nnUNetV2修改笔记-D8

训练

本来是想显卡装在i5-10400电脑上，但是看了下机箱太小了。装不下显卡。于是就想找一个大点的机箱，把主板换里面。结果机箱还是太小了。于是没法子只能把三个机箱都恢复，然后把10400主板拆出来，直接拿出来用。装了个ubuntu，环境配好了。试了下确实速度有提升，现在正常情况下已经有260s左右的速度了。虽然跟auto-dl上170s左右有差别，但是已经可以了。再想提升就只能换cpu了。

验证

今天把之前几个完成验证的训练都拿上去验证了一下，发现有两个训练没训练完。于是把两个训练都完成了之后，再进行验证。

v1.webp

验证出的还算快的。效果感觉还可以，没想到自己改的EAB还真有效，比nnUNet还强。
PretrainedSTUNetTrainer_base__nnUNetPlans__3d_fullres

Label Dice_ET Dice_WT Dice_TC Sensitivity_ET Sensitivity_WT Sensitivity_TC Specificity_ET Specificity_WT Specificity_TC Hausdorff95_ET Hausdorff95_WT Hausdorff95_TC
BraTS19_CBICA_AAM_1 0.0 0.86657 0.27841 0.0 0.79205 0.91632 1.0 0.99672 0.94242 nan 47.38512 28.61818
BraTS19_CBICA_ABT_1 0.0 0.93381 0.44645 0.0 0.98072 0.7132 1.0 0.99811 0.98968 nan 2.23607 12.52996
BraTS19_CBICA_ALA_1 0.0 0.91058 0.29416 0.0 0.92943 0.84365 1.0 0.99581 0.96979 nan 2.23607 21.11871
BraTS19_CBICA_ALT_1 0.0 0.92672 0.49177 0.0 0.9248 0.51755 1.0 0.99204 0.96078 nan 4.12311 16.91153
BraTS19_CBICA_ALV_1 0.0 0.91669 0.05106 0.0 0.95619 0.73028 1.0 0.99533 0.96358 nan 3.0 42.28948
BraTS19_CBICA_ALZ_1 0.0 0.94361 0.20356 0.0 0.98482 0.48618 1.0 0.99148 0.9341 nan 1.41421 21.40093
BraTS19_CBICA_AMF_1 0.0 0.93814 0.41657 0.0 0.96128 0.53924 1.0 0.99259 0.95613 nan 1.41421 18.71896
BraTS19_CBICA_AMU_1 0.0 0.92399 0.37595 0.0 0.90848 0.73839 1.0 0.99201 0.91673 nan 4.58258 23.60085
BraTS19_CBICA_ANK_1 0.0 0.92582 0.10179 0.0 0.93371 0.68482 1.0 0.99648 0.96193 nan 2.23607 23.08679
BraTS19_CBICA_APM_1 0.0 0.89982 0.67517 0.0 0.82757 0.6966 1.0 0.99924 0.98489 nan 4.12311 7.07107
BraTS19_CBICA_AQE_1 0.0 0.76881 0.42911 0.0 0.73886 0.82661 1.0 0.99818 0.9939 nan 5.09902 9.89949
BraTS19_CBICA_ARR_1 0.0 0.92866 0.2237 0.0 0.9255 0.55239 1.0 0.99795 0.97719 nan 2.82843 17.11724
BraTS19_CBICA_ATW_1 0.0 0.82099 0.10827 0.0 0.7854 0.87222 1.0 0.99072 0.94211 nan 4.69042 26.72078
BraTS19_CBICA_AUC_1 0.0 0.85705 0.48022 0.0 0.862 0.37161 1.0 0.99533 0.99474 nan 6.40312 8.06226
BraTS19_CBICA_AUE_1 0.0 0.89763 0.38834 0.0 0.89012 0.58855 1.0 0.98763 0.92767 nan 5.83095 21.84033
BraTS19_CBICA_AZA_1 0.0 0.67792 0.40658 0.0 0.52787 0.54668 1.0 0.99868 0.98714 nan 17.11724 8.24621
BraTS19_CBICA_BHF_1 0.0 0.95117 0.45875 0.0 0.95395 0.77742 1.0 0.99781 0.97415 nan 1.41421 19.74842
BraTS19_CBICA_BHN_1 0.0 0.91847 0.47589 0.0 0.87149 0.60747 1.0 0.99856 0.97621 nan 3.0 15.16575
BraTS19_CBICA_BKY_1 0.0 0.92133 0.36419 0.0 0.87319 0.37621 1.0 0.99817 0.97068 nan 3.60555 13.67479
BraTS19_CBICA_BLI_1 0.0 0.94289 0.60696 0.0 0.91055 0.63158 1.0 0.99824 0.97572 nan 1.73205 9.0
BraTS19_CBICA_BLK_1 0.0 0.88622 0.40734 0.0 0.90196 0.86906 1.0 0.99485 0.97224 nan 17.11724 20.02498
BraTS19_MDA_1012_1 0.0 0.90579 0.50367 0.0 0.95023 0.73845 1.0 0.99351 0.97413 nan 3.0 13.15295
BraTS19_MDA_1015_1 0.0 0.94196 0.34329 0.0 0.95517 0.77339 1.0 0.99494 0.95054 nan 4.3589 16.76305
BraTS19_MDA_1060_1 0.0 0.87889 0.50551 0.0 0.86677 0.74721 1.0 0.99575 0.97895 nan 3.60555 13.45362
BraTS19_MDA_1081_1 0.0 0.91045 0.69716 0.0 0.9604 0.79367 1.0 0.99314 0.98351 nan 6.32456 5.47723
BraTS19_MDA_1089_1 0.0 0.82996 0.30468 0.0 0.83715 0.96449 1.0 0.99698 0.98624 nan 2.44949 19.72308
BraTS19_MDA_1123_1 0.0 0.86498 0.63379 0.0 0.86769 0.94735 1.0 0.99825 0.99356 nan 3.16228 5.83095
BraTS19_MDA_1124_1 0.0 0.78175 0.74789 0.0 0.71261 0.9319 1.0 0.99917 0.99772 nan 4.24264 5.09902
BraTS19_MDA_907_1 0.0 0.88115 0.36738 0.0 0.80788 0.62308 1.0 0.99804 0.96171 nan 6.16441 25.4951
BraTS19_MDA_922_1 0.0 0.92739 0.31696 0.0 0.88852 0.83758 1.0 0.99716 0.93246 nan 3.4641 24.26932
BraTS19_MDA_958_1 0.0 0.76544 0.75697 0.0 0.70681 0.78833 1.0 0.99951 0.99923 nan 3.0 3.0
BraTS19_MDA_959_1 0.0 0.84951 0.13676 0.0 0.78161 0.4251 1.0 0.9927 0.92231 nan 7.61577 23.60085
BraTS19_TCIA01_215_1 0.0 0.88332 0.45932 0.0 0.88794 0.76982 1.0 0.99928 0.99621 nan 2.0 9.07465
BraTS19_TCIA01_341_1 0.0 0.93959 0.58212 0.0 0.97353 0.74677 1.0 0.98953 0.95039 nan 3.0 19.20937
BraTS19_TCIA01_454_1 0.0 0.79719 0.2157 0.0 0.96742 0.93389 1.0 0.97793 0.94428 nan 6.7082 22.67157
BraTS19_TCIA02_139_1 0.0 0.96109 0.47055 0.0 0.9473 0.90049 1.0 0.99683 0.92228 nan 1.41421 19.20937
BraTS19_TCIA02_210_1 0.0 0.92929 0.62217 0.0 0.98837 0.69193 1.0 0.99729 0.99234 nan 2.23607 7.07107
BraTS19_TCIA02_229_1 0.0 0.83988 0.39808 0.0 0.98495 0.98532 1.0 0.99513 0.98652 nan 3.60555 18.02776
BraTS19_TCIA02_230_1 0.0 0.95922 0.54989 0.0 0.92958 0.73098 1.0 0.9989 0.94442 nan 2.23607 21.18962
BraTS19_TCIA02_273_1 0.0 0.9625 0.68288 0.0 0.94284 0.68306 1.0 0.99873 0.98226 nan 1.41421 10.04988
BraTS19_TCIA02_294_1 0.0 0.92542 0.37897 0.0 0.98209 0.73905 1.0 0.99057 0.95028 nan 2.0 21.47091
BraTS19_TCIA02_350_1 0.0 0.94312 0.44986 0.0 0.95454 0.62006 1.0 0.99234 0.94164 nan 2.44949 19.20937
BraTS19_TCIA02_355_1 0.0 0.9792 0.56619 0.0 0.97194 0.65252 1.0 0.99828 0.95165 nan 1.0 9.43398
BraTS19_TCIA02_382_1 0.0 0.90188 0.54895 0.0 0.98913 0.93736 1.0 0.98965 0.96469 nan 2.23607 17.02939
BraTS19_TCIA02_400_1 0.0 0.93523 0.37949 0.0 0.99439 0.94799 1.0 0.99487 0.96794 nan 1.73205 19.51922
BraTS19_TCIA02_457_1 0.0 0.86206 0.19881 0.0 0.91755 0.68236 1.0 0.97834 0.91161 nan 7.54983 33.94113
BraTS19_TCIA02_496_1 0.0 0.92396 0.27273 0.0 0.90661 0.86625 1.0 0.99317 0.91252 nan 3.16228 25.71186
BraTS19_TCIA03_216_1 0.0 0.97617 0.2775 0.0 0.96899 0.41549 1.0 0.99913 0.96894 nan 1.0 14.69694
BraTS19_TCIA03_250_1 0.0 0.9533 0.53324 0.0 0.92716 0.64807 1.0 0.99937 0.98566 nan 3.0 11.22497
BraTS19_TCIA03_288_1 0.0 0.94543 0.43291 0.0 0.89909 0.75828 1.0 0.99977 0.95617 nan 1.41421 21.0
BraTS19_TCIA03_295_1 0.0 0.89043 0.29673 0.0 0.80377 0.73082 1.0 0.99987 0.95207 nan 3.16228 24.59675
BraTS19_TCIA03_303_1 0.0 0.96209 0.37358 0.0 0.93324 0.56426 1.0 0.99967 0.97348 nan 1.73205 12.84523
BraTS19_TCIA03_304_1 0.0 0.94997 0.38117 0.0 0.95481 0.62694 1.0 0.99042 0.89887 nan 2.0 23.43075
BraTS19_TCIA03_313_1 0.0 0.96288 0.7411 0.0 0.97043 0.74017 1.0 0.99639 0.98342 nan 1.73205 9.94987
BraTS19_TCIA03_318_1 0.0 0.88643 0.44411 0.0 0.81225 0.76535 1.0 0.99723 0.93492 nan 19.87461 25.75266
BraTS19_TCIA03_464_1 0.0 0.93954 0.4225 0.0 0.89129 0.86967 1.0 0.9997 0.96999 nan 1.73205 18.21537
BraTS19_TCIA03_604_1 0.0 0.95573 0.61234 0.0 0.91821 0.74004 1.0 0.99985 0.98304 nan 2.0 10.24695
BraTS19_TCIA04_212_1 0.0 0.98294 0.43336 0.0 0.98138 0.88989 1.0 0.99949 0.97777 nan 1.0 11.04536
BraTS19_TCIA04_253_1 0.0 0.89173 0.52434 0.0 0.92638 0.7051 1.0 0.9923 0.97217 nan 3.74166 15.0
BraTS19_TCIA05_456_1 0.0 0.91395 0.60494 0.0 0.95674 0.74772 1.0 0.98746 0.95821 nan 2.82843 9.0
BraTS19_TCIA05_484_1 0.0 0.96357 0.45904 0.0 0.95074 0.69469 1.0 0.99759 0.94376 nan 1.41421 20.51828
BraTS19_TCIA06_497_1 0.0 0.90869 0.72206 0.0 0.92532 0.7266 1.0 0.99854 0.99687 nan 2.82843 5.91608
