| [ |
| { |
| "epoch": 1, |
| "train_loss": 2.3983271369317762, |
| "val_loss": 2.1338595764057056, |
| "foreground_dice": 0.6874801089892765, |
| "foreground_iou": 0.5280324155902326, |
| "foreground_precision": 0.6548299534913188, |
| "foreground_recall": 0.7245972070963705, |
| "tumor_dice": 0.8570058553904274, |
| "tumor_iou": 0.7497902412117484, |
| "tumor_precision": 0.8208934513005021, |
| "tumor_recall": 0.8964417488377714, |
| "tumor_sensitivity": 0.8964417488377714, |
| "tumor_fnr": 0.10355825116222861, |
| "tumor_fpr": 0.054653459234315756, |
| "tumor_tp": 1898972, |
| "tumor_tn": 7166657, |
| "tumor_fp": 414327, |
| "tumor_fn": 219372, |
| "class_dice": [ |
| 0.5878353552228242, |
| 0.7396076813038578, |
| 0.7349972904411476 |
| ], |
| "class_iou": [ |
| 0.41626545275503496, |
| 0.5868075124965625, |
| 0.5810242815191005 |
| ], |
| "class_precision": [ |
| 0.5392166972196761, |
| 0.7206954976548133, |
| 0.704577665599467 |
| ], |
| "class_recall": [ |
| 0.6460903090000114, |
| 0.7595391844016182, |
| 0.7681621278874823 |
| ], |
| "learning_rate": 9.990133642141359e-05, |
| "epoch_time_seconds": 439.3555603027344 |
| }, |
| { |
| "epoch": 2, |
| "train_loss": 2.0669191443190282, |
| "val_loss": 1.8796528803335655, |
| "foreground_dice": 0.6783885439733578, |
| "foreground_iou": 0.517903197055611, |
| "foreground_precision": 0.6368027042068048, |
| "foreground_recall": 0.7431754115320346, |
| "tumor_dice": 0.8697387932562889, |
| "tumor_iou": 0.769502472585086, |
| "tumor_precision": 0.8196729285331145, |
| "tumor_recall": 0.9263186075736114, |
| "tumor_sensitivity": 0.9263186075736114, |
| "tumor_fnr": 0.07368139242638859, |
| "tumor_fpr": 0.051766578297348854, |
| "tumor_tp": 1819978, |
| "tumor_tn": 7334192, |
| "tumor_fp": 400393, |
| "tumor_fn": 144765, |
| "class_dice": [ |
| 0.573499504283499, |
| 0.7321653386615983, |
| 0.7295007889749757 |
| ], |
| "class_iou": [ |
| 0.4020324605603746, |
| 0.5774927606795992, |
| 0.5741843699268595 |
| ], |
| "class_precision": [ |
| 0.4629762010630511, |
| 0.7258486679832852, |
| 0.7215832435740782 |
| ], |
| "class_recall": [ |
| 0.7533393069824909, |
| 0.7385929156751619, |
| 0.7375940119384511 |
| ], |
| "learning_rate": 9.96057350657239e-05, |
| "epoch_time_seconds": 444.80518794059753 |
| }, |
| { |
| "epoch": 3, |
| "train_loss": 1.8323345824974735, |
| "val_loss": 1.6665739239873112, |
| "foreground_dice": 0.6932376810395304, |
| "foreground_iou": 0.5371651176044409, |
| "foreground_precision": 0.6560949919105319, |
| "foreground_recall": 0.7458176171897799, |
| "tumor_dice": 0.8576645886798441, |
| "tumor_iou": 0.750799266293139, |
| "tumor_precision": 0.7780573016863656, |
| "tumor_recall": 0.955418686494849, |
| "tumor_sensitivity": 0.955418686494849, |
| "tumor_fnr": 0.04458131350515102, |
| "tumor_fpr": 0.07191892519829762, |
| "tumor_tp": 1934848, |
| "tumor_tn": 7122277, |
| "tumor_fp": 551920, |
| "tumor_fn": 90283, |
| "class_dice": [ |
| 0.5688432060857312, |
| 0.750512179771157, |
| 0.7603576572617031 |
| ], |
| "class_iou": [ |
| 0.3974709189829042, |
| 0.600655858841186, |
| 0.6133685749892326 |
| ], |
| "class_precision": [ |
| 0.598097173734946, |
| 0.6468149409359677, |
| 0.7233728610606821 |
| ], |
| "class_recall": [ |
| 0.5423175179175521, |
| 0.89380716068122, |
| 0.8013281729705676 |
| ], |
| "learning_rate": 9.911436253643444e-05, |
| "epoch_time_seconds": 427.1343812942505 |
| }, |
| { |
| "epoch": 4, |
| "train_loss": 1.6449706874737122, |
| "val_loss": 1.5425659675855894, |
| "foreground_dice": 0.7499922430638876, |
| "foreground_iou": 0.6024969929838073, |
| "foreground_precision": 0.7428392925500221, |
| "foreground_recall": 0.7739597368865718, |
| "tumor_dice": 0.8740467928064913, |
| "tumor_iou": 0.7762727502549542, |
| "tumor_precision": 0.8143990581952351, |
| "tumor_recall": 0.9431224068611652, |
| "tumor_sensitivity": 0.9431224068611652, |
| "tumor_fnr": 0.05687759313883475, |
| "tumor_fpr": 0.05285629194256934, |
| "tumor_tp": 1805539, |
| "tumor_tn": 7373420, |
| "tumor_fp": 411481, |
| "tumor_fn": 108888, |
| "class_dice": [ |
| 0.6835064276627444, |
| 0.7631279183252645, |
| 0.8033423832036541 |
| ], |
| "class_iou": [ |
| 0.5191870602522363, |
| 0.6169820870174244, |
| 0.6713218316817613 |
| ], |
| "class_precision": [ |
| 0.7698246990737497, |
| 0.6665665263766716, |
| 0.792126652199645 |
| ], |
| "class_recall": [ |
| 0.6145937631100545, |
| 0.8924051644017513, |
| 0.8148802831479098 |
| ], |
| "learning_rate": 9.842915805643155e-05, |
| "epoch_time_seconds": 608.9879457950592 |
| }, |
| { |
| "epoch": 5, |
| "train_loss": 1.4868515245363014, |
| "val_loss": 1.379227722013319, |
| "foreground_dice": 0.738129463941711, |
| "foreground_iou": 0.5900346094579456, |
| "foreground_precision": 0.7515545575488289, |
| "foreground_recall": 0.7589209428982523, |
| "tumor_dice": 0.8924353490384347, |
| "tumor_iou": 0.8057636619800391, |
| "tumor_precision": 0.8361743294901735, |
| "tumor_recall": 0.9568134305223246, |
| "tumor_sensitivity": 0.9568134305223246, |
| "tumor_fnr": 0.043186569477675414, |
| "tumor_fpr": 0.05302633613365575, |
| "tumor_tp": 2046290, |
| "tumor_tn": 7159762, |
| "tumor_fp": 400915, |
| "tumor_fn": 92361, |
| "class_dice": [ |
| 0.6357907074964885, |
| 0.7803011774947557, |
| 0.798296506833889 |
| ], |
| "class_iou": [ |
| 0.466050708634102, |
| 0.6397490618971231, |
| 0.6643040578426118 |
| ], |
| "class_precision": [ |
| 0.8129052230903725, |
| 0.6785544748394124, |
| 0.7632039747167018 |
| ], |
| "class_recall": [ |
| 0.5220477599801189, |
| 0.9179433448108325, |
| 0.8367717239038057 |
| ], |
| "learning_rate": 9.755282581475769e-05, |
| "epoch_time_seconds": 535.1127128601074 |
| }, |
| { |
| "epoch": 6, |
| "train_loss": 1.3621960207313097, |
| "val_loss": 1.2666676672729287, |
| "foreground_dice": 0.737568434601727, |
| "foreground_iou": 0.5896078420470013, |
| "foreground_precision": 0.7515194083397, |
| "foreground_recall": 0.7648874329148375, |
| "tumor_dice": 0.8795576623306313, |
| "tumor_iou": 0.7850093063782279, |
| "tumor_precision": 0.8040356025298864, |
| "tumor_recall": 0.9707378566258447, |
| "tumor_sensitivity": 0.9707378566258447, |
| "tumor_fnr": 0.029262143374155343, |
| "tumor_fpr": 0.0637415097218903, |
| "tumor_tp": 1998293, |
| "tumor_tn": 7153762, |
| "tumor_fp": 487036, |
| "tumor_fn": 60237, |
| "class_dice": [ |
| 0.6342320725726673, |
| 0.7710560655895671, |
| 0.8074171656429466 |
| ], |
| "class_iou": [ |
| 0.4643776294903605, |
| 0.6274135410086624, |
| 0.6770323556419813 |
| ], |
| "class_precision": [ |
| 0.8165650465516907, |
| 0.6491716999974861, |
| 0.7888214784699233 |
| ], |
| "class_recall": [ |
| 0.5184630775318984, |
| 0.9492884509668612, |
| 0.8269107702457529 |
| ], |
| "learning_rate": 9.648882429441257e-05, |
| "epoch_time_seconds": 437.7222349643707 |
| }, |
| { |
| "epoch": 7, |
| "train_loss": 1.244742657862553, |
| "val_loss": 1.1821717346036755, |
| "foreground_dice": 0.7711142729193282, |
| "foreground_iou": 0.6308167031733104, |
| "foreground_precision": 0.7784716789533404, |
| "foreground_recall": 0.7960366615456981, |
| "tumor_dice": 0.8803864833322714, |
