981686 ThrJaccard loss:0.0982557 ThrGrad loss:0.000113304 ThrSup loss:0.307414
Mixup: SegCE loss:0.0349721 SegJaccard loss:0.125219 ThrJaccard loss:0.120589 SegMixup loss:0.616605 ThrSup loss:0.308979
Acc: 96.939% Sen: 83.311% Spe: 99.689% Prec: 94.466% Dice: 85.598% Jac: 78.721% F2: 83.931%
epoch:247/500 SegCE loss:0.0194121 SegJaccard loss:0.101549 ThrJaccard loss:0.100937 ThrGrad loss:0.000118844 ThrSup loss:0.307198
Mixup: SegCE loss:0.0425707 SegJaccard loss:0.130016 ThrJaccard loss:0.124315 SegMixup loss:0.736931 ThrSup loss:0.307935
epoch:248/500 SegCE loss:0.0195087 SegJaccard loss:0.101457 ThrJaccard loss:0.100152 ThrGrad loss:0.000114198 ThrSup loss:0.307531
Mixup: SegCE loss:0.0357683 SegJaccard loss:0.121062 ThrJaccard loss:0.118302 SegMixup loss:0.6015 ThrSup loss:0.308694
Acc: 96.960% Sen: 83.481% Spe: 99.701% Prec: 94.797% Dice: 85.895% Jac: 79.142% F2: 84.173%
epoch:249/500 SegCE loss:0.0193529 SegJaccard loss:0.100479 ThrJaccard loss:0.0997752 ThrGrad loss:0.000120078 ThrSup loss:0.307243
Mixup: SegCE loss:0.0409403 SegJaccard loss:0.129785 ThrJaccard loss:0.125777 SegMixup loss:0.681852 ThrSup loss:0.308004
epoch:250/500 SegCE loss:0.0187705 SegJaccard loss:0.0994814 ThrJaccard loss:0.0990859 ThrGrad loss:0.000118422 ThrSup loss:0.307384
Mixup: SegCE loss:0.0443304 SegJaccard loss:0.135859 ThrJaccard loss:0.128833 SegMixup loss:0.675052 ThrSup loss:0.30857
Acc: 97.128% Sen: 86.659% Spe: 99.509% Prec: 92.082% Dice: 86.573% Jac: 79.656% F2: 86.255%
epoch:251/500 SegCE loss:0.0195173 SegJaccard loss:0.10112 ThrJaccard loss:0.0998137 ThrGrad loss:0.000109951 ThrSup loss:0.307797
Mixup: SegCE loss:0.0451226 SegJaccard loss:0.140593 ThrJaccard loss:0.135656 SegMixup loss:0.669295 ThrSup loss:0.309221
epoch:252/500 SegCE loss:0.0196337 SegJaccard loss:0.099117 ThrJaccard loss:0.0990132 ThrGrad loss:0.000121802 ThrSup loss:0.307098
Mixup: SegCE loss:0.0311747 SegJaccard loss:0.113989 ThrJaccard loss:0.112667 SegMixup loss:0.566517 ThrSup loss:0.308036
Acc: 97.004% Sen: 84.716% Spe: 99.611% Prec: 93.701% Dice: 86.231% Jac: 79.459% F2: 84.957%
epoch:253/500 SegCE loss:0.0190009 SegJaccard loss:0.100079 ThrJaccard loss:0.0992324 ThrGrad loss:0.000118478 ThrSup loss:0.3074
Mixup: SegCE loss:0.0553805 SegJaccard loss:0.16731 ThrJaccard loss:0.16081 SegMixup loss:0.817908 ThrSup loss:0.308845
epoch:254/500 SegCE loss:0.0189302 SegJaccard loss:0.100514 ThrJaccard loss:0.0997822 ThrGrad loss:0.000115007 ThrSup loss:0.307333
Mixup: SegCE loss:0.0325027 SegJaccard loss:0.122587 ThrJaccard loss:0.119441 SegMixup loss:0.65183 ThrSup loss:0.308127
Acc: 97.057% Sen: 85.616% Spe: 99.590% Prec: 93.018% Dice: 86.433% Jac: 79.625% F2: 85.568%
epoch:255/500 SegCE loss:0.018748 SegJaccard loss:0.098252 ThrJaccard loss:0.0978288 ThrGrad loss:0.00011457 ThrSup loss:0.307163
Mixup: SegCE loss:0.0390212 SegJaccard loss:0.136479 ThrJaccard loss:0.133351 SegMixup loss:0.690015 ThrSup loss:0.308315
epoch:256/500 SegCE loss:0.019215 SegJaccard loss:0.0994803 ThrJaccard loss:0.0984017 ThrGrad loss:0.000116682 ThrSup loss:0.307129
Mixup: SegCE loss:0.0349853 SegJaccard loss:0.121124 ThrJaccard loss:0.118104 SegMixup loss:0.659349 ThrSup loss:0.308695