BraTS19_TCIA07_600_1 0.0 0.97194 0.64068 0.0 0.97686 0.77657 1.0 0.99738 0.96928 nan 1.0 11.04536
BraTS19_TCIA07_601_1 0.0 0.89448 0.4395 0.0 0.83774 0.54733 1.0 0.99745 0.96523 nan 30.90145 31.16087
BraTS19_TCIA07_602_1 0.0 0.90292 0.67022 0.0 0.89267 0.59988 1.0 0.9916 0.98296 nan 5.74456 10.0
BraTS19_TCIA09_148_1 0.0 0.91777 0.32288 0.0 0.98422 0.77671 1.0 0.99154 0.95628 nan 3.0 19.82423
BraTS19_TCIA09_225_1 1.0 0.41665 0.25493 1.0 0.26372 0.2907 1.0 0.9999 0.99418 nan 24.87971 53.88599
BraTS19_TCIA09_248_1 1.0 0.91532 0.17286 1.0 0.844 0.15428 1.0 0.99999 0.97558 nan 3.16228 7.28011
BraTS19_TCIA09_381_1 1.0 0.9448 0.52755 1.0 0.90552 0.55918 1.0 0.99972 0.99155 nan 3.16228 5.74456
BraTS19_TCIA09_385_1 0.0 0.97922 0.06037 0.0 0.97905 0.06717 1.0 0.99936 0.98805 nan 1.0 8.12404
BraTS19_TCIA10_106_1 0.0 0.95831 0.62117 0.0 0.95697 0.64802 1.0 0.99297 0.94998 nan 4.47214 13.0
BraTS19_TCIA10_127_1 1.0 0.9302 0.15203 1.0 0.87472 0.09983 1.0 0.99989 0.99686 nan 2.0 9.21954
BraTS19_TCIA10_172_1 0.0 0.97039 0.16194 0.0 0.97678 0.11074 1.0 0.99463 0.97063 nan 1.41421 9.94987
BraTS19_TCIA10_195_1 1.0 0.9499 0.32597 1.0 0.91867 0.35747 1.0 0.99725 0.92898 nan 2.82843 16.40122
BraTS19_TCIA10_220_1 0.0 0.95 0.2925 0.0 0.96967 0.25626 1.0 0.99392 0.97102 nan 1.73205 7.34847
BraTS19_TCIA10_232_1 1.0 0.95579 0.43238 1.0 0.92675 0.34205 1.0 0.99746 0.9646 nan 2.82843 8.24621
BraTS19_TCIA10_236_1 1.0 0.91479 0.28403 1.0 0.84816 0.20809 1.0 0.99961 0.98912 nan 4.3589 3.16228
BraTS19_TCIA10_239_1 0.0 0.93785 0.13928 0.0 0.99794 0.10189 1.0 0.99516 0.9911 nan 2.0 10.24695
BraTS19_TCIA10_271_1 0.0 0.72683 0.38223 0.0 0.93385 0.60047 1.0 0.97542 0.96351 nan 22.6495 39.44617
BraTS19_TCIA10_311_1 0.0 0.83375 0.25219 0.0 0.96748 0.87328 1.0 0.99769 0.99273 nan 2.82843 11.57584
BraTS19_TCIA10_467_1 0.0 0.78186 0.5296 0.0 0.72278 0.58783 1.0 0.99343 0.97798 nan 7.0 10.81665
BraTS19_TCIA10_609_1 0.0 0.94652 0.0998 0.0 0.90113 0.08409 1.0 0.99975 0.97306 nan 2.23607 5.38516
BraTS19_TCIA10_614_1 1.0 0.94793 0.51799 1.0 0.91009 0.5721 1.0 0.9997 0.98919 nan 1.41421 6.40312
BraTS19_TCIA10_627_1 0.0 0.90825 0.17725 0.0 0.97143 0.28228 1.0 0.99114 0.97144 nan 4.12311 14.03567
BraTS19_TCIA10_631_1 1.0 0.93701 0.50231 1.0 0.88579 0.53365 1.0 0.99986 0.99059 nan 2.23607 5.38516
BraTS19_TCIA10_635_1 0.0 0.76482 0.35193 0.0 0.91318 0.63088 1.0 0.99567 0.99149 nan 7.4496 13.96424
BraTS19_TCIA10_647_1 0.0 0.95145 0.60776 0.0 0.91937 0.62432 1.0 0.99973 0.99398 nan 1.41421 3.74166
BraTS19_TCIA11_612_1 0.0 0.94097 9e-05 0.0 0.99296 9e-05 1.0 0.99784 0.99228 nan 2.23607 8.7178
BraTS19_TCIA12_146_1 1.0 0.95694 6e-05 1.0 0.92147 0.00011 1.0 0.99987 0.98364 nan 1.41421 10.29563
BraTS19_TCIA12_339_1 0.0 0.95173 0.36341 0.0 0.94833 0.40957 1.0 0.99771 0.97685 nan 1.73205 10.48809
BraTS19_TCIA12_613_1 1.0 0.6614 0.49037 1.0 0.94774 0.62046 1.0 0.99772 0.99774 nan 5.19615 5.09902
BraTS19_TCIA12_641_1 1.0 0.91095 0.81612 1.0 0.84091 0.87363 1.0 0.99991 0.99668 nan 2.23607 12.71809
BraTS19_TCIA13_610_1 0.0 0.94921 0.46642 0.0 0.94004 0.93751 1.0 0.99705 0.95362 nan 1.73205 26.64583
BraTS19_TCIA13_611_1 0.0 0.85253 0.36077 0.0 0.96101 0.92641 1.0 0.98576 0.95439 nan 4.0 21.35416
BraTS19_TCIA13_616_1 0.0 0.95111 0.16312 0.0 0.91062 0.13571 1.0 0.99918 0.94389 nan 3.0 13.0
BraTS19_TCIA13_617_1 0.0 0.7909 0.29842 0.0 0.67361 0.20489 1.0 0.99703 0.99009 nan 9.94987 12.20656
BraTS19_TCIA13_619_1 0.0 0.96006 0.00094 0.0 0.95595 0.0036 1.0 0.99605 0.92683 nan 1.41421 26.86075
BraTS19_TCIA13_622_1 0.0 0.89741 0.23485 0.0 0.97962 0.17637 1.0 0.98476 0.97908 nan 18.22087 17.5784
BraTS19_TCIA13_626_1 1.0 0.95759 0.00794 1.0 0.98931 0.01134 1.0 0.9936 0.95423 nan 1.73205 18.62794
BraTS19_TCIA13_636_1 0.0 0.94886 0.57198 0.0 0.95658 0.58942 1.0 0.98996 0.94773 nan 3.0 10.48809
BraTS19_TCIA13_638_1 0.0 0.89656 0.50429 0.0 0.81827 0.34161 1.0 0.99807 0.99648 nan 9.0 14.52584
BraTS19_TCIA13_643_1 0.0 0.95189 0.227 0.0 0.96613 0.16068 1.0 0.98858 0.96448 nan 4.12311 14.21267
BraTS19_TCIA13_646_1 1.0 0.95162 0.37787 1.0 0.99475 0.55398 1.0 0.99839 0.98949 nan 1.41421 12.72792
BraTS19_TCIA13_648_1 0.0 0.84594 0.27422 0.0 0.84835 0.29072 1.0 0.98822 0.96292 nan 6.63325 11.22497
BraTS19_TCIA13_649_1 0.0 0.93418 0.49509 0.0 0.89079 0.75149 1.0 0.99539 0.87644 nan 4.24264 21.09502
BraTS19_TCIA13_651_1 0.0 0.86923 0.66923 0.0 0.89508 0.6754 1.0 0.99627 0.99329 nan 3.0 5.09902
BraTS19_TCIA13_652_1 0.0 0.95276 0.00367 0.0 0.97169 0.04871 1.0 0.99775 0.97832 nan 2.23607 29.07318
BraTS19_TCIA13_655_1 0.0 0.8924 0.16888 0.0 0.81631 0.57717 1.0 0.99835 0.9222 nan 3.60555 33.12099
BraTS19_UAB_3446_1 0.0 0.94709 0.30059 0.0 0.9198 0.86931 1.0 0.99801 0.93761 nan 2.44949 19.62142
BraTS19_UAB_3448_1 0.0 0.93601 0.52762 0.0 0.95063 0.90638 1.0 0.99799 0.98456 nan 2.0 13.34166
BraTS19_UAB_3449_1 0.0 0.89368 0.15902 0.0 0.9729 0.79715 1.0 0.98802 0.94092 nan 3.4641 30.82207
BraTS19_UAB_3454_1 0.0 0.94604 0.28711 0.0 0.91968 0.75511 1.0 0.99711 0.91948 nan 2.82843 23.62414
BraTS19_UAB_3455_1 0.0 0.92007 0.22966 0.0 0.93908 0.66348 1.0 0.99422 0.95452 nan 2.23607 29.44826
BraTS19_UAB_3456_1 0.0 0.91473 0.35455 0.0 0.97325 0.90384 1.0 0.99401 0.9675 nan 2.82843 16.40122
BraTS19_UAB_3490_1 0.0 0.92995 0.25595 0.0 0.95012 0.79747 1.0 0.98967 0.91331 nan 2.44949 24.06242
BraTS19_UAB_3498_1 0.0 0.88951 0.51616 0.0 0.86671 0.92982 1.0 0.99409 0.95901 nan 5.0 36.90528
BraTS19_UAB_3499_1 0.0 0.78697 0.3822 0.0 0.69936 0.51486 1.0 0.99706 0.98143 nan 9.48683 10.67708
BraTS19_WashU_S036_1 0.0 0.89615 0.63997 0.0 0.84399 0.80683 1.0 0.99678 0.97168 nan 5.19615 11.57584
BraTS19_WashU_S037_1 0.0 0.9622 0.20032 0.0 0.96441 0.66266 1.0 0.99723 0.94508 nan 1.0 28.26481
BraTS19_WashU_S040_1 0.0 0.93712 0.43646 0.0 0.94521 0.59157 1.0 0.99716 0.97814 nan 2.0 15.0333
BraTS19_WashU_S041_1 0.0 0.96892 0.27831 0.0 0.96958 0.65322 1.0 0.9977 0.94823 nan 1.0 18.24829
BraTS19_WashU_W033_1 0.0 0.92887 0.29489 0.0 0.97766 0.60607 1.0 0.98707 0.9249 nan 2.0 25.7682
BraTS19_WashU_W038_1 0.0 0.97206 0.31638 0.0 0.96483 0.61602 1.0 0.99943 0.98108 nan 1.0 15.88708
BraTS19_WashU_W047_1 0.0 0.90223 0.32949 0.0 0.93369 0.68346 1.0 0.99233 0.95699 nan 5.09902 18.38478
BraTS19_WashU_W053_1 0.0 0.88983 0.49608 0.0 0.98404 0.80585 1.0 0.99542 0.9857 nan 3.31662 9.0
Mean 0.112 0.9046 0.38761 0.112 0.90565 0.61204 1.0 0.99539 0.96549 nan 4.56391 16.51672
StdDev 0.31664 0.07471 0.18395 0.31664 0.09683 0.25558 0.0 0.0046 0.02485 nan 6.11983 8.79095
Median 0.0 0.92582 0.3822 0.0 0.92943 0.66348 1.0 0.99706 0.97068 nan 2.82843 15.0
25quantile 0.0 0.89043 0.27422 0.0 0.88579 0.53365 1.0 0.99317 0.95039 nan 2.0 10.0
75quantile 0.0 0.9499 0.50551 0.0 0.96613 0.77742 1.0 0.99839 0.98566 nan 4.3589 21.35416