| "tumor_iou": 0.7863307027165398, |
| "tumor_precision": 0.8100943352529759, |
| "tumor_recall": 0.9640362185267874, |
| "tumor_sensitivity": 0.9640362185267874, |
| "tumor_fnr": 0.03596378147321251, |
| "tumor_fpr": 0.059215004985978884, |
| "tumor_tp": 1941353, |
| "tumor_tn": 7230452, |
| "tumor_fp": 455100, |
| "tumor_fn": 72423, |
| "class_dice": [ |
| 0.703907838129938, |
| 0.7697847916960218, |
| 0.8396501889320251 |
| ], |
| "class_iou": [ |
| 0.5431001427508881, |
| 0.625731812206481, |
| 0.7236181545625618 |
| ], |
| "class_precision": [ |
| 0.8478750833919331, |
| 0.649175841760604, |
| 0.8383641117074838 |
| ], |
| "class_recall": [ |
| 0.6017346706352354, |
| 0.9454350960162885, |
| 0.8409402179855702 |
| ], |
| "learning_rate": 9.524135262330098e-05, |
| "epoch_time_seconds": 423.97693276405334 |
| }, |
| { |
| "epoch": 8, |
| "train_loss": 1.156384752112992, |
| "val_loss": 1.0957827455288656, |
| "foreground_dice": 0.7749480517411976, |
| "foreground_iou": 0.6351058825276644, |
| "foreground_precision": 0.7540871010262539, |
| "foreground_recall": 0.8059008298400263, |
| "tumor_dice": 0.8921607383519164, |
| "tumor_iou": 0.8053160501142451, |
| "tumor_precision": 0.8351843195338788, |
| "tumor_recall": 0.9574802035418613, |
| "tumor_sensitivity": 0.9574802035418613, |
| "tumor_fnr": 0.04251979645813879, |
| "tumor_fpr": 0.04886301955213711, |
| "tumor_tp": 1908169, |
| "tumor_tn": 7329862, |
| "tumor_fp": 376559, |
| "tumor_fn": 84738, |
| "class_dice": [ |
| 0.712101900701402, |
| 0.7830986978917751, |
| 0.8296435566304159 |
| ], |
| "class_iou": [ |
| 0.5529178908558213, |
| 0.643518662142191, |
| 0.7088810945849809 |
| ], |
| "class_precision": [ |
| 0.7547929738626342, |
| 0.6960815812471084, |
| 0.8113867479690192 |
| ], |
| "class_recall": [ |
| 0.6739815214229107, |
| 0.8949801073304533, |
| 0.8487408607667151 |
| ], |
| "learning_rate": 9.381533400219317e-05, |
| "epoch_time_seconds": 406.48603534698486 |
| }, |
| { |
| "epoch": 9, |
| "train_loss": 1.1047882228887, |
| "val_loss": 1.0450519629426904, |
| "foreground_dice": 0.7545457079995493, |
| "foreground_iou": 0.6087709386890299, |
| "foreground_precision": 0.7040334435651802, |
| "foreground_recall": 0.8181067803186709, |
| "tumor_dice": 0.8786513296920568, |
| "tumor_iou": 0.7835665685060855, |
| "tumor_precision": 0.796035229688355, |
| "tumor_recall": 0.9804018198342419, |
| "tumor_sensitivity": 0.9804018198342419, |
| "tumor_fnr": 0.019598180165758136, |
| "tumor_fpr": 0.07429336717654131, |
| "tumor_tp": 2170441, |
| "tumor_tn": 6929377, |
| "tumor_fp": 556123, |
| "tumor_fn": 43387, |
| "class_dice": [ |
| 0.682103539792911, |
| 0.7712540745877495, |
| 0.8102795096179872 |
| ], |
| "class_iou": [ |
| 0.5175699005107943, |
| 0.627675794187468, |
| 0.6810671213688274 |
| ], |
| "class_precision": [ |
| 0.6723534811026517, |
| 0.6729537726119799, |
| 0.766793076980909 |
| ], |
| "class_recall": [ |
| 0.6921405382762593, |
| 0.9031849030017551, |
| 0.8589948996779981 |
| ], |
| "learning_rate": 9.221639627510075e-05, |
| "epoch_time_seconds": 445.1317443847656 |
| }, |
| { |
| "epoch": 10, |
| "train_loss": 1.0389217782993705, |
| "val_loss": 1.0119083427094124, |
| "foreground_dice": 0.7837425775311955, |
| "foreground_iou": 0.6496540181801629, |
| "foreground_precision": 0.827316189003794, |
| "foreground_recall": 0.7647623268481594, |
| "tumor_dice": 0.9161030215808209, |
| "tumor_iou": 0.8451938143760866, |
| "tumor_precision": 0.9143430023737795, |
| "tumor_recall": 0.9178698295789449, |
| "tumor_sensitivity": 0.9178698295789449, |
| "tumor_fnr": 0.08213017042105508, |
| "tumor_fpr": 0.023791086805981968, |
| "tumor_tp": 1929389, |
| "tumor_tn": 7416551, |
| "tumor_fp": 180748, |
| "tumor_fn": 172640, |
| "class_dice": [ |
| 0.6846246629134455, |
| 0.8347806985488512, |
| 0.8318223711312898 |
| ], |
| "class_iou": [ |
| 0.5204785612217965, |
| 0.7164150967197559, |
| 0.7120683965989363 |
| ], |
| "class_precision": [ |
| 0.8754200249527352, |
| 0.7929525635715161, |
| 0.8135759784871307 |
| ], |
| "class_recall": [ |
| 0.562113571800694, |
| 0.8812674301822868, |
| 0.8509059785614974 |
| ], |
| "learning_rate": 9.045084971874735e-05, |
| "epoch_time_seconds": 433.3198823928833 |
| }, |
| { |
| "epoch": 11, |
| "train_loss": 0.9916689248920298, |
| "val_loss": 0.9515755748426592, |
| "foreground_dice": 0.7669606524702818, |
| "foreground_iou": 0.6294596444324393, |
| "foreground_precision": 0.767571289465053, |
| "foreground_recall": 0.7756128865780224, |
| "tumor_dice": 0.9116255768246241, |
| "tumor_iou": 0.8376029033877147, |
| "tumor_precision": 0.8803973917838758, |
| "tumor_recall": 0.9451505939530066, |
| "tumor_sensitivity": 0.9451505939530066, |
| "tumor_fnr": 0.05484940604699345, |
| "tumor_fpr": 0.03474811318727904, |
| "tumor_tp": 1952511, |
| "tumor_tn": 7368258, |
| "tumor_fp": 265250, |
| "tumor_fn": 113309, |
| "class_dice": [ |
| 0.6468857089802097, |
| 0.8168955199763427, |
| 0.8371007284542927 |
| ], |
| "class_iou": [ |
| 0.4780717440303411, |
| 0.6904677767427675, |
| 0.7198394125242091 |
| ], |
| "class_precision": [ |
| 0.7271439233892902, |
| 0.7546801742066856, |
| 0.8208897707991832 |
| ], |
| "class_recall": [ |
| 0.5825833130625152, |
| 0.8902904927545647, |
| 0.8539648539169873 |
| ], |
| "learning_rate": 8.852566213878945e-05, |
| "epoch_time_seconds": 431.5311539173126 |
| }, |
| { |
| "epoch": 12, |
| "train_loss": 0.9479960963434103, |
| "val_loss": 0.9871743192543855, |
| "foreground_dice": 0.7576036197438225, |
| "foreground_iou": 0.6156906732713043, |
| "foreground_precision": 0.7688331993712336, |
| "foreground_recall": 0.75925468872373, |
| "tumor_dice": 0.9131218680931694, |
| "tumor_iou": 0.8401327078788297, |
| "tumor_precision": 0.8803225853086435, |
| "tumor_recall": 0.9484598255028657, |
| "tumor_sensitivity": 0.9484598255028657, |
| "tumor_fnr": 0.05154017449713431, |
| "tumor_fpr": 0.03465141841183866, |
| "tumor_tp": 1948587, |
| "tumor_tn": 7379948, |
| "tumor_fp": 264905, |
| "tumor_fn": 105888, |
| "class_dice": [ |
| 0.6492466910331659, |
| 0.8081829936173954, |
| 0.8153811745809062 |
| ], |
| "class_iou": [ |
| 0.4806552660083895, |
| 0.6781099693067707, |
| 0.688306784498753 |
| ], |
| "class_precision": [ |
| 0.7408417293548116, |
| 0.7319978202401252, |
| 0.8336600485187641 |
| ], |
| "class_recall": [ |
| 0.5778085015459642, |
| 0.9020688950007192, |
| 0.7978866696245068 |
| ], |
| "learning_rate": 8.644843137107056e-05, |
| "epoch_time_seconds": 429.5032229423523 |
| }, |
| { |
| "epoch": 13, |
| "train_loss": 0.8980055723060556, |
| "val_loss": 0.9851516783237457, |
| "foreground_dice": 0.7574779795792114, |
| "foreground_iou": 0.6189786106189662, |
| "foreground_precision": 0.8342481799940321, |
| "foreground_recall": 0.7251720341430792, |
| "tumor_dice": 0.9156307645212506, |
| "tumor_iou": 0.8443902082089217, |
| "tumor_precision": 0.9218667859624095, |
| "tumor_recall": 0.9094785440622768, |
| "tumor_sensitivity": 0.9094785440622768, |
| "tumor_fnr": 0.09052145593772325, |
| "tumor_fpr": 0.019605249085594887, |
| "tumor_tp": 1788676, |