Acc: 97.060% Sen: 85.964% Spe: 99.516% Prec: 92.371% Dice: 86.323% Jac: 79.424% F2: 85.731%
epoch:257/500 SegCE loss:0.0186846 SegJaccard loss:0.0970963 ThrJaccard loss:0.0963023 ThrGrad loss:0.000118591 ThrSup loss:0.30704
Mixup: SegCE loss:0.0334982 SegJaccard loss:0.117824 ThrJaccard loss:0.114021 SegMixup loss:0.629718 ThrSup loss:0.307829
epoch:258/500 SegCE loss:0.0192948 SegJaccard loss:0.103933 ThrJaccard loss:0.103079 ThrGrad loss:0.000114248 ThrSup loss:0.307529
Mixup: SegCE loss:0.0496513 SegJaccard loss:0.14782 ThrJaccard loss:0.142322 SegMixup loss:0.753363 ThrSup loss:0.309147
Acc: 96.992% Sen: 86.322% Spe: 99.383% Prec: 91.365% Dice: 85.920% Jac: 78.818% F2: 85.670%
epoch:259/500 SegCE loss:0.0194706 SegJaccard loss:0.100948 ThrJaccard loss:0.100305 ThrGrad loss:0.000119299 ThrSup loss:0.307178
Mixup: SegCE loss:0.0322083 SegJaccard loss:0.116036 ThrJaccard loss:0.111555 SegMixup loss:0.546712 ThrSup loss:0.308346
epoch:260/500 SegCE loss:0.0190928 SegJaccard loss:0.100292 ThrJaccard loss:0.0995662 ThrGrad loss:0.000109233 ThrSup loss:0.307403
Mixup: SegCE loss:0.0509792 SegJaccard loss:0.154004 ThrJaccard loss:0.146468 SegMixup loss:0.799421 ThrSup loss:0.309053
Acc: 97.010% Sen: 83.993% Spe: 99.629% Prec: 94.142% Dice: 86.020% Jac: 79.082% F2: 84.463%
epoch:261/500 SegCE loss:0.0190708 SegJaccard loss:0.10179 ThrJaccard loss:0.100147 ThrGrad loss:0.00012189 ThrSup loss:0.307183
Mixup: SegCE loss:0.0364254 SegJaccard loss:0.11955 ThrJaccard loss:0.116637 SegMixup loss:0.609983 ThrSup loss:0.308094
epoch:262/500 SegCE loss:0.0186949 SegJaccard loss:0.10233 ThrJaccard loss:0.101384 ThrGrad loss:0.000116123 ThrSup loss:0.307241
Mixup: SegCE loss:0.0305282 SegJaccard loss:0.117342 ThrJaccard loss:0.116072 SegMixup loss:0.64109 ThrSup loss:0.308287
Acc: 96.975% Sen: 85.264% Spe: 99.584% Prec: 92.586% Dice: 85.860% Jac: 78.816% F2: 85.191%
epoch:263/500 SegCE loss:0.018804 SegJaccard loss:0.0986622 ThrJaccard loss:0.0980859 ThrGrad loss:0.00011996 ThrSup loss:0.307331
Mixup: SegCE loss:0.0426654 SegJaccard loss:0.134208 ThrJaccard loss:0.130035 SegMixup loss:0.671357 ThrSup loss:0.308522
epoch:264/500 SegCE loss:0.0189976 SegJaccard loss:0.101547 ThrJaccard loss:0.0999491 ThrGrad loss:0.00012178 ThrSup loss:0.30742
Mixup: SegCE loss:0.0538011 SegJaccard loss:0.159689 ThrJaccard loss:0.153566 SegMixup loss:0.952099 ThrSup loss:0.308519
Acc: 96.987% Sen: 83.943% Spe: 99.682% Prec: 94.442% Dice: 86.164% Jac: 79.280% F2: 84.574%
epoch:265/500 SegCE loss:0.01903 SegJaccard loss:0.100016 ThrJaccard loss:0.0988297 ThrGrad loss:0.000116554 ThrSup loss:0.307906
Mixup: SegCE loss:0.0556082 SegJaccard loss:0.158206 ThrJaccard loss:0.153822 SegMixup loss:0.855474 ThrSup loss:0.309924
epoch:266/500 SegCE loss:0.0185209 SegJaccard loss:0.10008 ThrJaccard loss:0.0996563 ThrGrad loss:0.000122735 ThrSup loss:0.30739
Mixup: SegCE loss:0.0293418 SegJaccard loss:0.109861 ThrJaccard loss:0.106989 SegMixup loss:0.558697 ThrSup loss:0.308313
Acc: 97.052% Sen: 85.677% Spe: 99.556% Prec: 93.031% Dice: 86.430% Jac: 79.587% F2: 85.671%