nnUNetTrainer__nnUNetPlans__3d_fullres

Label Dice_ET Dice_WT Dice_TC Sensitivity_ET Sensitivity_WT Sensitivity_TC Specificity_ET Specificity_WT Specificity_TC Hausdorff95_ET Hausdorff95_WT Hausdorff95_TC
BraTS19_CBICA_AAM_1 0.0 0.86241 0.27978 0.0 0.7848 0.9159 1.0 0.99679 0.94285 374.0 47.43416 28.72281
BraTS19_CBICA_ABT_1 0.0 0.93321 0.44808 0.0 0.9801 0.71719 1.0 0.9981 0.98967 374.0 2.23607 12.64911
BraTS19_CBICA_ALA_1 0.0 0.91014 0.29878 0.0 0.91898 0.84149 1.0 0.99624 0.97057 374.0 2.23607 21.11871
BraTS19_CBICA_ALT_1 0.0 0.91845 0.41757 0.0 0.92798 0.42634 1.0 0.9896 0.95889 374.0 4.3589 17.02939
BraTS19_CBICA_ALV_1 0.0 0.89275 0.04132 0.0 0.9757 0.63899 1.0 0.99244 0.96031 374.0 3.0 43.13931
BraTS19_CBICA_ALZ_1 0.0 0.94688 0.20037 0.0 0.98065 0.47194 1.0 0.99246 0.93514 374.0 1.41421 21.40093
BraTS19_CBICA_AMF_1 0.0 0.9335 0.40533 0.0 0.96072 0.52699 1.0 0.99179 0.95514 374.0 1.41421 18.86796
BraTS19_CBICA_AMU_1 0.0 0.92599 0.37075 0.0 0.91005 0.72545 1.0 0.99234 0.91679 374.0 4.58258 23.62202
BraTS19_CBICA_ANK_1 0.0 0.92309 0.10541 0.0 0.90908 0.67718 1.0 0.99744 0.96387 374.0 2.23607 22.91288
BraTS19_CBICA_APM_1 0.0 0.90937 0.66863 0.0 0.8556 0.71179 1.0 0.99832 0.98281 374.0 3.74166 7.54983
BraTS19_CBICA_AQE_1 0.0 0.77224 0.42327 0.0 0.72188 0.76309 1.0 0.99854 0.99445 374.0 5.38516 9.69536
BraTS19_CBICA_ARR_1 0.0 0.92283 0.22751 0.0 0.90502 0.54547 1.0 0.99829 0.97811 374.0 3.0 16.43168
BraTS19_CBICA_ATW_1 0.0 0.82218 0.10599 0.0 0.77366 0.82476 1.0 0.99215 0.94415 374.0 4.89898 26.55184
BraTS19_CBICA_AUC_1 0.0 0.88053 0.52653 0.0 0.87833 0.40582 1.0 0.99636 0.99595 374.0 4.24264 6.40312
BraTS19_CBICA_AUE_1 0.0 0.89869 0.37879 0.0 0.90165 0.58131 1.0 0.98607 0.92539 374.0 5.83095 22.01704
BraTS19_CBICA_AZA_1 0.0 0.70089 0.4063 0.0 0.5547 0.56915 1.0 0.99874 0.98613 374.0 15.74802 10.34408
BraTS19_CBICA_BHF_1 0.0 0.94523 0.44961 0.0 0.94337 0.75391 1.0 0.99778 0.97435 374.0 1.41421 19.64688
BraTS19_CBICA_BHN_1 0.0 0.92114 0.46496 0.0 0.88004 0.59724 1.0 0.99831 0.97555 374.0 3.0 15.13275
BraTS19_CBICA_BKY_1 0.0 0.92829 0.34101 0.0 0.90009 0.36417 1.0 0.99679 0.9672 374.0 2.82843 13.90323
BraTS19_CBICA_BLI_1 0.0 0.94539 0.5997 0.0 0.9225 0.6336 1.0 0.99755 0.97411 374.0 1.73205 9.16515
BraTS19_CBICA_BLK_1 0.0 0.88866 0.40716 0.0 0.89862 0.8573 1.0 0.99523 0.97275 374.0 17.37815 19.92486
BraTS19_MDA_1012_1 0.0 0.90294 0.49835 0.0 0.94542 0.72871 1.0 0.99347 0.97409 374.0 3.31662 13.0767
BraTS19_MDA_1015_1 0.0 0.94042 0.34683 0.0 0.95888 0.79104 1.0 0.99442 0.94985 374.0 4.58258 16.9381
BraTS19_MDA_1060_1 0.0 0.87624 0.50649 0.0 0.85759 0.73785 1.0 0.99598 0.97953 374.0 3.74166 13.34166
BraTS19_MDA_1081_1 0.0 0.90493 0.68711 0.0 0.96157 0.78446 1.0 0.99248 0.98297 374.0 6.40312 5.74456
BraTS19_MDA_1089_1 0.0 0.83 0.328 0.0 0.79697 0.95434 1.0 0.99793 0.98782 374.0 2.82843 17.50428
BraTS19_MDA_1123_1 0.0 0.85485 0.67175 0.0 0.81547 0.93627 1.0 0.99884 0.99474 374.0 3.60555 5.09902
BraTS19_MDA_1124_1 0.0 0.7704 0.76977 0.0 0.68135 0.91702 1.0 0.99934 0.99811 374.0 5.65685 5.0
BraTS19_MDA_907_1 0.0 0.89453 0.35861 0.0 0.83496 0.62432 1.0 0.99759 0.95979 374.0 5.74456 25.57342
BraTS19_MDA_922_1 0.0 0.92814 0.31838 0.0 0.89188 0.84725 1.0 0.99692 0.93193 374.0 3.4641 24.18677
BraTS19_MDA_958_1 0.0 0.75177 0.75582 0.0 0.66993 0.75095 1.0 0.9996 0.99938 374.0 3.60555 3.0
BraTS19_MDA_959_1 0.0 0.86087 0.12741 0.0 0.82229 0.42141 1.0 0.98902 0.91579 374.0 7.07107 24.04163
BraTS19_TCIA01_215_1 0.0 0.90135 0.51248 0.0 0.88106 0.82873 1.0 0.99957 0.99663 374.0 2.0 8.66025
BraTS19_TCIA01_341_1 0.0 0.92785 0.5774 0.0 0.97162 0.75401 1.0 0.98698 0.94804 374.0 4.12311 20.83267
BraTS19_TCIA01_454_1 0.0 0.81909 0.22569 0.0 0.95845 0.93538 1.0 0.98167 0.94735 374.0 6.40312 23.72762
BraTS19_TCIA02_139_1 0.0 0.96361 0.46506 0.0 0.96371 0.90745 1.0 0.99518 0.91953 374.0 2.23607 19.33908
BraTS19_TCIA02_210_1 0.0 0.92654 0.62663 0.0 0.98119 0.69376 1.0 0.99733 0.99251 374.0 2.23607 7.14143
BraTS19_TCIA02_229_1 0.0 0.86014 0.42055 0.0 0.97082 0.98676 1.0 0.99613 0.9877 374.0 3.31662 18.78829
BraTS19_TCIA02_230_1 0.0 0.95666 0.55182 0.0 0.92126 0.72761 1.0 0.9994 0.94551 374.0 2.23607 21.2132
BraTS19_TCIA02_273_1 0.0 0.96751 0.67347 0.0 0.96646 0.69396 1.0 0.99756 0.9795 374.0 1.41421 10.34408
BraTS19_TCIA02_294_1 0.0 0.93094 0.38586 0.0 0.97691 0.73937 1.0 0.99182 0.95185 374.0 2.0 21.2838
BraTS19_TCIA02_350_1 0.0 0.94265 0.43959 0.0 0.94818 0.59644 1.0 0.99301 0.94264 374.0 2.44949 19.23538
BraTS19_TCIA02_355_1 0.0 0.97912 0.56338 0.0 0.97203 0.649 1.0 0.99825 0.95146 374.0 1.0 9.43398
BraTS19_TCIA02_382_1 0.0 0.90559 0.54619 0.0 0.98872 0.9235 1.0 0.99013 0.96516 374.0 2.23607 17.14643
BraTS19_TCIA02_400_1 0.0 0.93705 0.37718 0.0 0.99466 0.93798 1.0 0.99502 0.96807 374.0 1.73205 19.41649
BraTS19_TCIA02_457_1 0.0 0.84974 0.18304 0.0 0.9178 0.63269 1.0 0.97514 0.90993 374.0 8.12404 34.40712
BraTS19_TCIA02_496_1 0.0 0.92563 0.26059 0.0 0.91005 0.82482 1.0 0.99311 0.91214 374.0 3.16228 25.6125
BraTS19_TCIA03_216_1 0.0 0.9768 0.27699 0.0 0.9678 0.41192 1.0 0.99927 0.96926 374.0 1.0 14.49138
BraTS19_TCIA03_250_1 0.0 0.95076 0.53807 0.0 0.92226 0.65314 1.0 0.99938 0.9858 374.0 3.16228 11.22497
BraTS19_TCIA03_288_1 0.0 0.94642 0.44076 0.0 0.90127 0.77806 1.0 0.99974 0.95598 374.0 1.41421 21.11871
BraTS19_TCIA03_295_1 0.0 0.88472 0.3013 0.0 0.79415 0.73501 1.0 0.99991 0.95283 374.0 3.31662 24.5153
BraTS19_TCIA03_303_1 0.0 0.96164 0.37726 0.0 0.93365 0.57202 1.0 0.9996 0.97341 374.0 1.73205 12.84523
BraTS19_TCIA03_304_1 0.0 0.94841 0.3979 0.0 0.95938 0.66716 1.0 0.98897 0.89743 374.0 2.0 23.93742
BraTS19_TCIA03_313_1 0.0 0.96175 0.74244 0.0 0.97507 0.74989 1.0 0.9958 0.9826 374.0 1.73205 10.0995
BraTS19_TCIA03_318_1 0.0 0.8911 0.42701 0.0 0.83851 0.76774 1.0 0.9941 0.92924 374.0 9.64365 29.8161
BraTS19_TCIA03_464_1 0.0 0.93983 0.42266 0.0 0.8912 0.86836 1.0 0.99974 0.97008 374.0 1.73205 18.13836
BraTS19_TCIA03_604_1 0.0 0.96396 0.61368 0.0 0.9364 0.75481 1.0 0.99971 0.98234 374.0 1.41421 10.34408
BraTS19_TCIA04_212_1 0.0 0.98275 0.43847 0.0 0.97756 0.89688 1.0 0.99961 0.978 374.0 1.0 11.04536
BraTS19_TCIA04_253_1 0.0 0.88861 0.49741 0.0 0.94624 0.68011 1.0 0.99066 0.97019 374.0 3.4641 16.40122
BraTS19_TCIA05_456_1 0.0 0.89408 0.58712 0.0 0.9643 0.75502 1.0 0.98234 0.95287 374.0 3.4641 9.48683
BraTS19_TCIA05_484_1 0.0 0.96541 0.47056 0.0 0.95521 0.71999 1.0 0.99748 0.94342 374.0 1.41421 20.61553
BraTS19_TCIA06_497_1 0.0 0.91407 0.70756 0.0 0.92618 0.69366 1.0 0.99869 0.99708 374.0 3.0 5.83095
BraTS19_TCIA07_600_1 0.0 0.96655 0.62486 0.0 0.97854 0.761 1.0 0.99635 0.96799 374.0 1.41421 11.35782
BraTS19_TCIA07_601_1 0.0 0.89389 0.43393 0.0 0.8392 0.53976 1.0 0.99722 0.96506 374.0 35.48239 35.69314