| "tumor_tn": 7581023, |
| "tumor_fp": 151600, |
| "tumor_fn": 178029, |
| "class_dice": [ |
| 0.6205318115386358, |
| 0.8199594335141899, |
| 0.8319426936848084 |
| ], |
| "class_iou": [ |
| 0.4498340858666459, |
| 0.6948569878034356, |
| 0.712244758186817 |
| ], |
| "class_precision": [ |
| 0.8896902801768728, |
| 0.7668895052400083, |
| 0.8461647545652149 |
| ], |
| "class_recall": [ |
| 0.4764048128204468, |
| 0.8809204798745361, |
| 0.8181908097342546 |
| ], |
| "learning_rate": 8.422735529643442e-05, |
| "epoch_time_seconds": 424.5658059120178 |
| }, |
| { |
| "epoch": 14, |
| "train_loss": 0.9008895056385572, |
| "val_loss": 0.9838021284825093, |
| "foreground_dice": 0.7584542916046019, |
| "foreground_iou": 0.6177812224080633, |
| "foreground_precision": 0.8209605868446083, |
| "foreground_recall": 0.7291099184559067, |
| "tumor_dice": 0.9207194446756891, |
| "tumor_iou": 0.8530862898748546, |
| "tumor_precision": 0.9141548609627619, |
| "tumor_recall": 0.9273789914141229, |
| "tumor_sensitivity": 0.9273789914141229, |
| "tumor_fnr": 0.07262100858587703, |
| "tumor_fpr": 0.023789759204099217, |
| "tumor_tp": 1929961, |
| "tumor_tn": 7437000, |
| "tumor_fp": 181236, |
| "tumor_fn": 151131, |
| "class_dice": [ |
| 0.641609056175866, |
| 0.8242443012222537, |
| 0.809509517415686 |
| ], |
| "class_iou": [ |
| 0.4723301926392502, |
| 0.7010336433657899, |
| 0.6799798312191497 |
| ], |
| "class_precision": [ |
| 0.8479413154634435, |
| 0.7563126143095024, |
| 0.858627830760879 |
| ], |
| "class_recall": [ |
| 0.5160395177651165, |
| 0.9055834313198808, |
| 0.7657068062827225 |
| ], |
| "learning_rate": 8.187119948743447e-05, |
| "epoch_time_seconds": 435.798819065094 |
| }, |
| { |
| "epoch": 15, |
| "train_loss": 0.8632067450049783, |
| "val_loss": 0.925662170390825, |
| "foreground_dice": 0.7827751552034162, |
| "foreground_iou": 0.6497299766940138, |
| "foreground_precision": 0.8344352889615871, |
| "foreground_recall": 0.7623230271819796, |
| "tumor_dice": 0.9263226243670895, |
| "tumor_iou": 0.862756956037228, |
| "tumor_precision": 0.920360731009842, |
| "tumor_recall": 0.9323622609823979, |
| "tumor_sensitivity": 0.9323622609823979, |
| "tumor_fnr": 0.06763773901760202, |
| "tumor_fpr": 0.02230588212998663, |
| "tumor_tp": 1958743, |
| "tumor_tn": 7428998, |
| "tumor_fp": 169491, |
| "tumor_fn": 142096, |
| "class_dice": [ |
| 0.6711253244201596, |
| 0.8347558372242802, |
| 0.842444303965809 |
| ], |
| "class_iou": [ |
| 0.5050328196880727, |
| 0.7163784757658122, |
| 0.7277786346281566 |
| ], |
| "class_precision": [ |
| 0.888005195296284, |
| 0.7796944562938218, |
| 0.8356062152946555 |
| ], |
| "class_recall": [ |
| 0.5393889310537668, |
| 0.8981849169889348, |
| 0.8493952335032373 |
| ], |
| "learning_rate": 7.938926261462366e-05, |
| "epoch_time_seconds": 432.62567138671875 |
| }, |
| { |
| "epoch": 16, |
| "train_loss": 0.8451297063203085, |
| "val_loss": 0.9008839428424835, |
| "foreground_dice": 0.7955562818548422, |
| "foreground_iou": 0.6634082964584345, |
| "foreground_precision": 0.7976596597368251, |
| "foreground_recall": 0.7984526793270463, |
| "tumor_dice": 0.9179857405718507, |
| "tumor_iou": 0.8484044757940726, |
| "tumor_precision": 0.9018263281561305, |
| "tumor_recall": 0.9347348252559611, |
| "tumor_sensitivity": 0.9347348252559611, |
| "tumor_fnr": 0.06526517474403895, |
| "tumor_fpr": 0.02631081085640153, |
| "tumor_tp": 1862633, |
| "tumor_tn": 7503874, |
| "tumor_fp": 202768, |
| "tumor_fn": 130053, |
| "class_dice": [ |
| 0.7243326682467354, |
| 0.8222782859823764, |
| 0.8400578913354148 |
| ], |
| "class_iou": [ |
| 0.5678068648596807, |
| 0.6981940438011418, |
| 0.7242239807144808 |
| ], |
| "class_precision": [ |
| 0.7893699167964506, |
| 0.7829594401510174, |
| 0.8206496222630074 |
| ], |
| "class_recall": [ |
| 0.6691966561811588, |
| 0.8657549780887215, |
| 0.8604064037112586 |
| ], |
| "learning_rate": 7.679133974894982e-05, |
| "epoch_time_seconds": 421.83034586906433 |
| }, |
| { |
| "epoch": 17, |
| "train_loss": 0.8257959120127619, |
| "val_loss": 1.0638546363727466, |
| "foreground_dice": 0.760858567850816, |
| "foreground_iou": 0.6193946572449334, |
| "foreground_precision": 0.8413038105960161, |
| "foreground_recall": 0.7097455998010895, |
| "tumor_dice": 0.9168547507266092, |
| "tumor_iou": 0.8464744237595699, |
| "tumor_precision": 0.944947369114932, |
| "tumor_recall": 0.8903842552069199, |
| "tumor_sensitivity": 0.8903842552069199, |
| "tumor_fnr": 0.10961574479308012, |
| "tumor_fpr": 0.014273743075516963, |
| "tumor_tp": 1863560, |
| "tumor_tn": 7497773, |
| "tumor_fp": 108571, |
| "tumor_fn": 229424, |
| "class_dice": [ |
| 0.6578946608571619, |
| 0.8095021928700605, |
| 0.8151788498252255 |
| ], |
| "class_iou": [ |
| 0.4901959940620899, |
| 0.6799694951321366, |
| 0.6880184825405736 |
| ], |
| "class_precision": [ |
| 0.834641688859258, |
| 0.768708833613248, |
| 0.9205609093155424 |
| ], |
| "class_recall": [ |
| 0.542923113215415, |
| 0.8548677812333545, |
| 0.7314459049544995 |
| ], |
| "learning_rate": 7.408768370508575e-05, |
| "epoch_time_seconds": 412.63350558280945 |
| }, |
| { |
| "epoch": 18, |
| "train_loss": 0.8002619797072443, |
| "val_loss": 0.9266726729032155, |
| "foreground_dice": 0.7696686872226167, |
| "foreground_iou": 0.6312014151736322, |
| "foreground_precision": 0.7924053220186408, |
| "foreground_recall": 0.7517918112017054, |
| "tumor_dice": 0.9154550080751984, |
| "tumor_iou": 0.8440913146908643, |
| "tumor_precision": 0.9224830308681436, |
| "tumor_recall": 0.908533262887417, |
| "tumor_sensitivity": 0.908533262887417, |
| "tumor_fnr": 0.09146673711258296, |
| "tumor_fpr": 0.019768010999404628, |
| "tumor_tp": 1812443, |
| "tumor_tn": 7552116, |
| "tumor_fp": 152301, |
| "tumor_fn": 182468, |
| "class_dice": [ |
| 0.6658329080758304, |
| 0.8293458732813684, |
| 0.8138272803106511 |
| ], |
| "class_iou": [ |
| 0.4990626077544375, |
| 0.7084465465526034, |
| 0.6860950912138557 |
| ], |
| "class_precision": [ |
| 0.7406071984086373, |
| 0.8132749853840703, |
| 0.8233337822632149 |
| ], |
| "class_recall": [ |
| 0.6047729209789359, |
| 0.8460647092728164, |
| 0.8045378033533641 |
| ], |
| "learning_rate": 7.128896457825361e-05, |
| "epoch_time_seconds": 411.3198826313019 |
| }, |
| { |
| "epoch": 19, |
| "train_loss": 0.7791310771792924, |
| "val_loss": 0.8999781898550085, |
| "foreground_dice": 0.7926810385596855, |
| "foreground_iou": 0.6600572436551849, |
| "foreground_precision": 0.8136127973598061, |
| "foreground_recall": 0.7861625421428974, |
| "tumor_dice": 0.9169789784430514, |
| "tumor_iou": 0.8466862232505926, |
| "tumor_precision": 0.9040693798309308, |
| "tumor_recall": 0.9302626014217074, |
| "tumor_sensitivity": 0.9302626014217074, |
| "tumor_fnr": 0.06973739857829268, |
| "tumor_fpr": 0.027626172797085173, |
| "tumor_tp": 1973060, |
| "tumor_tn": 7368996, |
| "tumor_fp": 209361, |
| "tumor_fn": 147911, |
| "class_dice": [ |
| 0.7151632379630127, |
| 0.8167969137645321, |
| 0.8460829639515117 |
| ], |
| "class_iou": [ |
| 0.5566179759903422, |
| 0.6903268959205388, |
| 0.7332268590546737 |
| ], |
| "class_precision": [ |
