[ { "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 } ]