BraTS19_TCIA07_602_1 0.0 0.90655 0.67077 0.0 0.8924 0.59593 1.0 0.99242 0.98379 374.0 5.09902 10.0
BraTS19_TCIA09_148_1 0.0 0.91261 0.31132 0.0 0.98087 0.74652 1.0 0.99111 0.95607 374.0 3.0 19.89221
BraTS19_TCIA09_225_1 1.0 0.71255 0.13269 1.0 0.59539 0.35797 1.0 0.99652 0.97625 0.0 10.72381 55.39856
BraTS19_TCIA09_248_1 1.0 0.92102 0.17317 1.0 0.85375 0.15629 1.0 0.99999 0.97487 0.0 3.16228 7.48331
BraTS19_TCIA09_381_1 1.0 0.93628 0.68977 1.0 0.88723 0.81553 1.0 0.9998 0.99173 0.0 4.47214 6.0
BraTS19_TCIA09_385_1 0.0 0.97468 0.03019 0.0 0.98949 0.02756 1.0 0.99874 0.99177 374.0 1.0 9.0
BraTS19_TCIA10_106_1 0.0 0.9577 0.61651 0.0 0.9527 0.65387 1.0 0.99355 0.94668 374.0 3.74166 12.80625
BraTS19_TCIA10_127_1 1.0 0.95128 0.12931 1.0 0.92659 0.08629 1.0 0.99959 0.99634 0.0 1.41421 6.40312
BraTS19_TCIA10_172_1 0.0 0.97284 0.18514 0.0 0.97856 0.12758 1.0 0.9951 0.97135 374.0 1.41421 11.04536
BraTS19_TCIA10_195_1 1.0 0.95264 0.32257 1.0 0.91752 0.34973 1.0 0.99846 0.93044 0.0 2.44949 16.0
BraTS19_TCIA10_220_1 0.0 0.94829 0.3069 0.0 0.9677 0.27174 1.0 0.9938 0.97084 374.0 1.73205 7.34847
BraTS19_TCIA10_232_1 1.0 0.95725 0.38175 1.0 0.93193 0.29606 1.0 0.9969 0.96241 0.0 2.44949 8.24621
BraTS19_TCIA10_236_1 1.0 0.90967 0.26683 1.0 0.83827 0.19162 1.0 0.9997 0.98965 0.0 4.69042 3.0
BraTS19_TCIA10_239_1 0.0 0.93266 0.1087 0.0 0.99468 0.07777 1.0 0.99486 0.9913 374.0 2.23607 9.53939
BraTS19_TCIA10_271_1 0.0 0.65169 0.32452 0.0 0.93538 0.58525 1.0 0.96384 0.95214 374.0 38.79433 70.5762
BraTS19_TCIA10_311_1 0.0 0.84586 0.27279 0.0 0.9759 0.94019 1.0 0.99783 0.99287 374.0 2.82843 11.53256
BraTS19_TCIA10_467_1 0.0 0.76193 0.50464 0.0 0.66848 0.51991 1.0 0.99551 0.98117 374.0 7.48331 11.22497
BraTS19_TCIA10_609_1 0.0 0.95163 0.07672 0.0 0.91208 0.06449 1.0 0.9996 0.97237 374.0 2.44949 5.47723
BraTS19_TCIA10_614_1 1.0 0.94202 0.53842 1.0 0.89951 0.59326 1.0 0.99969 0.98964 0.0 1.73205 5.83095
BraTS19_TCIA10_627_1 0.0 0.90677 0.23684 0.0 0.97361 0.42272 1.0 0.99082 0.96777 374.0 4.12311 14.31782
BraTS19_TCIA10_631_1 1.0 0.93275 0.33429 1.0 0.87817 0.31406 1.0 0.99987 0.99101 0.0 2.23607 5.74456
BraTS19_TCIA10_635_1 0.0 0.85084 0.44615 0.0 0.85321 0.62927 1.0 0.99861 0.99481 374.0 2.44949 9.43398
BraTS19_TCIA10_647_1 0.0 0.94649 0.51588 0.0 0.90994 0.48909 1.0 0.99973 0.9943 374.0 1.41421 3.60555
BraTS19_TCIA11_612_1 0.0 0.91621 0.0 0.0 0.98641 0.0 1.0 0.99693 0.99187 374.0 8.7178 13.60881
BraTS19_TCIA12_146_1 1.0 0.95054 0.0017 1.0 0.90874 0.00299 1.0 0.9999 0.98429 0.0 1.41421 10.0995
BraTS19_TCIA12_339_1 0.0 0.94773 0.44316 0.0 0.96097 0.54417 1.0 0.99655 0.975 374.0 2.0 11.0
BraTS19_TCIA12_641_1 1.0 0.92171 0.79341 1.0 0.8622 0.85096 1.0 0.99985 0.99634 0.0 2.0 14.19855
BraTS19_TCIA13_610_1 0.0 0.95038 0.46206 0.0 0.94005 0.9251 1.0 0.99722 0.95369 374.0 1.41421 26.38181
BraTS19_TCIA13_611_1 0.0 0.85049 0.35007 0.0 0.96857 0.90336 1.0 0.985 0.9537 374.0 4.12311 20.88061
BraTS19_TCIA13_616_1 0.0 0.95267 0.21876 0.0 0.91495 0.19062 1.0 0.99887 0.94136 374.0 3.0 12.72792
BraTS19_TCIA13_617_1 0.0 0.79832 0.34972 0.0 0.69732 0.25777 1.0 0.99505 0.98725 374.0 9.69536 11.04536
BraTS19_TCIA13_619_1 0.0 0.95664 0.0091 0.0 0.95628 0.03954 1.0 0.99521 0.91556 374.0 1.41421 27.14774
BraTS19_TCIA13_622_1 0.0 0.88467 0.26083 0.0 0.9794 0.20475 1.0 0.98243 0.97653 374.0 21.2132 20.34699
BraTS19_TCIA13_626_1 1.0 0.96661 0.04251 1.0 0.98772 0.06356 1.0 0.99535 0.95224 0.0 1.41421 18.05547
BraTS19_TCIA13_636_1 0.0 0.94776 0.57194 0.0 0.95229 0.58438 1.0 0.99037 0.94911 374.0 3.0 10.63015
BraTS19_TCIA13_638_1 0.0 0.90527 0.58355 0.0 0.83584 0.41892 1.0 0.99706 0.99551 374.0 8.06226 14.3527
BraTS19_TCIA13_643_1 0.0 0.95238 0.30538 0.0 0.95511 0.22887 1.0 0.99094 0.96237 374.0 3.60555 13.63818
BraTS19_TCIA13_646_1 1.0 0.93498 0.24837 1.0 0.99733 0.31274 1.0 0.99772 0.99081 0.0 1.73205 12.80625
BraTS19_TCIA13_648_1 0.0 0.86831 0.22934 0.0 0.89725 0.2387 1.0 0.98732 0.96233 374.0 5.38516 10.77033
BraTS19_TCIA13_649_1 0.0 0.93845 0.48396 0.0 0.89902 0.73445 1.0 0.99522 0.87486 374.0 6.48074 21.2132
BraTS19_TCIA13_651_1 0.0 0.88147 0.63959 0.0 0.88609 0.60561 1.0 0.99718 0.99436 374.0 3.0 5.09902
BraTS19_TCIA13_652_1 0.0 0.95133 0.00516 0.0 0.97277 0.09811 1.0 0.99761 0.96859 374.0 1.73205 30.03331
BraTS19_TCIA13_655_1 0.0 0.89014 0.18915 0.0 0.8092 0.6486 1.0 0.99888 0.92292 374.0 3.60555 33.39162
BraTS19_UAB_3446_1 0.0 0.94712 0.29925 0.0 0.92097 0.86657 1.0 0.99791 0.93744 374.0 2.44949 19.54482
BraTS19_UAB_3448_1 0.0 0.9356 0.52659 0.0 0.94929 0.90162 1.0 0.99801 0.98463 374.0 2.0 13.30413
BraTS19_UAB_3449_1 0.0 0.88234 0.15303 0.0 0.98184 0.7827 1.0 0.98572 0.93936 374.0 4.0 30.88689
BraTS19_UAB_3454_1 0.0 0.94394 0.27349 0.0 0.91453 0.71059 1.0 0.99728 0.91992 374.0 3.0 23.50638
BraTS19_UAB_3455_1 0.0 0.921 0.23245 0.0 0.92588 0.65319 1.0 0.99521 0.95615 374.0 2.23607 29.19589
BraTS19_UAB_3456_1 0.0 0.91301 0.35389 0.0 0.96682 0.89375 1.0 0.99415 0.96788 374.0 3.0 16.23574
BraTS19_UAB_3490_1 0.0 0.92824 0.2612 0.0 0.94747 0.81404 1.0 0.9896 0.9136 374.0 2.44949 23.85372
BraTS19_UAB_3498_1 0.0 0.89733 0.50502 0.0 0.8873 0.93045 1.0 0.99349 0.95701 374.0 4.47214 37.01351
BraTS19_UAB_3499_1 0.0 0.88261 0.47034 0.0 0.87768 0.73512 1.0 0.99582 0.9781 374.0 4.24264 9.69536
BraTS19_WashU_S036_1 0.0 0.91482 0.55361 0.0 0.88361 0.67557 1.0 0.99608 0.96969 374.0 4.89898 11.18034
BraTS19_WashU_S037_1 0.0 0.95471 0.17743 0.0 0.9705 0.59237 1.0 0.99568 0.94363 374.0 1.41421 28.32225
BraTS19_WashU_S040_1 0.0 0.93383 0.42407 0.0 0.94455 0.57344 1.0 0.99691 0.9779 374.0 1.73205 15.13275
BraTS19_WashU_S041_1 0.0 0.9654 0.26348 0.0 0.97009 0.61849 1.0 0.99713 0.94763 374.0 1.0 18.41195
BraTS19_WashU_W033_1 0.0 0.93662 0.30339 0.0 0.97537 0.61398 1.0 0.9891 0.92703 374.0 1.73205 25.63201
BraTS19_WashU_W038_1 0.0 0.96978 0.32093 0.0 0.96199 0.62607 1.0 0.99938 0.9811 374.0 1.0 16.03122
BraTS19_WashU_W047_1 0.0 0.91583 0.34502 0.0 0.9184 0.68283 1.0 0.99508 0.9603 374.0 5.0 17.80449
BraTS19_WashU_W053_1 0.0 0.906 0.50654 0.0 0.97369 0.78796 1.0 0.99647 0.98688 374.0 3.0 8.60233
BraTS19_TCIA12_613_1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 374.0 374.0 374.0
Mean 0.104 0.90297 0.38221 0.104 0.9024 0.60403 0.992 0.98712 0.95677 335.104 7.47936 19.83174
StdDev 0.30649 0.09984 0.18735 0.30649 0.11497 0.25705 0.08944 0.08916 0.08984 114.62687 33.67556 33.4563
Median 0.0 0.92563 0.38175 0.0 0.92618 0.65387 1.0 0.99655 0.96926 374.0 3.0 15.13275
25quantile 0.0 0.8911 0.2612 0.0 0.88609 0.47194 1.0 0.99311 0.94911 374.0 1.73205 10.0995
75quantile 0.0 0.94776 0.50654 0.0 0.9677 0.77806 1.0 0.99846 0.98429 374.0 4.47214 21.2838