| 0.8473072139303482, |
| 0.7684834099153756, |
| 0.8250477682336943 |
| ], |
| "class_recall": [ |
| 0.6186760268545364, |
| 0.8715927619452715, |
| 0.8682188376288846 |
| ], |
| "learning_rate": 6.840622763423389e-05, |
| "epoch_time_seconds": 423.7052843570709 |
| }, |
| { |
| "epoch": 20, |
| "train_loss": 0.7797732144391456, |
| "val_loss": 0.8970810174942017, |
| "foreground_dice": 0.791468266355479, |
| "foreground_iou": 0.6589050594012176, |
| "foreground_precision": 0.803613771863477, |
| "foreground_recall": 0.7879257705626918, |
| "tumor_dice": 0.9116869371028461, |
| "tumor_iou": 0.8377065094448848, |
| "tumor_precision": 0.8923872113575623, |
| "tumor_recall": 0.9318399093325461, |
| "tumor_sensitivity": 0.9318399093325461, |
| "tumor_fnr": 0.06816009066745393, |
| "tumor_fpr": 0.02953627370639652, |
| "tumor_tp": 1881204, |
| "tumor_tn": 7453668, |
| "tumor_fp": 226854, |
| "tumor_fn": 137602, |
| "class_dice": [ |
| 0.7063136037087903, |
| 0.8284306968007706, |
| 0.8396604985568757 |
| ], |
| "class_iou": [ |
| 0.5459697232139701, |
| 0.707111986067369, |
| 0.7236334689223135 |
| ], |
| "class_precision": [ |
| 0.7963283417600371, |
| 0.7762495647135872, |
| 0.8382634091168067 |
| ], |
| "class_recall": [ |
| 0.6345821991679934, |
| 0.8881328598380909, |
| 0.8410622526819911 |
| ], |
| "learning_rate": 6.545084971874736e-05, |
| "epoch_time_seconds": 421.95567989349365 |
| }, |
| { |
| "epoch": 21, |
| "train_loss": 0.7646801499079685, |
| "val_loss": 0.9201796223988404, |
| "foreground_dice": 0.7754518694525329, |
| "foreground_iou": 0.6385885862384512, |
| "foreground_precision": 0.8268517039074715, |
| "foreground_recall": 0.746160499321303, |
| "tumor_dice": 0.9100728122222974, |
| "tumor_iou": 0.8349849626908401, |
| "tumor_precision": 0.9057958076257793, |
| "tumor_recall": 0.9143903989303747, |
| "tumor_sensitivity": 0.9143903989303747, |
| "tumor_fnr": 0.0856096010696253, |
| "tumor_fpr": 0.026234437780389613, |
| "tumor_tp": 1917644, |
| "tumor_tn": 7402707, |
| "tumor_fp": 199438, |
| "tumor_fn": 179539, |
| "class_dice": [ |
| 0.6751547073229394, |
| 0.8336413533206312, |
| 0.8175595477140282 |
| ], |
| "class_iou": [ |
| 0.5096102247219234, |
| 0.7147384346092978, |
| 0.6914170993841323 |
| ], |
| "class_precision": [ |
| 0.8320737340934428, |
| 0.7746570009716528, |
| 0.8738243766573189 |
| ], |
| "class_recall": [ |
| 0.5680309509264916, |
| 0.902348457625337, |
| 0.7681020894120804 |
| ], |
| "learning_rate": 6.243449435824272e-05, |
| "epoch_time_seconds": 430.79737520217896 |
| }, |
| { |
| "epoch": 22, |
| "train_loss": 0.767896035394701, |
| "val_loss": 0.9578382968902588, |
| "foreground_dice": 0.7843519821022684, |
| "foreground_iou": 0.6499531892525418, |
| "foreground_precision": 0.8289264334821894, |
| "foreground_recall": 0.7559482778406167, |
| "tumor_dice": 0.9216811025373424, |
| "tumor_iou": 0.8547388946870054, |
| "tumor_precision": 0.9270580816007932, |
| "tumor_recall": 0.9163661372377845, |
| "tumor_sensitivity": 0.9163661372377845, |
| "tumor_fnr": 0.0836338627622155, |
| "tumor_fpr": 0.020647385446552778, |
| "tumor_tp": 1978659, |
| "tumor_tn": 7384400, |
| "tumor_fp": 155683, |
| "tumor_fn": 180586, |
| "class_dice": [ |
| 0.6904968480400776, |
| 0.8287272003356548, |
| 0.8338318979310728 |
| ], |
| "class_iou": [ |
| 0.5272968201768867, |
| 0.7075441353825902, |
| 0.7150186121981483 |
| ], |
| "class_precision": [ |
| 0.8314919524191337, |
| 0.7861605644781451, |
| 0.8691267835492896 |
| ], |
| "class_recall": [ |
| 0.590385823957807, |
| 0.8761672446987636, |
| 0.8012917648652792 |
| ], |
| "learning_rate": 5.9369065729286224e-05, |
| "epoch_time_seconds": 429.0619728565216 |
| }, |
| { |
| "epoch": 23, |
| "train_loss": 0.7464437599287552, |
| "val_loss": 0.9200417391351752, |
| "foreground_dice": 0.767923222071742, |
| "foreground_iou": 0.6308695555309282, |
| "foreground_precision": 0.8265702593366533, |
| "foreground_recall": 0.7452175434585776, |
| "tumor_dice": 0.9258770219966637, |
| "tumor_iou": 0.861984187059992, |
| "tumor_precision": 0.9077031602188765, |
| "tumor_recall": 0.9447934995657393, |
| "tumor_sensitivity": 0.9447934995657393, |
| "tumor_fnr": 0.0552065004342607, |
| "tumor_fpr": 0.026308431313963758, |
| "tumor_tp": 1970039, |
| "tumor_tn": 7413858, |
| "tumor_fp": 200317, |
| "tumor_fn": 115114, |
| "class_dice": [ |
| 0.6461331518215999, |
| 0.8274394809643589, |
| 0.8301970334292672 |
| ], |
| "class_iou": [ |
| 0.4772501466380972, |
| 0.7056688908858001, |
| 0.7096896290688872 |
| ], |
| "class_precision": [ |
| 0.8597904706861675, |
| 0.7478825064639276, |
| 0.8720378008598647 |
| ], |
| "class_recall": [ |
| 0.5175278501091678, |
| 0.9259372616706137, |
| 0.7921875185959512 |
| ], |
| "learning_rate": 5.626666167821521e-05, |
| "epoch_time_seconds": 420.6725137233734 |
| }, |
| { |
| "epoch": 24, |
| "train_loss": 0.7346878076086238, |
| "val_loss": 0.8989167745048935, |
| "foreground_dice": 0.7832815037705521, |
| "foreground_iou": 0.650339770004737, |
| "foreground_precision": 0.8359647212713024, |
| "foreground_recall": 0.7527449730517519, |
| "tumor_dice": 0.9280219337223281, |
| "tumor_iou": 0.8657098152621574, |
| "tumor_precision": 0.9323395758305506, |
| "tumor_recall": 0.9237440970691165, |
| "tumor_sensitivity": 0.9237440970691165, |
| "tumor_fnr": 0.07625590293088352, |
| "tumor_fpr": 0.019874055018324205, |
| "tumor_tp": 2048833, |
| "tumor_tn": 7332677, |
| "tumor_fp": 148685, |
| "tumor_fn": 169133, |
| "class_dice": [ |
| 0.6724541688029154, |
| 0.844241463206719, |
| 0.8331488793020219 |
| ], |
| "class_iou": [ |
| 0.5065393246699024, |
| 0.7304652627088662, |
| 0.7140147226354423 |
| ], |
| "class_precision": [ |
| 0.8420700114175456, |
| 0.7951406315385567, |
| 0.870683520857805 |
| ], |
| "class_recall": [ |
| 0.5597127678960687, |
| 0.8998054666009044, |
| 0.7987166846582827 |
| ], |
| "learning_rate": 5.3139525976465657e-05, |
| "epoch_time_seconds": 426.2053644657135 |
| }, |
| { |
| "epoch": 25, |
| "train_loss": 0.714830588422665, |
| "val_loss": 0.8923623521585722, |
| "foreground_dice": 0.7981320839032815, |
| "foreground_iou": 0.6684631678164156, |
| "foreground_precision": 0.8426464359668375, |
| "foreground_recall": 0.7714128717439087, |
| "tumor_dice": 0.9234829453171334, |
| "tumor_iou": 0.8578433024353563, |
| "tumor_precision": 0.9313504343751488, |
| "tumor_recall": 0.9157472624832832, |
| "tumor_sensitivity": 0.9157472624832832, |
| "tumor_fnr": 0.08425273751671682, |
| "tumor_fpr": 0.017859736472308627, |
| "tumor_tp": 1858412, |
| "tumor_tn": 7532951, |
| "tumor_fp": 136983, |
| "tumor_fn": 170982, |
| "class_dice": [ |
| 0.7093838542415922, |
| 0.8425937099640451, |
| 0.8424186875042073 |
| ], |
| "class_iou": [ |
| 0.5496474351207928, |
| 0.7280016682282502, |
| 0.727740400100204 |
| ], |
| "class_precision": [ |
| 0.8724183288077968, |
| 0.8142671601948339, |
| 0.8412538188978821 |
| ], |
| "class_recall": [ |
| 0.5976897011472446, |
| 0.8729621275568138, |
| 0.8435867865276677 |
| ], |
| "learning_rate": 4.999999999999998e-05, |
| "epoch_time_seconds": 410.8722720146179 |
| }, |
| { |
| "epoch": 26, |
| "train_loss": 0.7139468584336391, |
| "val_loss": 0.9029272536973696, |
| "foreground_dice": 0.7875191846135167, |
| "foreground_iou": 0.6563210802459362, |
| "foreground_precision": 0.8401418782013828, |
| "foreground_recall": 0.7606047185351273, |
| "tumor_dice": 0.9280745183284826, |
| "tumor_iou": 0.8658013399226975, |
| "tumor_precision": 0.9379819089871254, |
| "tumor_recall": 0.9183742328448843, |
| "tumor_sensitivity": 0.9183742328448843, |
| "tumor_fnr": 0.08162576715511576, |
| "tumor_fpr": 0.01740262441455796, |
| "tumor_tp": 1984221, |
| "tumor_tn": 7407554, |
| "tumor_fp": 131194, |
| "tumor_fn": 176359, |
| "class_dice": [ |
| 0.675189499777902, |
| 0.8392316581000347, |
| 0.8481363959626135 |
| ], |
| "class_iou": [ |
| 0.5096498704265325, |
| 0.7229966805662241, |
| 0.7363166897450517 |
| ], |
| "class_precision": [ |
| 0.8747067034957973, |
| 0.8061246962274856, |
| 0.8395942348808655 |
| ], |
| "class_recall": [ |
| 0.549785549939562, |
| 0.8751744434620541, |
| 0.8568541622037661 |
| ], |
| "learning_rate": 4.6860474023534314e-05, |
| "epoch_time_seconds": 405.0120732784271 |
| }, |
| { |
| "epoch": 27, |
| "train_loss": 0.7076289769338102, |
| "val_loss": 0.989798353330509, |
| "foreground_dice": 0.7687969498768794, |
| "foreground_iou": 0.629977271123923, |
| "foreground_precision": 0.8633650722684775, |
| "foreground_recall": 0.7138522225328789, |
| "tumor_dice": 0.9124739513804699, |
| "tumor_iou": 0.8390364097841468, |
| "tumor_precision": 0.9405975347636996, |
| "tumor_recall": 0.8859833166911358, |
| "tumor_sensitivity": 0.8859833166911358, |
| "tumor_fnr": 0.11401668330886416, |
| "tumor_fpr": 0.015538319005621352, |
| "tumor_tp": 1867737, |
| "tumor_tn": 7473278, |
| "tumor_fp": 117955, |
| "tumor_fn": 240358, |
| "class_dice": [ |
| 0.6668800145602354, |
| 0.8349758102203448, |
| 0.804535024850058 |
| ], |
| "class_iou": [ |
| 0.5002400547916529, |
| 0.7167025522262045, |
| 0.6729892063539116 |
| ], |
| "class_precision": [ |
| 0.8959852304080793, |
| 0.789390303201418, |
| 0.9047196831959353 |
| ], |
| "class_recall": [ |
| 0.5310814303762915, |
| 0.8861489081255849, |
| 0.7243263290967605 |
| ], |
| "learning_rate": 4.3733338321784775e-05, |
| "epoch_time_seconds": 410.5301887989044 |
| }, |
| { |
| "epoch": 28, |
| "train_loss": 0.7149689776354096, |
| "val_loss": 0.8486480124898859, |
| "foreground_dice": 0.7930523480099386, |
| "foreground_iou": 0.6625647435893172, |
| "foreground_precision": 0.8239513332516705, |
| "foreground_recall": 0.7905634986386575, |
| "tumor_dice": 0.9181824235787636, |
| "tumor_iou": 0.848740530373157, |
| "tumor_precision": 0.89312668516123, |
| "tumor_recall": 0.9446845645743417, |
| "tumor_sensitivity": 0.9446845645743417, |
| "tumor_fnr": 0.05531543542565829, |
| "tumor_fpr": 0.02828424744495158, |
| "tumor_tp": 1833782, |
| "tumor_tn": 7538736, |
| "tumor_fp": 219434, |
| "tumor_fn": 107376, |
| "class_dice": [ |
| 0.6945174024753151, |
| 0.828283167602572, |
| 0.8563564739519286 |
| ], |
| "class_iou": [ |
| 0.5320005060137791, |
| 0.7068970460276117, |
| 0.7487966787265605 |
| ], |
| "class_precision": [ |
| 0.8883661978696956, |
| 0.7617273090269598, |
| 0.821760492858356 |
| ], |
| "class_recall": [ |
| 0.5701138757377938, |
| 0.9075831695340739, |
| 0.893993450644105 |
| ], |
| "learning_rate": 4.063093427071375e-05, |
| "epoch_time_seconds": 409.94066047668457 |
| }, |
| { |
| "epoch": 29, |
| "train_loss": 0.7040631456845472, |
| "val_loss": 0.8786077443006877, |
| "foreground_dice": 0.7591165377875274, |
| "foreground_iou": 0.6176335628497105, |
| "foreground_precision": 0.7796301463546998, |
| "foreground_recall": 0.754679165241881, |
| "tumor_dice": 0.9229613149311536, |
| "tumor_iou": 0.8569435134747794, |
| "tumor_precision": 0.8871245407235616, |
| "tumor_recall": 0.961815340028799, |
| "tumor_sensitivity": 0.961815340028799, |
| "tumor_fnr": 0.03818465997120099, |
| "tumor_fpr": 0.03578545913499719, |
| "tumor_tp": 2110723, |
| "tumor_tn": 7236245, |
| "tumor_fp": 268563, |
| "tumor_fn": 83797, |
| "class_dice": [ |
| 0.6515945455957088, |
| 0.8214325757544299, |
| 0.8043224920124432 |
| ], |
| "class_iou": [ |
| 0.48323339502032436, |
| 0.6969754626301918, |
| 0.6726918308986153 |
| ], |
| "class_precision": [ |
| 0.7270806671753266, |
| 0.7350885461924797, |
| 0.8767212256962932 |
| ], |
| "class_recall": [ |
| 0.590308250450406, |
| 0.9307603570086994, |
| 0.7429688882665375 |
| ], |
| "learning_rate": 3.756550564175724e-05, |
| "epoch_time_seconds": 413.1639094352722 |
| }, |
| { |
| "epoch": 30, |
| "train_loss": 0.6848709026262874, |
| "val_loss": 0.8577859176171793, |
| "foreground_dice": 0.7729282445897944, |
| "foreground_iou": 0.6373724503068562, |
| "foreground_precision": 0.7998970873715942, |
| "foreground_recall": 0.7708800981890286, |
| "tumor_dice": 0.9272503334631651, |
| "tumor_iou": 0.8643678598909414, |
| "tumor_precision": 0.9119462893471374, |
| "tumor_recall": 0.9430768016955022, |
| "tumor_sensitivity": 0.9430768016955022, |
| "tumor_fnr": 0.056923198304497796, |
| "tumor_fpr": 0.02541875426713206, |
| "tumor_tp": 1996172, |
| "tumor_tn": 7389927, |
| "tumor_fp": 192742, |
| "tumor_fn": 120487, |
| "class_dice": [ |
| 0.6529794858708797, |
| 0.8283204599743794, |
| 0.8374847879241238 |
| ], |
| "class_iou": [ |
| 0.4847583826836119, |
| 0.7069513733731896, |
| 0.7204075948637669 |
| ], |
| "class_precision": [ |
| 0.8298933638847272, |
| 0.7771881642965401, |
| 0.7926097339335151 |
| ], |
| "class_recall": [ |
| 0.5382394161718744, |
| 0.886654712896253, |
| 0.8877461654989586 |
| ], |
| "learning_rate": 3.454915028125263e-05, |
| "epoch_time_seconds": 405.94988083839417 |
| }, |
| { |
| "epoch": 31, |
| "train_loss": 0.6823396442496047, |
| "val_loss": 0.8614322647855088, |
| "foreground_dice": 0.7794260764303963, |
| "foreground_iou": 0.6459486573575366, |
| "foreground_precision": 0.8184971632665495, |
| "foreground_recall": 0.7547723221057812, |
| "tumor_dice": 0.9245819182846562, |
| "tumor_iou": 0.8597418380858013, |
| "tumor_precision": 0.9238409443321076, |
| "tumor_recall": 0.9253240817993669, |
| "tumor_sensitivity": 0.9253240817993669, |
| "tumor_fnr": 0.0746759182006331, |
| "tumor_fpr": 0.019909947472175647, |
| "tumor_tp": 1857676, |
| "tumor_tn": 7538591, |
| "tumor_fp": 153142, |
| "tumor_fn": 149919, |
| "class_dice": [ |
| 0.6612539564213177, |
| 0.8339978537379121, |
| 0.8430264191319591 |
| ], |
| "class_iou": [ |
| 0.49393532073766583, |
| 0.7152627089165328, |
| 0.728647942418411 |
| ], |
| "class_precision": [ |
| 0.7863389149461033, |
| 0.7878748945163718, |
| 0.8812776803371736 |
| ], |
| "class_recall": [ |
| 0.5705026319049615, |
| 0.8858567666284006, |
| 0.8079575677839814 |
| ], |
| "learning_rate": 3.1593772365766105e-05, |
| "epoch_time_seconds": 409.19691801071167 |
| }, |
| { |
| "epoch": 32, |
| "train_loss": 0.6736605624560597, |
| "val_loss": 0.919933216797339, |
| "foreground_dice": 0.754402169372527, |
| "foreground_iou": 0.6131646635539999, |
| "foreground_precision": 0.8283187365592132, |
| "foreground_recall": 0.7186572418724767, |