STUNetTrainer_small__nnUNetPlans__3d_fullres

Label Dice_ET Dice_WT Dice_TC Sensitivity_ET Sensitivity_WT Sensitivity_TC Specificity_ET Specificity_WT Specificity_TC Hausdorff95_ET Hausdorff95_WT Hausdorff95_TC
BraTS19_CBICA_AAM_1 0.0 0.86527 0.2827 0.0 0.78969 0.93308 1.0 0.99676 0.9424 nan 47.38143 28.75935
BraTS19_CBICA_ABT_1 0.0 0.92903 0.44586 0.0 0.98055 0.71836 1.0 0.99794 0.98953 nan 2.23607 12.56981
BraTS19_CBICA_ALA_1 0.0 0.90857 0.29423 0.0 0.92308 0.83595 1.0 0.99593 0.97015 nan 2.23607 20.88061
BraTS19_CBICA_ALT_1 0.0 0.92749 0.46466 0.0 0.92292 0.4784 1.0 0.99247 0.96122 nan 3.74166 16.97056
BraTS19_CBICA_ALV_1 0.0 0.91571 0.04975 0.0 0.95883 0.71651 1.0 0.99513 0.96329 nan 2.44949 41.48494
BraTS19_CBICA_ALZ_1 0.0 0.94384 0.20244 0.0 0.9858 0.48308 1.0 0.99143 0.93412 nan 1.73205 21.42429
BraTS19_CBICA_AMF_1 0.0 0.93507 0.41115 0.0 0.96333 0.53583 1.0 0.99183 0.95526 nan 1.41421 18.70829
BraTS19_CBICA_AMU_1 0.0 0.92525 0.38114 0.0 0.90738 0.74705 1.0 0.99256 0.91736 nan 4.58258 23.66432
BraTS19_CBICA_ANK_1 0.0 0.92058 0.10664 0.0 0.90078 0.6764 1.0 0.99763 0.96439 nan 2.23607 22.41427
BraTS19_CBICA_APM_1 0.0 0.9099 0.67809 0.0 0.84851 0.71173 1.0 0.99893 0.98404 nan 3.74166 7.07107
BraTS19_CBICA_AQE_1 0.0 0.76864 0.41033 0.0 0.74324 0.79342 1.0 0.99811 0.99375 nan 5.0 10.0
BraTS19_CBICA_ARR_1 0.0 0.92265 0.22546 0.0 0.90664 0.54307 1.0 0.99822 0.97795 nan 3.4641 16.27882
BraTS19_CBICA_ATW_1 0.0 0.75044 0.13816 0.0 0.64631 0.89691 1.0 0.99448 0.95493 nan 7.2111 23.15167
BraTS19_CBICA_AUC_1 0.0 0.84189 0.49819 0.0 0.83323 0.38948 1.0 0.99544 0.9948 nan 7.0 8.24621
BraTS19_CBICA_AUE_1 0.0 0.8901 0.38501 0.0 0.88713 0.58795 1.0 0.9859 0.92648 nan 5.74456 21.77154
BraTS19_CBICA_AZA_1 0.0 0.71995 0.38317 0.0 0.58487 0.55806 1.0 0.99821 0.98475 nan 15.13275 11.74734
BraTS19_CBICA_BHF_1 0.0 0.94771 0.45728 0.0 0.95593 0.78298 1.0 0.99741 0.97368 nan 1.41421 19.72308
BraTS19_CBICA_BHN_1 0.0 0.91436 0.47455 0.0 0.86122 0.59791 1.0 0.99876 0.9768 nan 3.16228 14.86607
BraTS19_CBICA_BKY_1 0.0 0.92589 0.34401 0.0 0.88465 0.35719 1.0 0.99785 0.96942 nan 3.0 13.92839
BraTS19_CBICA_BLI_1 0.0 0.94443 0.60694 0.0 0.91849 0.63949 1.0 0.99776 0.97474 nan 1.73205 9.05539
BraTS19_CBICA_BLK_1 0.0 0.88115 0.39582 0.0 0.89956 0.84476 1.0 0.99452 0.97194 nan 16.27882 19.89095
BraTS19_MDA_1012_1 0.0 0.90332 0.50054 0.0 0.94533 0.73193 1.0 0.99351 0.97416 nan 3.16228 13.0767
BraTS19_MDA_1015_1 0.0 0.94221 0.34347 0.0 0.95848 0.7792 1.0 0.99473 0.95008 nan 4.47214 17.0
BraTS19_MDA_1060_1 0.0 0.87952 0.50839 0.0 0.86456 0.74779 1.0 0.99592 0.97921 nan 3.60555 13.34166
BraTS19_MDA_1081_1 0.0 0.90518 0.69208 0.0 0.9619 0.78944 1.0 0.99249 0.98321 nan 6.40312 5.42659
BraTS19_MDA_1089_1 0.0 0.81581 0.3351 0.0 0.76696 0.94039 1.0 0.9981 0.98843 nan 3.0 19.15069
BraTS19_MDA_1123_1 0.0 0.8643 0.61736 0.0 0.88063 0.94019 1.0 0.99802 0.99317 nan 3.16228 6.0
BraTS19_MDA_1124_1 0.0 0.76735 0.77612 0.0 0.67093 0.91038 1.0 0.99941 0.99823 nan 5.38516 5.0
BraTS19_MDA_907_1 0.0 0.9022 0.34409 0.0 0.85075 0.60953 1.0 0.99733 0.95815 nan 5.38516 25.68268
BraTS19_MDA_922_1 0.0 0.92505 0.31854 0.0 0.88051 0.83126 1.0 0.99761 0.93363 nan 3.60555 24.08734
BraTS19_MDA_958_1 0.0 0.7441 0.74727 0.0 0.65826 0.73529 1.0 0.99961 0.99939 nan 3.31662 3.0
BraTS19_MDA_959_1 0.0 0.84148 0.14529 0.0 0.78245 0.41987 1.0 0.99037 0.92931 nan 9.05539 23.36664
BraTS19_TCIA01_215_1 0.0 0.87402 0.44135 0.0 0.89213 0.73127 1.0 0.99913 0.9962 nan 2.0 9.45776
BraTS19_TCIA01_341_1 0.0 0.92717 0.56373 0.0 0.97796 0.73699 1.0 0.98604 0.94683 nan 4.0 20.3224
BraTS19_TCIA01_454_1 0.0 0.81112 0.22867 0.0 0.96251 0.93185 1.0 0.98028 0.94848 nan 6.08276 23.72762
BraTS19_TCIA02_139_1 0.0 0.96175 0.46495 0.0 0.95647 0.89451 1.0 0.9957 0.92122 nan 2.0 19.20937
BraTS19_TCIA02_210_1 0.0 0.92556 0.61895 0.0 0.98883 0.69193 1.0 0.99711 0.99217 nan 2.23607 7.14143
BraTS19_TCIA02_229_1 0.0 0.81235 0.37605 0.0 0.99253 0.98516 1.0 0.9939 0.98521 nan 4.58258 19.64688
BraTS19_TCIA02_230_1 0.0 0.96109 0.53833 0.0 0.93814 0.72064 1.0 0.9982 0.94269 nan 2.23607 21.72556
BraTS19_TCIA02_273_1 0.0 0.96425 0.66457 0.0 0.96142 0.67845 1.0 0.99745 0.9797 nan 1.41421 10.19804
BraTS19_TCIA02_294_1 0.0 0.92992 0.38031 0.0 0.98562 0.73736 1.0 0.99099 0.95076 nan 2.0 21.40093
BraTS19_TCIA02_350_1 0.0 0.94259 0.44662 0.0 0.9447 0.60816 1.0 0.99343 0.94274 nan 2.44949 19.20937
BraTS19_TCIA02_355_1 0.0 0.98046 0.55128 0.0 0.9786 0.63405 1.0 0.99771 0.95063 nan 1.0 9.43398
BraTS19_TCIA02_382_1 0.0 0.89969 0.54693 0.0 0.98918 0.93789 1.0 0.98938 0.96435 nan 2.23607 17.23369
BraTS19_TCIA02_400_1 0.0 0.92582 0.37354 0.0 0.99446 0.94764 1.0 0.99403 0.96711 nan 2.0 19.87461
BraTS19_TCIA02_457_1 0.0 0.82025 0.17289 0.0 0.89131 0.56628 1.0 0.97109 0.91498 nan 9.43398 36.23534
BraTS19_TCIA02_496_1 0.0 0.9242 0.26904 0.0 0.90977 0.85793 1.0 0.99278 0.91187 nan 3.16228 25.72936
BraTS19_TCIA03_216_1 0.0 0.97292 0.27691 0.0 0.95761 0.40715 1.0 0.99942 0.96983 nan 1.0 14.3527
BraTS19_TCIA03_250_1 0.0 0.9592 0.51975 0.0 0.94005 0.63575 1.0 0.9993 0.98514 nan 3.0 11.18034
BraTS19_TCIA03_288_1 0.0 0.95456 0.42395 0.0 0.91717 0.75432 1.0 0.99964 0.95468 nan 1.41421 21.18962
BraTS19_TCIA03_295_1 0.0 0.8966 0.2887 0.0 0.81408 0.71694 1.0 0.99985 0.95124 nan 3.16228 24.67995
BraTS19_TCIA03_303_1 0.0 0.96422 0.36887 0.0 0.93874 0.5593 1.0 0.99959 0.97318 nan 1.41421 12.80625
BraTS19_TCIA03_304_1 0.0 0.94878 0.36698 0.0 0.95704 0.60155 1.0 0.98955 0.898 nan 2.23607 23.62202
BraTS19_TCIA03_313_1 0.0 0.96031 0.73577 0.0 0.96599 0.73038 1.0 0.99635 0.98357 nan 1.73205 10.04988
BraTS19_TCIA03_318_1 0.0 0.84971 0.44804 0.0 0.74033 0.68848 1.0 0.9997 0.9464 nan 25.41653 17.126
BraTS19_TCIA03_464_1 0.0 0.94588 0.4174 0.0 0.90341 0.86729 1.0 0.99967 0.96944 nan 1.73205 18.38478
BraTS19_TCIA03_604_1 0.0 0.96203 0.61012 0.0 0.93282 0.7457 1.0 0.99971 0.9825 nan 1.73205 10.34408
BraTS19_TCIA04_212_1 0.0 0.9824 0.43124 0.0 0.98025 0.88351 1.0 0.99949 0.9778 nan 1.0 11.04536
BraTS19_TCIA04_253_1 0.0 0.89389 0.52181 0.0 0.9313 0.70721 1.0 0.99224 0.97164 nan 3.0 16.27882
BraTS19_TCIA05_456_1 0.0 0.89413 0.5777 0.0 0.96811 0.73975 1.0 0.98192 0.95262 nan 3.16228 9.27362
BraTS19_TCIA05_484_1 0.0 0.96728 0.43983 0.0 0.96398 0.67015 1.0 0.99689 0.94186 nan 1.41421 20.63977
BraTS19_TCIA06_497_1 0.0 0.91933 0.72209 0.0 0.92808 0.7175 1.0 0.99881 0.99705 nan 2.0 6.48074
BraTS19_TCIA07_600_1 0.0 0.96527 0.62649 0.0 0.9783 0.76325 1.0 0.99616 0.96806 nan 1.41421 11.87434
BraTS19_TCIA07_601_1 0.0 0.89319 0.4356 0.0 0.83347 0.53802 1.0 0.99763 0.96564 nan 35.67913 35.90265
BraTS19_TCIA07_602_1 0.0 0.89761 0.65861 0.0 0.88273 0.58375 1.0 0.99165 0.98308 nan 5.91608 10.04988
BraTS19_TCIA09_148_1 0.0 0.9168 0.31462 0.0 0.98692 0.75853 1.0 0.99125 0.95587 nan 2.82843 19.87461
BraTS19_TCIA09_225_1 1.0 0.74504 0.10631 1.0 0.61991 0.27972 1.0 0.99797 0.97657 nan 10.81665 54.63515
BraTS19_TCIA09_248_1 1.0 0.93151 0.12848 1.0 0.87294 0.11568 1.0 0.9999 0.97347 nan 2.82843 8.06226
BraTS19_TCIA09_381_1 1.0 0.93516 0.45788 1.0 0.88652 0.45922 1.0 0.99976 0.99177 nan 4.89898 5.47723
BraTS19_TCIA09_385_1 0.0 0.97805 0.08167 0.0 0.98576 0.0973 1.0 0.99907 0.98674 nan 1.0 8.18535
BraTS19_TCIA10_106_1 0.0 0.95364 0.61433 0.0 0.95984 0.64405 1.0 0.9907 0.94835 nan 7.48331 13.30413
BraTS19_TCIA10_127_1 1.0 0.93358 0.12589 1.0 0.88066 0.08185 1.0 0.99989 0.99678 nan 2.0 8.30662
BraTS19_TCIA10_172_1 0.0 0.97003 0.2095 0.0 0.97956 0.14874 1.0 0.99408 0.969 nan 1.41421 9.05539
BraTS19_TCIA10_195_1 1.0 0.94694 0.28835 1.0 0.91801 0.30874 1.0 0.99632 0.92925 nan 2.82843 16.40122
BraTS19_TCIA10_220_1 0.0 0.94608 0.29905 0.0 0.9729 0.26525 1.0 0.9929 0.97027 nan 2.0 7.61577
BraTS19_TCIA10_232_1 1.0 0.95785 0.43666 1.0 0.93365 0.35209 1.0 0.99677 0.96159 nan 3.0 8.94427
BraTS19_TCIA10_236_1 1.0 0.93565 0.27308 1.0 0.88599 0.20678 1.0 0.99951 0.98698 nan 3.16228 3.74166
BraTS19_TCIA10_239_1 0.0 0.92411 0.13558 0.0 0.99848 0.10366 1.0 0.99396 0.98951 nan 2.23607 8.94427
BraTS19_TCIA10_271_1 0.0 0.63716 0.29844 0.0 0.92562 0.54207 1.0 0.96211 0.9505 nan 38.07886 72.40166
BraTS19_TCIA10_311_1 0.0 0.82376 0.23455 0.0 0.98139 0.82898 1.0 0.99738 0.99246 nan 3.31662 11.6619
BraTS19_TCIA10_467_1 0.0 0.77658 0.53632 0.0 0.70642 0.58079 1.0 0.99412 0.97962 nan 7.48331 9.69536
BraTS19_TCIA10_609_1 0.0 0.95218 0.12893 0.0 0.91336 0.11181 1.0 0.99958 0.97209 nan 2.23607 5.74456
BraTS19_TCIA10_614_1 1.0 0.95246 0.59943 1.0 0.92657 0.70252 1.0 0.99943 0.98911 nan 1.41421 6.9282
BraTS19_TCIA10_627_1 0.0 0.89755 0.12454 0.0 0.97203 0.21221 1.0 0.98976 0.96704 nan 4.0 13.98927
BraTS19_TCIA10_631_1 1.0 0.94919 0.37597 1.0 0.92801 0.38511 1.0 0.99924 0.98944 nan 2.0 5.38516
BraTS19_TCIA10_635_1 0.0 0.81849 0.37164 0.0 0.89422 0.58329 1.0 0.99735 0.99323 nan 3.0 10.67708
BraTS19_TCIA10_647_1 0.0 0.95675 0.46013 0.0 0.94763 0.42709 1.0 0.99931 0.99399 nan 1.41421 4.24264
BraTS19_TCIA11_612_1 0.0 0.9455 0.00317 0.0 0.9842 0.0031 1.0 0.9982 0.99214 nan 2.44949 9.26821
BraTS19_TCIA12_146_1 1.0 0.96193 0.00083 1.0 0.9319 0.00149 1.0 0.99983 0.98374 nan 1.41421 10.44031
BraTS19_TCIA12_339_1 0.0 0.94439 0.45712 0.0 0.95487 0.56459 1.0 0.99653 0.97517 nan 2.0 10.98634
BraTS19_TCIA12_613_1 1.0 0.64459 0.4119 1.0 0.86233 0.46781 1.0 0.99798 0.998 nan 5.83095 5.47723
BraTS19_TCIA12_641_1 1.0 0.93297 0.68227 1.0 0.88372 0.6785 1.0 0.99981 0.99614 nan 1.73205 13.0384
BraTS19_TCIA13_610_1 0.0 0.95008 0.45707 0.0 0.94825 0.92708 1.0 0.99652 0.95257 nan 1.41421 26.04611
BraTS19_TCIA13_611_1 0.0 0.83378 0.35444 0.0 0.95747 0.93256 1.0 0.98354 0.95268 nan 5.09902 21.26029
BraTS19_TCIA13_616_1 0.0 0.95257 0.17253 0.0 0.91425 0.14482 1.0 0.99898 0.94329 nan 3.0 12.24745
BraTS19_TCIA13_617_1 0.0 0.80114 0.29378 0.0 0.69746 0.20661 1.0 0.99564 0.98822 nan 9.89949 10.04988
BraTS19_TCIA13_619_1 0.0 0.96157 0.01051 0.0 0.97398 0.04183 1.0 0.99422 0.92368 nan 1.41421 27.14774
BraTS19_TCIA13_622_1 0.0 0.91121 0.40456 0.0 0.97303 0.33534 1.0 0.98783 0.97928 nan 18.02637 17.37815
BraTS19_TCIA13_626_1 1.0 0.96233 0.05486 1.0 0.99137 0.09076 1.0 0.99426 0.94502 nan 1.41421 18.68154
BraTS19_TCIA13_636_1 0.0 0.94976 0.61987 0.0 0.94898 0.65359 1.0 0.99169 0.94954 nan 3.0 10.63015
BraTS19_TCIA13_638_1 0.0 0.88821 0.63125 0.0 0.80665 0.46922 1.0 0.99735 0.99536 nan 10.63015 14.69694
BraTS19_TCIA13_643_1 0.0 0.9001 0.33761 0.0 0.85683 0.25635 1.0 0.99158 0.96346 nan 12.52996 10.48809
BraTS19_TCIA13_646_1 1.0 0.94322 0.29281 1.0 0.99379 0.38776 1.0 0.9981 0.99038 nan 1.41421 12.68858
BraTS19_TCIA13_648_1 0.0 0.80316 0.26123 0.0 0.76301 0.26988 1.0 0.98974 0.96441 nan 6.16441 11.04536
BraTS19_TCIA13_649_1 0.0 0.92465 0.48772 0.0 0.86932 0.7293 1.0 0.99689 0.87865 nan 5.38516 21.2132
BraTS19_TCIA13_651_1 0.0 0.87688 0.6666 0.0 0.90111 0.66381 1.0 0.9965 0.99358 nan 2.82843 5.09902
BraTS19_TCIA13_652_1 0.0 0.9516 0.00588 0.0 0.97617 0.09946 1.0 0.99751 0.97215 nan 1.73205 29.18904
BraTS19_TCIA13_655_1 0.0 0.88276 0.20585 0.0 0.79384 0.70112 1.0 0.99941 0.92438 nan 3.74166 32.80244
BraTS19_UAB_3446_1 0.0 0.94967 0.30057 0.0 0.93171 0.88491 1.0 0.99732 0.93619 nan 2.44949 19.92486
BraTS19_UAB_3448_1 0.0 0.93264 0.52473 0.0 0.95361 0.91224 1.0 0.99773 0.98421 nan 2.0 13.60147
BraTS19_UAB_3449_1 0.0 0.87736 0.14405 0.0 0.98495 0.74961 1.0 0.98474 0.93784 nan 4.12311 31.04835
BraTS19_UAB_3454_1 0.0 0.93989 0.28425 0.0 0.90199 0.7286 1.0 0.99796 0.92194 nan 3.0 23.43075
BraTS19_UAB_3455_1 0.0 0.91786 0.22092 0.0 0.94028 0.63964 1.0 0.99387 0.95412 nan 2.23607 29.57448
BraTS19_UAB_3456_1 0.0 0.90743 0.34671 0.0 0.97813 0.8993 1.0 0.99312 0.96654 nan 3.0 16.50605
BraTS19_UAB_3490_1 0.0 0.92755 0.24958 0.0 0.95168 0.78062 1.0 0.98889 0.91251 nan 2.44949 24.02082
BraTS19_UAB_3498_1 0.0 0.9019 0.49237 0.0 0.90519 0.92653 1.0 0.99264 0.95499 nan 3.74166 37.16181
BraTS19_UAB_3499_1 0.0 0.76563 0.33273 0.0 0.6787 0.44298 1.0 0.99645 0.9808 nan 17.72005 15.89023
BraTS19_WashU_S036_1 0.0 0.89938 0.63399 0.0 0.8511 0.79713 1.0 0.99662 0.97157 nan 4.3589 11.04536
BraTS19_WashU_S037_1 0.0 0.96159 0.1844 0.0 0.96599 0.60865 1.0 0.99702 0.94464 nan 1.41421 28.17801
BraTS19_WashU_S040_1 0.0 0.9287 0.4245 0.0 0.93935 0.57778 1.0 0.9967 0.97764 nan 2.23607 15.13275
BraTS19_WashU_S041_1 0.0 0.96947 0.27553 0.0 0.96827 0.64327 1.0 0.99788 0.94849 nan 1.0 18.38478
BraTS19_WashU_W033_1 0.0 0.92012 0.28074 0.0 0.98226 0.58781 1.0 0.98448 0.92204 nan 2.23607 26.13235
BraTS19_WashU_W038_1 0.0 0.97032 0.30534 0.0 0.97954 0.61085 1.0 0.99889 0.98015 nan 1.0 16.24808
BraTS19_WashU_W047_1 0.0 0.90488 0.34572 0.0 0.93838 0.721 1.0 0.99235 0.95726 nan 5.09902 18.35756
BraTS19_WashU_W053_1 0.0 0.89458 0.50015 0.0 0.98056 0.80175 1.0 0.99575 0.98608 nan 3.60555 8.77496
Mean 0.112 0.90397 0.38184 0.112 0.90648 0.60293 1.0 0.99499 0.96494 nan 4.85547 16.80102
StdDev 0.31664 0.06685 0.18041 0.31664 0.08738 0.248 0.0 0.00553 0.02449 nan 6.78887 9.94376
Median 0.0 0.92505 0.38031 0.0 0.9319 0.66381 1.0 0.99676 0.96983 nan 3.0 15.13275
25quantile 0.0 0.8901 0.27553 0.0 0.88273 0.46781 1.0 0.9929 0.95008 nan 2.0 10.04988
75quantile 0.0 0.94919 0.50015 0.0 0.96599 0.75853 1.0 0.9982 0.98421 nan 4.58258 21.26029