| "tumor_dice": 0.9223888029899167, |
| "tumor_iou": 0.8559569588262971, |
| "tumor_precision": 0.9295370532347197, |
| "tumor_recall": 0.9153496555171384, |
| "tumor_sensitivity": 0.9153496555171384, |
| "tumor_fnr": 0.08465034448286152, |
| "tumor_fpr": 0.019462568388901254, |
| "tumor_tp": 1944783, |
| "tumor_tn": 7427271, |
| "tumor_fp": 147423, |
| "tumor_fn": 179851, |
| "class_dice": [ |
| 0.631437005308812, |
| 0.8109973453480971, |
| 0.8207721574606723 |
| ], |
| "class_iou": [ |
| 0.46138687642310083, |
| 0.6820820308307284, |
| 0.6960250834081703 |
| ], |
| "class_precision": [ |
| 0.8558373841392709, |
| 0.7450232073133257, |
| 0.8840956182250431 |
| ], |
| "class_recall": [ |
| 0.5002670832267245, |
| 0.8897911368846556, |
| 0.7659135055060502 |
| ], |
| "learning_rate": 2.8711035421746357e-05, |
| "epoch_time_seconds": 409.1049733161926 |
| }, |
| { |
| "epoch": 33, |
| "train_loss": 0.6697884928815219, |
| "val_loss": 0.8874515013114826, |
| "foreground_dice": 0.7890121594326117, |
| "foreground_iou": 0.6544788974031884, |
| "foreground_precision": 0.8208005270337075, |
| "foreground_recall": 0.7779777768807099, |
| "tumor_dice": 0.9122510777209621, |
| "tumor_iou": 0.8386596015279199, |
| "tumor_precision": 0.8907373073506454, |
| "tumor_recall": 0.9348298038727448, |
| "tumor_sensitivity": 0.9348298038727448, |
| "tumor_fnr": 0.06517019612725511, |
| "tumor_fpr": 0.030849868482890216, |
| "tumor_tp": 1922212, |
| "tumor_tn": 7407323, |
| "tumor_fp": 235789, |
| "tumor_fn": 134004, |
| "class_dice": [ |
| 0.7167833955319257, |
| 0.8154412246771127, |
| 0.8348118580887969 |
| ], |
| "class_iou": [ |
| 0.5585833233735708, |
| 0.6883923716278574, |
| 0.716460997208137 |
| ], |
| "class_precision": [ |
| 0.8599952222308308, |
| 0.7361085526972833, |
| 0.8662978061730086 |
| ], |
| "class_recall": [ |
| 0.6144596932303079, |
| 0.913939255885981, |
| 0.8055343815258411 |
| ], |
| "learning_rate": 2.591231629491422e-05, |
| "epoch_time_seconds": 401.9727873802185 |
| }, |
| { |
| "epoch": 34, |
| "train_loss": 0.646315410733223, |
| "val_loss": 0.960884960922035, |
| "foreground_dice": 0.7557611071019524, |
| "foreground_iou": 0.6153010535002948, |
| "foreground_precision": 0.7872957859729591, |
| "foreground_recall": 0.7458354739202409, |
| "tumor_dice": 0.9170981480901911, |
| "tumor_iou": 0.8468894447569685, |
| "tumor_precision": 0.8925717317308098, |
| "tumor_recall": 0.9430105407086028, |
| "tumor_sensitivity": 0.9430105407086028, |
| "tumor_fnr": 0.056989459291397204, |
| "tumor_fpr": 0.028986991013990073, |
| "tumor_tp": 1860755, |
| "tumor_tn": 7502164, |
| "tumor_fp": 223957, |
| "tumor_fn": 112452, |
| "class_dice": [ |
| 0.629774962820929, |
| 0.8150368017111222, |
| 0.8224715567738059 |
| ], |
| "class_iou": [ |
| 0.4596142573175193, |
| 0.687816130398024, |
| 0.6984727727853411 |
| ], |
| "class_precision": [ |
| 0.7755157437567861, |
| 0.7392382564959171, |
| 0.8471333576661744 |
| ], |
| "class_recall": [ |
| 0.5301459317798797, |
| 0.9081554420579574, |
| 0.7992050479228855 |
| ], |
| "learning_rate": 2.3208660251050148e-05, |
| "epoch_time_seconds": 407.67950677871704 |
| }, |
| { |
| "epoch": 35, |
| "train_loss": 0.6726116420460396, |
| "val_loss": 0.8958810881988423, |
| "foreground_dice": 0.7776895842854854, |
| "foreground_iou": 0.6422706090413035, |
| "foreground_precision": 0.8180752191578963, |
| "foreground_recall": 0.7547663066255174, |
| "tumor_dice": 0.9241700237037609, |
| "tumor_iou": 0.8590298133218056, |
| "tumor_precision": 0.9249555464180026, |
| "tumor_recall": 0.9233858340748822, |
| "tumor_sensitivity": 0.9233858340748822, |
| "tumor_fnr": 0.0766141659251178, |
| "tumor_fpr": 0.021692614220601494, |
| "tumor_tp": 2011018, |
| "tumor_tn": 7358294, |
| "tumor_fp": 163160, |
| "tumor_fn": 166856, |
| "class_dice": [ |
| 0.6707567766126293, |
| 0.8289970467533464, |
| 0.8333149294904807 |
| ], |
| "class_iou": [ |
| 0.5046155322148714, |
| 0.7079376225780799, |
| 0.7142586723309591 |
| ], |
| "class_precision": [ |
| 0.8213565536205316, |
| 0.7849942544849157, |
| 0.8478748493682414 |
| ], |
| "class_recall": [ |
| 0.5668263655425272, |
| 0.8782259335887155, |
| 0.8192466207453094 |
| ], |
| "learning_rate": 2.061073738537634e-05, |
| "epoch_time_seconds": 409.3113143444061 |
| }, |
| { |
| "epoch": 36, |
| "train_loss": 0.6567048866327118, |
| "val_loss": 0.9214615580197927, |
| "foreground_dice": 0.7872130335223071, |
| "foreground_iou": 0.6557214124155218, |
| "foreground_precision": 0.8120870820402581, |
| "foreground_recall": 0.7686565083228376, |
| "tumor_dice": 0.9273621088077653, |
| "tumor_iou": 0.8645621382785612, |
| "tumor_precision": 0.9294282722067554, |
| "tumor_recall": 0.9253051113920127, |
| "tumor_sensitivity": 0.9253051113920127, |
| "tumor_fnr": 0.07469488860798734, |
| "tumor_fpr": 0.019149843411542283, |
| "tumor_tp": 1922264, |
| "tumor_tn": 7475932, |
| "tumor_fp": 145958, |
| "tumor_fn": 155174, |
| "class_dice": [ |
| 0.6763693507112171, |
| 0.8466907203423155, |
| 0.8385790295133887 |
| ], |
| "class_iou": [ |
| 0.5109955341957712, |
| 0.7341402131036551, |
| 0.7220284899471391 |
| ], |
| "class_precision": [ |
| 0.7566008799007025, |
| 0.816920787418158, |
| 0.8627395788019141 |
| ], |
| "class_recall": [ |
| 0.6115222598062903, |
| 0.8787124424914966, |
| 0.8157348226707261 |
| ], |
| "learning_rate": 1.8128800512565503e-05, |
| "epoch_time_seconds": 406.1665189266205 |
| }, |
| { |
| "epoch": 37, |
| "train_loss": 0.6559915411330405, |
| "val_loss": 0.913564197114996, |
| "foreground_dice": 0.7719877966313486, |
| "foreground_iou": 0.6346229443696064, |
| "foreground_precision": 0.8001341890614163, |
| "foreground_recall": 0.7525579140821227, |
| "tumor_dice": 0.9206943437582726, |
| "tumor_iou": 0.8530431934955677, |
| "tumor_precision": 0.9220190249656293, |
| "tumor_recall": 0.919373463476377, |
| "tumor_sensitivity": 0.919373463476377, |
| "tumor_fnr": 0.08062653652362291, |
| "tumor_fpr": 0.02089225391482056, |
| "tumor_tp": 1888531, |
| "tumor_tn": 7485453, |
| "tumor_fp": 159725, |
| "tumor_fn": 165619, |
| "class_dice": [ |
| 0.6651980783136814, |
| 0.8174619678437434, |
| 0.8333033437366211 |
| ], |
| "class_iou": [ |
| 0.49834965586002833, |
| 0.691277528176554, |
| 0.7142416490722373 |
| ], |
| "class_precision": [ |
| 0.7566388832087605, |
| 0.778364570202879, |
| 0.8653991137726095 |
| ], |
| "class_recall": [ |
| 0.5934757525123643, |
| 0.8606948297904021, |
| 0.8035031599436017 |
| ], |
| "learning_rate": 1.5772644703565555e-05, |
| "epoch_time_seconds": 402.7365562915802 |
| }, |
| { |
| "epoch": 38, |
| "train_loss": 0.6440422410259441, |
| "val_loss": 0.9012121662900254, |
| "foreground_dice": 0.7664544246960782, |
| "foreground_iou": 0.6280298973137711, |
| "foreground_precision": 0.8058975941692289, |
| "foreground_recall": 0.7495101364045577, |
| "tumor_dice": 0.9226335155618284, |
| "tumor_iou": 0.8563785201123701, |
| "tumor_precision": 0.9030068348858064, |
| "tumor_recall": 0.9431323158853719, |
| "tumor_sensitivity": 0.9431323158853719, |
| "tumor_fnr": 0.05686768411462803, |
| "tumor_fpr": 0.030271444175571458, |