nnUNetTrainer__nnUNetPlans__EAB__3d_fullres

Label Dice_ET Dice_WT Dice_TC Sensitivity_ET Sensitivity_WT Sensitivity_TC Specificity_ET Specificity_WT Specificity_TC Hausdorff95_ET Hausdorff95_WT Hausdorff95_TC
BraTS19_CBICA_AAM_1 0.0 0.86224 0.28244 0.0 0.78196 0.91848 1.0 0.9971 0.94342 nan 47.89572 28.62604
BraTS19_CBICA_ABT_1 0.0 0.93283 0.4526 0.0 0.98017 0.72593 1.0 0.99808 0.98968 nan 2.23607 12.56981
BraTS19_CBICA_ALA_1 0.0 0.90655 0.29631 0.0 0.91662 0.83501 1.0 0.99605 0.9705 nan 2.23607 21.18962
BraTS19_CBICA_ALT_1 0.0 0.91559 0.51225 0.0 0.9443 0.5699 1.0 0.98673 0.95625 nan 5.09902 16.76305
BraTS19_CBICA_ALV_1 0.0 0.90017 0.04589 0.0 0.97537 0.6867 1.0 0.99311 0.96173 nan 2.82843 42.44997
BraTS19_CBICA_ALZ_1 0.0 0.94637 0.20664 0.0 0.98611 0.4917 1.0 0.99186 0.93456 nan 1.41421 21.29788
BraTS19_CBICA_AMF_1 0.0 0.93658 0.41812 0.0 0.95903 0.54146 1.0 0.99252 0.95618 nan 1.41421 18.70829
BraTS19_CBICA_AMU_1 0.0 0.92761 0.37087 0.0 0.9159 0.73243 1.0 0.99189 0.91568 nan 4.58258 23.76973
BraTS19_CBICA_ANK_1 0.0 0.92257 0.10865 0.0 0.90376 0.69167 1.0 0.99766 0.96429 nan 2.23607 22.2081
BraTS19_CBICA_APM_1 0.0 0.91671 0.67216 0.0 0.87448 0.73168 1.0 0.99785 0.98165 nan 3.60555 7.68115
BraTS19_CBICA_AQE_1 0.0 0.77159 0.41668 0.0 0.73326 0.77625 1.0 0.99834 0.99413 nan 5.09902 9.9599
BraTS19_CBICA_ARR_1 0.0 0.92235 0.23876 0.0 0.8912 0.55986 1.0 0.99875 0.97892 nan 3.31662 16.06238
BraTS19_CBICA_ATW_1 0.0 0.75814 0.13823 0.0 0.64939 0.88647 1.0 0.99538 0.95553 nan 7.0 25.63201
BraTS19_CBICA_AUC_1 0.0 0.87748 0.55277 0.0 0.88132 0.44032 1.0 0.99602 0.99543 nan 4.12311 6.7082
BraTS19_CBICA_AUE_1 0.0 0.89936 0.38875 0.0 0.89632 0.59418 1.0 0.98713 0.92666 nan 5.91608 21.9545
BraTS19_CBICA_AZA_1 0.0 0.72273 0.4025 0.0 0.58741 0.58311 1.0 0.99829 0.9852 nan 15.84298 12.08305
BraTS19_CBICA_BHF_1 0.0 0.95081 0.46045 0.0 0.95162 0.77856 1.0 0.99789 0.97429 nan 1.41421 19.74842
BraTS19_CBICA_BHN_1 0.0 0.92244 0.46944 0.0 0.88415 0.60854 1.0 0.99819 0.97524 nan 3.0 15.54509
BraTS19_CBICA_BKY_1 0.0 0.92867 0.3569 0.0 0.89715 0.38219 1.0 0.99713 0.96771 nan 2.82843 13.74773
BraTS19_CBICA_BLI_1 0.0 0.94788 0.60715 0.0 0.92883 0.64942 1.0 0.99739 0.97355 nan 1.73205 9.27362
BraTS19_CBICA_BLK_1 0.0 0.90393 0.40809 0.0 0.91607 0.86496 1.0 0.99573 0.97252 nan 3.74166 22.84732
BraTS19_MDA_1012_1 0.0 0.904 0.5015 0.0 0.94143 0.72993 1.0 0.99379 0.97441 nan 3.0 13.15295
BraTS19_MDA_1015_1 0.0 0.94058 0.34762 0.0 0.96203 0.79823 1.0 0.9942 0.94942 nan 4.58258 17.0
BraTS19_MDA_1060_1 0.0 0.87658 0.49331 0.0 0.86999 0.73239 1.0 0.99537 0.97846 nan 3.60555 13.2665
BraTS19_MDA_1081_1 0.0 0.90316 0.6927 0.0 0.95849 0.78803 1.0 0.99246 0.98337 nan 7.0 5.74456
BraTS19_MDA_1089_1 0.0 0.83499 0.31233 0.0 0.82297 0.94952 1.0 0.99752 0.98698 nan 2.82843 17.02939
BraTS19_MDA_1123_1 0.0 0.86407 0.66159 0.0 0.83958 0.94793 1.0 0.99869 0.99433 nan 3.16228 5.38516
BraTS19_MDA_1124_1 0.0 0.7685 0.75497 0.0 0.69431 0.92478 1.0 0.99915 0.99787 nan 5.47723 5.74456
BraTS19_MDA_907_1 0.0 0.89007 0.35978 0.0 0.82601 0.62204 1.0 0.99773 0.96026 nan 5.91608 25.39685
BraTS19_MDA_922_1 0.0 0.92735 0.31964 0.0 0.88835 0.84561 1.0 0.99717 0.93251 nan 3.60555 24.16609
BraTS19_MDA_958_1 0.0 0.75481 0.73394 0.0 0.71923 0.78631 1.0 0.99934 0.99906 nan 5.0 4.0
BraTS19_MDA_959_1 0.0 0.86825 0.13337 0.0 0.83078 0.44668 1.0 0.98966 0.91485 nan 5.74456 23.72762
BraTS19_TCIA01_215_1 0.0 0.89387 0.50158 0.0 0.87193 0.808 1.0 0.99954 0.99661 nan 2.23607 8.66025
BraTS19_TCIA01_341_1 0.0 0.92821 0.58118 0.0 0.96995 0.75886 1.0 0.98727 0.94835 nan 4.12311 21.42429
BraTS19_TCIA01_454_1 0.0 0.80812 0.22529 0.0 0.95554 0.9269 1.0 0.98035 0.94778 nan 6.63325 23.60085
BraTS19_TCIA02_139_1 0.0 0.96328 0.46232 0.0 0.96565 0.90739 1.0 0.99482 0.91861 nan 2.44949 19.51922
BraTS19_TCIA02_210_1 0.0 0.92669 0.6219 0.0 0.98901 0.69535 1.0 0.99716 0.99222 nan 2.23607 7.2111
BraTS19_TCIA02_229_1 0.0 0.86312 0.42185 0.0 0.97255 0.98756 1.0 0.9962 0.98775 nan 3.4641 17.05872
BraTS19_TCIA02_230_1 0.0 0.96008 0.54838 0.0 0.93306 0.73372 1.0 0.99864 0.94355 nan 2.23607 21.40093
BraTS19_TCIA02_273_1 0.0 0.96668 0.67121 0.0 0.96655 0.69274 1.0 0.99741 0.97924 nan 1.41421 10.3923
BraTS19_TCIA02_294_1 0.0 0.92846 0.38256 0.0 0.98271 0.74175 1.0 0.99099 0.95086 nan 2.0 21.35416
BraTS19_TCIA02_350_1 0.0 0.94646 0.43948 0.0 0.94773 0.59139 1.0 0.99396 0.94352 nan 2.44949 19.10497
BraTS19_TCIA02_355_1 0.0 0.97799 0.57517 0.0 0.97161 0.67008 1.0 0.998 0.95109 nan 1.0 9.64365
BraTS19_TCIA02_382_1 0.0 0.89784 0.54415 0.0 0.99159 0.937 1.0 0.989 0.96399 nan 2.23607 17.23369
BraTS19_TCIA02_400_1 0.0 0.93321 0.37735 0.0 0.99562 0.94686 1.0 0.99464 0.96769 nan 2.0 19.46792
BraTS19_TCIA02_457_1 0.0 0.84971 0.18592 0.0 0.89136 0.60906 1.0 0.97881 0.91569 nan 8.06226 32.51154
BraTS19_TCIA02_496_1 0.0 0.92418 0.26724 0.0 0.91287 0.85744 1.0 0.99233 0.91109 nan 3.16228 25.7682
BraTS19_TCIA03_216_1 0.0 0.97559 0.28579 0.0 0.96323 0.42465 1.0 0.99939 0.96956 nan 1.0 14.3527
BraTS19_TCIA03_250_1 0.0 0.94719 0.53894 0.0 0.91375 0.64843 1.0 0.99946 0.98611 nan 3.0 11.18034
BraTS19_TCIA03_288_1 0.0 0.9507 0.43851 0.0 0.90859 0.77833 1.0 0.99977 0.9555 nan 1.41421 21.11871
BraTS19_TCIA03_295_1 0.0 0.87877 0.30311 0.0 0.78455 0.73131 1.0 0.99991 0.95358 nan 3.4641 24.37212
BraTS19_TCIA03_303_1 0.0 0.96118 0.37561 0.0 0.93425 0.57038 1.0 0.99952 0.9733 nan 1.73205 12.84523
BraTS19_TCIA03_304_1 0.0 0.95253 0.40009 0.0 0.95955 0.66588 1.0 0.99045 0.89886 nan 2.0 23.72762
BraTS19_TCIA03_313_1 0.0 0.95977 0.7527 0.0 0.98255 0.77877 1.0 0.99482 0.98129 nan 2.0 10.19804
BraTS19_TCIA03_318_1 0.0 0.8803 0.46902 0.0 0.7943 0.7905 1.0 0.9986 0.93883 nan 21.11871 23.28089
BraTS19_TCIA03_464_1 0.0 0.94235 0.42427 0.0 0.89559 0.87534 1.0 0.99975 0.96994 nan 1.73205 18.13836
BraTS19_TCIA03_604_1 0.0 0.96233 0.60836 0.0 0.93288 0.74457 1.0 0.99973 0.98238 nan 1.73205 10.3923
BraTS19_TCIA04_212_1 0.0 0.97773 0.43355 0.0 0.97812 0.89417 1.0 0.99925 0.97763 nan 1.0 11.35782
BraTS19_TCIA04_253_1 0.0 0.89745 0.48854 0.0 0.9421 0.64742 1.0 0.99199 0.97165 nan 3.16228 16.26191
BraTS19_TCIA05_456_1 0.0 0.87988 0.58668 0.0 0.96902 0.78162 1.0 0.9786 0.94906 nan 3.74166 9.72614
BraTS19_TCIA05_484_1 0.0 0.95989 0.48654 0.0 0.9393 0.73795 1.0 0.99811 0.9453 nan 1.41421 20.3224
BraTS19_TCIA06_497_1 0.0 0.91505 0.7145 0.0 0.93635 0.71775 1.0 0.99856 0.99681 nan 2.0 6.32456
BraTS19_TCIA07_600_1 0.0 0.96548 0.63344 0.0 0.97917 0.77791 1.0 0.99612 0.96783 nan 1.41421 12.08305
BraTS19_TCIA07_601_1 0.0 0.8952 0.44278 0.0 0.83699 0.54985 1.0 0.99762 0.96558 nan 35.35534 35.61109