| "tumor_tp": 2104629, |
| "tumor_tn": 7241736, |
| "tumor_fp": 226061, |
| "tumor_fn": 126902, |
| "class_dice": [ |
| 0.6521652238853067, |
| 0.8202781454505647, |
| 0.8269199047523632 |
| ], |
| "class_iou": [ |
| 0.48386140159200874, |
| 0.6953148678964237, |
| 0.704913422452881 |
| ], |
| "class_precision": [ |
| 0.7928137587110798, |
| 0.7420297217524388, |
| 0.8828493020441679 |
| ], |
| "class_recall": [ |
| 0.5539008549451924, |
| 0.9169748617691326, |
| 0.777654692499348 |
| ], |
| "learning_rate": 1.3551568628929426e-05, |
| "epoch_time_seconds": 410.157185792923 |
| }, |
| { |
| "epoch": 39, |
| "train_loss": 0.6488054240641951, |
| "val_loss": 0.894606706661147, |
| "foreground_dice": 0.7955029577760505, |
| "foreground_iou": 0.6653029213186831, |
| "foreground_precision": 0.8560738197059341, |
| "foreground_recall": 0.7554764668963663, |
| "tumor_dice": 0.9214535186148473, |
| "tumor_iou": 0.8543475265261127, |
| "tumor_precision": 0.9393416364010142, |
| "tumor_recall": 0.9042339649984256, |
| "tumor_sensitivity": 0.9042339649984256, |
| "tumor_fnr": 0.09576603500157439, |
| "tumor_fpr": 0.014603099072922827, |
| "tumor_tp": 1754600, |
| "tumor_tn": 7645597, |
| "tumor_fp": 113304, |
| "tumor_fn": 185827, |
| "class_dice": [ |
| 0.7018898300433581, |
| 0.8468231929109155, |
| 0.8377958503738782 |
| ], |
| "class_iou": [ |
| 0.540701279666272, |
| 0.7343394245402102, |
| 0.7208680597495671 |
| ], |
| "class_precision": [ |
| 0.8727479526842584, |
| 0.8175326039847126, |
| 0.8779409024488315 |
| ], |
| "class_recall": [ |
| 0.5869771426822925, |
| 0.8782906224095663, |
| 0.80116163559724 |
| ], |
| "learning_rate": 1.1474337861210536e-05, |
| "epoch_time_seconds": 417.7566828727722 |
| }, |
| { |
| "epoch": 40, |
| "train_loss": 0.6472994811883589, |
| "val_loss": 0.9758335746623374, |
| "foreground_dice": 0.7635952892787241, |
| "foreground_iou": 0.6218854852522199, |
| "foreground_precision": 0.828624598182239, |
| "foreground_recall": 0.7206058356169223, |
| "tumor_dice": 0.9132358822010074, |
| "tumor_iou": 0.8403257590530047, |
| "tumor_precision": 0.9411259014894006, |
| "tumor_recall": 0.8869513126461597, |
| "tumor_sensitivity": 0.8869513126461597, |
| "tumor_fnr": 0.11304868735384035, |
| "tumor_fpr": 0.015007642404874687, |
| "tumor_tp": 1831511, |
| "tumor_tn": 7519803, |
| "tumor_fp": 114574, |
| "tumor_fn": 233440, |
| "class_dice": [ |
| 0.6720754265803542, |
| 0.8124416184592189, |
| 0.806268822796599 |
| ], |
| "class_iou": [ |
| 0.5061096390811103, |
| 0.684127728865951, |
| 0.6754190878095981 |
| ], |
| "class_precision": [ |
| 0.8297333947561363, |
| 0.7745164107059315, |
| 0.8816239890846491 |
| ], |
| "class_recall": [ |
| 0.5647643337418436, |
| 0.8542721712053993, |
| 0.7427810019035238 |
| ], |
| "learning_rate": 9.549150281252626e-06, |
| "epoch_time_seconds": 406.6849989891052 |
| }, |
| { |
| "epoch": 41, |
| "train_loss": 0.6385132212217163, |
| "val_loss": 0.9064546026088096, |
| "foreground_dice": 0.7881631295023035, |
| "foreground_iou": 0.654307294941528, |
| "foreground_precision": 0.8284688126466411, |
| "foreground_recall": 0.76193072847381, |
| "tumor_dice": 0.9260394919679444, |
| "tumor_iou": 0.862265870152745, |
| "tumor_precision": 0.9246372422481237, |
| "tumor_recall": 0.9274460012842768, |
| "tumor_sensitivity": 0.9274460012842768, |
| "tumor_fnr": 0.07255399871572323, |
| "tumor_fpr": 0.02250750640457771, |
| "tumor_tp": 2063917, |
| "tumor_tn": 7305731, |
| "tumor_fp": 168220, |
| "tumor_fn": 161460, |
| "class_dice": [ |
| 0.7050044806894542, |
| 0.8433760512884519, |
| 0.8161088565290046 |
| ], |
| "class_iou": [ |
| 0.5444068880368002, |
| 0.7291704898795784, |
| 0.6893445069082051 |
| ], |
| "class_precision": [ |
| 0.7964802471643188, |
| 0.7873698518114339, |
| 0.9015563389641706 |
| ], |
| "class_recall": [ |
| 0.632376079903053, |
| 0.907959910784115, |
| 0.7454561947342622 |
| ], |
| "learning_rate": 7.783603724899252e-06, |
| "epoch_time_seconds": 415.4469916820526 |
| }, |
| { |
| "epoch": 42, |
| "train_loss": 0.6373935226274996, |
| "val_loss": 0.8951625429295205, |
| "foreground_dice": 0.7783396738302913, |
| "foreground_iou": 0.6439606686998394, |
| "foreground_precision": 0.8148488279883846, |
| "foreground_recall": 0.7548415361235913, |
| "tumor_dice": 0.9255948214596667, |
| "tumor_iou": 0.8614951230197554, |
| "tumor_precision": 0.9223336032530347, |
| "tumor_recall": 0.9288791837501909, |
| "tumor_sensitivity": 0.9288791837501909, |
| "tumor_fnr": 0.0711208162498091, |
| "tumor_fpr": 0.020870186917547932, |
| "tumor_tp": 1897611, |
| "tumor_tn": 7496633, |
| "tumor_fp": 159791, |
| "tumor_fn": 145293, |
| "class_dice": [ |
| 0.6645056320008519, |
| 0.8407411690529524, |
| 0.8297722204370694 |
| ], |
| "class_iou": [ |
| 0.497572769997092, |
| 0.7252402540389667, |
| 0.7090689820634594 |
| ], |
| "class_precision": [ |
| 0.7744399872977402, |
| 0.7914467331531364, |
| 0.8786597635142773 |
| ], |
| "class_recall": [ |
| 0.58190260438379, |
| 0.896583968192158, |
| 0.7860380357948259 |
| ], |
| "learning_rate": 6.184665997806817e-06, |
| "epoch_time_seconds": 413.9155023097992 |
| }, |
| { |
| "epoch": 43, |
| "train_loss": 0.6304516049773514, |
| "val_loss": 0.8749862792524131, |
| "foreground_dice": 0.7783853899047233, |
| "foreground_iou": 0.6437774724573281, |
| "foreground_precision": 0.8214045796371513, |
| "foreground_recall": 0.7518296135714452, |
| "tumor_dice": 0.921748750547809, |
| "tumor_iou": 0.8548552584716284, |
| "tumor_precision": 0.9223635736440244, |
| "tumor_recall": 0.9211347465551414, |
| "tumor_sensitivity": 0.9211347465551414, |
| "tumor_fnr": 0.07886525344485865, |
| "tumor_fpr": 0.020287843956591996, |
| "tumor_tp": 1852974, |
| "tumor_tn": 7531740, |
| "tumor_fp": 155967, |
| "tumor_fn": 158647, |
| "class_dice": [ |
| 0.6665720870441358, |
| 0.8386354546838891, |
| 0.8299486279861447 |
| ], |
| "class_iou": [ |
| 0.49989360547171857, |
| 0.7221121551076984, |
| 0.7093266567925675 |
| ], |
| "class_precision": [ |
| 0.7877950048076758, |
| 0.7827790819904629, |
| 0.8936396521133153 |
| ], |
| "class_recall": [ |
| 0.5776807557680003, |
| 0.9030757781345673, |
| 0.7747323068117682 |
| ], |
| "learning_rate": 4.75864737669903e-06, |
| "epoch_time_seconds": 410.52843022346497 |
| }, |
| { |
| "epoch": 44, |
| "train_loss": 0.6262266296817331, |
| "val_loss": 0.8950190028628787, |
| "foreground_dice": 0.7818389153249427, |
| "foreground_iou": 0.6451419269062737, |
| "foreground_precision": 0.8001638067703677, |
| "foreground_recall": 0.7827904634493622, |
| "tumor_dice": 0.9097174898426675, |
| "tumor_iou": 0.8343869422535187, |
| "tumor_precision": 0.8699514728683552, |
| "tumor_recall": 0.9532931040455856, |
| "tumor_sensitivity": 0.9532931040455856, |
| "tumor_fnr": 0.0467068959544144, |
| "tumor_fpr": 0.03817783976253835, |
| "tumor_tp": 1953697, |
| "tumor_tn": 7357852, |
| "tumor_fp": 292057, |
| "tumor_fn": 95722, |
| "class_dice": [ |
| 0.7059611290885964, |
| 0.8030028649879338, |
| 0.8365527518982979 |
| ], |
| "class_iou": [ |
| 0.5455486268286373, |
| 0.670847775237022, |
| 0.7190293786531619 |
| ], |
| "class_precision": [ |
| 0.8040775270609077, |
| 0.7065875701847855, |
| 0.8898263230654098 |
| ], |
| "class_recall": [ |
| 0.6291856585686763, |
| 0.9298879449551616, |
| 0.7892977868242487 |
| ], |
| "learning_rate": 3.5111757055874303e-06, |
| "epoch_time_seconds": 408.35940384864807 |
| }, |
| { |
| "epoch": 45, |
| "train_loss": 0.628705890912588, |
| "val_loss": 0.9254501574748272, |
| "foreground_dice": 0.7771953424053892, |
| "foreground_iou": 0.6427716641740048, |
| "foreground_precision": 0.8419062242149606, |
| "foreground_recall": 0.7352968740823295, |
| "tumor_dice": 0.9164095981174437, |
| "tumor_iou": 0.8457158687686195, |
| "tumor_precision": 0.9311750137778664, |
| "tumor_recall": 0.9021051364301047, |
| "tumor_sensitivity": 0.9021051364301047, |
| "tumor_fnr": 0.0978948635698953, |
| "tumor_fpr": 0.018441930077841766, |
| "tumor_tp": 1895755, |
| "tumor_tn": 7457730, |
| "tumor_fp": 140119, |
| "tumor_fn": 205724, |
| "class_dice": [ |
| 0.6601187535069133, |
| 0.8372028621097598, |
| 0.8342644115994945 |
| ], |
| "class_iou": [ |
| 0.4926695968278255, |
| 0.719990473685519, |
| 0.7156549220086696 |
| ], |
| "class_precision": [ |
| 0.8290051030066933, |
| 0.8011047994275077, |
| 0.8956087702106811 |
| ], |
| "class_recall": [ |
| 0.548398138768604, |
| 0.8767076140845945, |
| 0.78078486939379 |
| ], |
| "learning_rate": 2.4471741852423216e-06, |
| "epoch_time_seconds": 420.8489770889282 |
| }, |
| { |
| "epoch": 46, |
| "train_loss": 0.6222077477343229, |
| "val_loss": 0.9464450679920815, |
| "foreground_dice": 0.7429763815787469, |
| "foreground_iou": 0.5995871045927423, |
| "foreground_precision": 0.8035890987353197, |
| "foreground_recall": 0.7131727932094072, |
| "tumor_dice": 0.9152010517544709, |
| "tumor_iou": 0.8436596046065928, |
| "tumor_precision": 0.9107603126285968, |
| "tumor_recall": 0.9196853079014059, |
| "tumor_sensitivity": 0.9196853079014059, |
| "tumor_fnr": 0.08031469209859406, |
| "tumor_fpr": 0.023405318660926405, |
| "tumor_tp": 1839183, |
| "tumor_tn": 7519322, |
| "tumor_fp": 180210, |
| "tumor_fn": 160613, |
| "class_dice": [ |
| 0.6097957281648645, |
| 0.8084935683149252, |
| 0.8106398482564511 |
| ], |
| "class_iou": [ |
| 0.43863750135072255, |
| 0.6785473807065583, |
| 0.6815764317209461 |
| ], |
| "class_precision": [ |
| 0.7808617136127196, |
| 0.7348630827160713, |
| 0.895042499877168 |
| ], |
| "class_recall": [ |
| 0.5002125032378452, |
| 0.8985220610088892, |
| 0.7407838153814873 |
| ], |
| "learning_rate": 1.5708419435684504e-06, |
| "epoch_time_seconds": 417.7038242816925 |
| }, |
| { |
| "epoch": 47, |
| "train_loss": 0.6210868634841069, |
| "val_loss": 0.9222149647570945, |
| "foreground_dice": 0.7774260490682731, |
| "foreground_iou": 0.6402804187248861, |
| "foreground_precision": 0.8160089574816762, |
| "foreground_recall": 0.7611982890575977, |
| "tumor_dice": 0.9191571352437174, |
| "tumor_iou": 0.8504077375308173, |
| "tumor_precision": 0.9034570012093116, |
| "tumor_recall": 0.9354125884602383, |
| "tumor_sensitivity": 0.9354125884602383, |
| "tumor_fnr": 0.06458741153976165, |
| "tumor_fpr": 0.027778352360663908, |
| "tumor_tp": 1973048, |
| "tumor_tn": 7379208, |
| "tumor_fp": 210839, |
| "tumor_fn": 136233, |
| "class_dice": [ |
| 0.687076740379369, |
| 0.8134587987549908, |
| 0.8317426080704592 |
| ], |
| "class_iou": [ |
| 0.5233182787681739, |
| 0.6855714726985022, |
| 0.7119515047079821 |
| ], |
| "class_precision": [ |
| 0.8346964040278008, |
| 0.7360387190144251, |
| 0.8772917494028031 |
| ], |
| "class_recall": [ |
| 0.5838248027872284, |
| 0.9090802119823946, |
| 0.7906898524031699 |
| ], |
| "learning_rate": 8.856374635655631e-07, |
| "epoch_time_seconds": 427.6186029911041 |
| }, |
| { |
| "epoch": 48, |
| "train_loss": 0.630068201799782, |
| "val_loss": 0.8808254333766731, |
| "foreground_dice": 0.7865048187252621, |
| "foreground_iou": 0.652375422167346, |
| "foreground_precision": 0.8234408459489662, |
| "foreground_recall": 0.765849792696644, |
| "tumor_dice": 0.9196672628829141, |
| "tumor_iou": 0.8512814906795156, |
| "tumor_precision": 0.9105925152288957, |
| "tumor_recall": 0.9289247047620407, |
| "tumor_sensitivity": 0.9289247047620407, |
| "tumor_fnr": 0.0710752952379593, |
| "tumor_fpr": 0.023122663223778674, |
| "tumor_tp": 1822214, |
| "tumor_tn": 7558774, |
| "tumor_fp": 178916, |
| "tumor_fn": 139424, |
| "class_dice": [ |
| 0.6980619999815164, |
| 0.8340708584826719, |
| 0.8273815977115979 |
| ], |
| "class_iou": [ |
| 0.5361714612920171, |
| 0.7153701102257559, |
| 0.7055846949842647 |
| ], |
| "class_precision": [ |
| 0.8213954297645285, |
| 0.7711697531082379, |
| 0.8777573549741323 |
| ], |
| "class_recall": [ |
| 0.6069306877654987, |
| 0.9081444167674109, |
| 0.7824742735570221 |
| ], |
| "learning_rate": 3.942649342761114e-07, |
| "epoch_time_seconds": 416.5929057598114 |
| }, |
| { |
| "epoch": 49, |
| "train_loss": 0.6267647606377699, |
| "val_loss": 0.9379216521172911, |
| "foreground_dice": 0.7761380342768186, |
| "foreground_iou": 0.6394100196408518, |
| "foreground_precision": 0.8202920045466576, |
| "foreground_recall": 0.7521960288667472, |
| "tumor_dice": 0.9232708830952685, |
| "tumor_iou": 0.8574773994683001, |
| "tumor_precision": 0.9238594877791119, |
| "tumor_recall": 0.9226830279515597, |
| "tumor_sensitivity": 0.9226830279515597, |
| "tumor_fnr": 0.07731697204844029, |
| "tumor_fpr": 0.02313352016710157, |
| "tumor_tp": 2087491, |
| "tumor_tn": 7264872, |
| "tumor_fp": 172042, |
| "tumor_fn": 174923, |
| "class_dice": [ |
| 0.6775825490942718, |
| 0.8128793987044298, |
| 0.8379521550317544 |
| ], |
| "class_iou": [ |
| 0.5123817359111477, |
| 0.6847487928499344, |
| 0.7210995301614732 |
| ], |
| "class_precision": [ |
| 0.8242734850191484, |
| 0.750432993643617, |
| 0.8861695349772077 |
| ], |
| "class_recall": [ |
| 0.5752150306260206, |
| 0.8866619360961124, |
| 0.7947111198781085 |
| ], |
| "learning_rate": 9.866357858642197e-08, |
| "epoch_time_seconds": 418.1421937942505 |
| }, |
| { |
| "epoch": 50, |
| "train_loss": 0.6244182416370937, |
| "val_loss": 0.9096056488720147, |
| "foreground_dice": 0.7788214285731714, |
| "foreground_iou": 0.6446605086033436, |
| "foreground_precision": 0.8178691117965061, |
| "foreground_recall": 0.7540155174695906, |
| "tumor_dice": 0.9183707114405396, |
| "tumor_iou": 0.8490623554246092, |
| "tumor_precision": 0.9140327034539356, |
| "tumor_recall": 0.9227500922380122, |
| "tumor_sensitivity": 0.9227500922380122, |
| "tumor_fnr": 0.07724990776198776, |
| "tumor_fpr": 0.022049692131275438, |
| "tumor_tp": 1813227, |
| "tumor_tn": 7563764, |
| "tumor_fp": 170539, |
| "tumor_fn": 151798, |
| "class_dice": [ |
| 0.6657551036433501, |
| 0.8491873790795634, |
| 0.8215218029966005 |
| ], |
| "class_iou": [ |
| 0.4989751922314198, |
| 0.7379023862289337, |
| 0.6971039473496774 |
| ], |
| "class_precision": [ |
| 0.7871776137056309, |
| 0.8013011085839139, |
| 0.8651286130999735 |
| ], |
| "class_recall": [ |
| 0.5767856509033258, |
| 0.9031608535591459, |
| 0.7821000479463002 |
| ], |
| "learning_rate": 0.0, |
| "epoch_time_seconds": 414.2319402694702 |
| } |
| ] |