BraTS19_TCIA07_602_1 0.0 0.90529 0.66942 0.0 0.88834 0.59281 1.0 0.99263 0.98403 nan 5.65685 10.04988
BraTS19_TCIA09_148_1 0.0 0.92327 0.32133 0.0 0.97785 0.75416 1.0 0.9926 0.95765 nan 2.44949 19.67232
BraTS19_TCIA09_225_1 1.0 0.64187 0.09808 1.0 0.4998 0.21474 1.0 0.99736 0.98139 nan 11.57584 56.53848
BraTS19_TCIA09_248_1 1.0 0.93565 0.11755 1.0 0.87987 0.10303 1.0 0.99993 0.97483 nan 3.0 7.48331
BraTS19_TCIA09_381_1 1.0 0.94889 0.42916 1.0 0.9241 0.43653 1.0 0.99941 0.991 nan 3.16228 5.09902
BraTS19_TCIA09_385_1 0.0 0.97212 0.03971 0.0 0.99453 0.0408 1.0 0.99841 0.98954 nan 1.0 8.83176
BraTS19_TCIA10_106_1 0.0 0.96116 0.63173 0.0 0.95742 0.66959 1.0 0.99391 0.94863 nan 4.12311 13.0
BraTS19_TCIA10_127_1 1.0 0.92625 0.1584 1.0 0.87005 0.10424 1.0 0.99984 0.99688 nan 2.23607 8.66025
BraTS19_TCIA10_172_1 0.0 0.97135 0.15501 0.0 0.97092 0.1039 1.0 0.99584 0.97295 nan 1.41421 11.44552
BraTS19_TCIA10_195_1 1.0 0.95009 0.29267 1.0 0.91972 0.31376 1.0 0.99712 0.92944 nan 2.82843 16.58312
BraTS19_TCIA10_220_1 0.0 0.94717 0.28747 0.0 0.97145 0.25242 1.0 0.99324 0.97056 nan 2.0 7.34847
BraTS19_TCIA10_232_1 1.0 0.95991 0.35837 1.0 0.93761 0.27363 1.0 0.99675 0.96264 nan 2.44949 8.18535
BraTS19_TCIA10_236_1 1.0 0.92189 0.28706 1.0 0.86049 0.21307 1.0 0.9996 0.98851 nan 4.12311 3.31662
BraTS19_TCIA10_239_1 0.0 0.92976 0.10575 0.0 0.99599 0.07479 1.0 0.99455 0.99163 nan 2.23607 11.22497
BraTS19_TCIA10_271_1 0.0 0.6561 0.32295 0.0 0.94367 0.57647 1.0 0.96393 0.9528 nan 38.69108 70.2709
BraTS19_TCIA10_311_1 0.0 0.83999 0.25088 0.0 0.97649 0.86531 1.0 0.99772 0.99276 nan 3.0 11.7047
BraTS19_TCIA10_467_1 0.0 0.76429 0.51071 0.0 0.68258 0.54418 1.0 0.9946 0.97956 nan 6.78233 10.77033
BraTS19_TCIA10_609_1 0.0 0.94795 0.06358 0.0 0.90562 0.05264 1.0 0.99958 0.97295 nan 2.44949 5.38516
BraTS19_TCIA10_614_1 1.0 0.93222 0.61909 1.0 0.8782 0.71298 1.0 0.99982 0.98998 nan 2.0 6.16441
BraTS19_TCIA10_627_1 0.0 0.89951 0.21774 0.0 0.96879 0.36586 1.0 0.99022 0.97006 nan 4.24264 14.17745
BraTS19_TCIA10_631_1 1.0 0.92359 0.44893 1.0 0.86434 0.45947 1.0 0.9998 0.99065 nan 3.0 5.38516
BraTS19_TCIA10_635_1 0.0 0.81022 0.41777 0.0 0.84755 0.63249 1.0 0.99777 0.99393 nan 3.0 10.29563
BraTS19_TCIA10_647_1 0.0 0.9433 0.52752 0.0 0.90412 0.50972 1.0 0.99973 0.99408 nan 1.73205 3.60555
BraTS19_TCIA11_612_1 0.0 0.93298 0.0 0.0 0.98492 0.0 1.0 0.99768 0.99216 nan 2.44949 10.63015
BraTS19_TCIA12_146_1 1.0 0.93989 0.00104 1.0 0.88903 0.00184 1.0 0.99992 0.98403 nan 1.73205 10.04988
BraTS19_TCIA12_339_1 0.0 0.94094 0.5811 0.0 0.95445 0.79028 1.0 0.99618 0.97451 nan 3.0 13.34166
BraTS19_TCIA12_613_1 1.0 0.63703 0.63703 1.0 0.65997 0.65997 1.0 0.99898 0.99898 nan 4.12311 4.12311
BraTS19_TCIA12_641_1 1.0 0.92312 0.82067 1.0 0.86797 0.91249 1.0 0.99978 0.99613 nan 2.0 15.81139
BraTS19_TCIA13_610_1 0.0 0.94968 0.43231 0.0 0.93279 0.837 1.0 0.9977 0.95467 nan 1.73205 25.70992
BraTS19_TCIA13_611_1 0.0 0.85604 0.36853 0.0 0.96243 0.9429 1.0 0.98612 0.95488 nan 4.0 21.40093
BraTS19_TCIA13_616_1 0.0 0.95083 0.14994 0.0 0.91148 0.12436 1.0 0.99889 0.94324 nan 3.16228 15.13275
BraTS19_TCIA13_617_1 0.0 0.79534 0.30161 0.0 0.6877 0.21084 1.0 0.99585 0.98897 nan 9.84886 15.0
BraTS19_TCIA13_619_1 0.0 0.95711 5e-05 0.0 0.95719 0.0002 1.0 0.99521 0.93113 nan 1.73205 27.16616
BraTS19_TCIA13_622_1 0.0 0.89326 0.29623 0.0 0.97701 0.2344 1.0 0.98425 0.97763 nan 20.22375 19.41649
BraTS19_TCIA13_626_1 1.0 0.95771 0.02586 1.0 0.99103 0.03921 1.0 0.99347 0.95059 nan 2.0 19.10497
BraTS19_TCIA13_636_1 0.0 0.94901 0.59158 0.0 0.95423 0.6157 1.0 0.99045 0.94836 nan 3.0 10.63015
BraTS19_TCIA13_638_1 0.0 0.90935 0.48294 0.0 0.8471 0.32353 1.0 0.99563 0.99566 nan 7.28011 13.60147
BraTS19_TCIA13_643_1 0.0 0.94928 0.2694 0.0 0.94753 0.19223 1.0 0.99126 0.96728 nan 4.58258 12.64911
BraTS19_TCIA13_646_1 1.0 0.95155 0.58916 1.0 0.99449 0.99334 1.0 0.9984 0.98948 nan 1.41421 13.15295
BraTS19_TCIA13_648_1 0.0 0.88611 0.2273 0.0 0.9056 0.22773 1.0 0.98964 0.96531 nan 5.0 10.67708
BraTS19_TCIA13_649_1 0.0 0.93797 0.4849 0.0 0.90168 0.73905 1.0 0.99409 0.87405 nan 5.09902 21.2132
BraTS19_TCIA13_651_1 0.0 0.88147 0.63331 0.0 0.89358 0.60038 1.0 0.99696 0.99421 nan 3.0 5.09902
BraTS19_TCIA13_652_1 0.0 0.95611 0.0452 0.0 0.95557 0.86671 1.0 0.99857 0.96898 nan 1.41421 29.42788
BraTS19_TCIA13_655_1 0.0 0.87783 0.20236 0.0 0.78912 0.68539 1.0 0.9989 0.92471 nan 4.12311 33.15117
BraTS19_UAB_3446_1 0.0 0.94788 0.30572 0.0 0.92207 0.88765 1.0 0.99793 0.93753 nan 2.23607 19.59592
BraTS19_UAB_3448_1 0.0 0.93687 0.5336 0.0 0.94624 0.91055 1.0 0.99816 0.98484 nan 2.0 13.30413
BraTS19_UAB_3449_1 0.0 0.88724 0.16194 0.0 0.97784 0.81151 1.0 0.98673 0.94105 nan 3.74166 30.82207
BraTS19_UAB_3454_1 0.0 0.93976 0.28443 0.0 0.9041 0.7328 1.0 0.99765 0.92144 nan 3.0 23.43075
BraTS19_UAB_3455_1 0.0 0.92178 0.23057 0.0 0.93486 0.65811 1.0 0.99472 0.95523 nan 2.23607 29.68164
BraTS19_UAB_3456_1 0.0 0.9183 0.35689 0.0 0.97004 0.89851 1.0 0.99448 0.96809 nan 2.82843 16.27882
BraTS19_UAB_3490_1 0.0 0.9285 0.26467 0.0 0.94359 0.81936 1.0 0.99015 0.91452 nan 2.44949 23.72762
BraTS19_UAB_3498_1 0.0 0.89685 0.50889 0.0 0.88193 0.9298 1.0 0.99389 0.95775 nan 4.58258 37.05401
BraTS19_UAB_3499_1 0.0 0.80752 0.41756 0.0 0.73496 0.57866 1.0 0.99679 0.98122 nan 9.0 10.04988
BraTS19_WashU_S036_1 0.0 0.91635 0.56686 0.0 0.89594 0.69898 1.0 0.99515 0.9696 nan 5.38516 11.04536
BraTS19_WashU_S037_1 0.0 0.95843 0.1968 0.0 0.96444 0.64974 1.0 0.99668 0.94508 nan 1.41421 28.18954
BraTS19_WashU_S040_1 0.0 0.94049 0.43032 0.0 0.94229 0.57365 1.0 0.99757 0.97866 nan 2.0 15.0333
BraTS19_WashU_S041_1 0.0 0.96706 0.27359 0.0 0.9585 0.6283 1.0 0.99828 0.94953 nan 1.0 18.13836
BraTS19_WashU_W033_1 0.0 0.93003 0.30813 0.0 0.9785 0.637 1.0 0.98723 0.92511 nan 2.0 25.63201
BraTS19_WashU_W038_1 0.0 0.97003 0.31807 0.0 0.96449 0.62226 1.0 0.99932 0.98098 nan 1.0 15.90597
BraTS19_WashU_W047_1 0.0 0.91731 0.35757 0.0 0.92188 0.70982 1.0 0.99503 0.96056 nan 5.09902 17.72005
BraTS19_WashU_W053_1 0.0 0.89814 0.495 0.0 0.97861 0.78208 1.0 0.99597 0.98634 nan 3.0 8.60233
Mean 0.112 0.90641 0.39029 0.112 0.90544 0.62394 1.0 0.99518 0.96524 nan 4.54008 16.91987
StdDev 0.31664 0.06588 0.18645 0.31664 0.08854 0.25591 0.0 0.00521 0.02474 nan 6.51763 9.87473
Median 0.0 0.92625 0.4025 0.0 0.93288 0.6867 1.0 0.99696 0.96994 nan 3.0 15.54509
25quantile 0.0 0.89326 0.27359 0.0 0.88193 0.54418 1.0 0.99379 0.94953 nan 2.0 10.29563
75quantile 0.0 0.94795 0.51225 0.0 0.96449 0.79028 1.0 0.99841 0.98484 nan 4.24264 21.40093

CAUNet

正在训练。训练到了2折半了。刚才想起来昨天晚上刚训练到2折多。应该直接接着训练的。就这样吧。