epoch,learning_rate,train_loss,val_loss,train_dice,val_dice,train_dice_macro_all,val_dice_macro_all,train_tumor_dice,val_tumor_dice,train_iou,val_iou,train_tumor_iou,val_tumor_iou,train_precision,val_precision,train_recall,val_recall,train_fnr,val_fnr,train_fpr,val_fpr,train_TP,train_TN,train_FP,train_FN,val_TP,val_TN,val_FP,val_FN,val_dice_background,val_dice_ncr_net,val_dice_edema,val_dice_enhancing,val_iou_background,val_iou_ncr_net,val_iou_edema,val_iou_enhancing,epoch_seconds
1,0.0001,1.1125186969633816,1.0099386500345695,0.6615841856269699,0.6674318233054427,0.7353144226590893,0.7429428393603166,0.8678743236621547,0.8947694160163815,0.4994248851592665,0.5155122641387778,0.7665883230115579,0.8095771407187585,0.8353844874503357,0.879521949557349,0.9029936193066465,0.9105548718247835,0.0970063806933536,0.08944512817521655,0.05558620019555165,0.035374881943997336,16565585,55460843,3264308,1779600,3902752,14577927,534604,383373,0.9694758875249382,0.47713598480412567,0.7444980984061067,0.7806613867060958,0.940760022777632,0.3133148987979438,0.5929884275451487,0.6402334660732412,276.20423
2,9.990133642141359e-05,0.9671330764180138,0.9060315038706805,0.6980681674615224,0.6528249156096942,0.7642170328728349,0.7324736215879255,0.883683518423901,0.9014860173524574,0.5415697560805018,0.4944645875066553,0.7916066214271518,0.8206413678775161,0.8742799957377301,0.8833141734310331,0.8932915240429868,0.9204212406630089,0.10670847595701312,0.07957875933699113,0.04064851050426591,0.03434360689915877,16549142,56164571,2379739,1976884,3932520,14606648,519486,340002,0.9714197395226195,0.49344232857766906,0.7308892676562883,0.7341431505951254,0.9444277484693009,0.3275296644381449,0.5759066163647747,0.5799574817170463,1121.569045
3,9.96057350657239e-05,0.8697630306895898,0.8223717148239548,0.7029367414777249,0.6723589669635901,0.7690068323257006,0.7466583891405996,0.8914830147318896,0.9022722396879671,0.5474630676239792,0.5225844256951037,0.8042123184213293,0.8219453605067736,0.8895066389171135,0.911154311889407,0.8934681926383209,0.8935616633272477,0.10653180736167916,0.10643833667275228,0.03343168263479464,0.02749015844813731,15940643,57248900,1980126,1900667,4157301,14340776,405374,495205,0.9695566556716283,0.4759772886664297,0.7404592668282345,0.8006403453961061,0.9409121433100929,0.31231640127589294,0.5878803656977539,0.667556510111664,1124.639557
4,9.911436253643444e-05,0.7838563604825208,0.7286074705220558,0.7242504909604855,0.6893132332581254,0.7851905695061955,0.7601555789697231,0.8955878063559242,0.9005453212299691,0.572378007408823,0.5430806049085156,0.8109180716312785,0.8190836226532017,0.9021253312575124,0.9191557792282153,0.8891443520582991,0.8826735316400223,0.11085564794170094,0.11732646835997779,0.029835202888580416,0.02187768333573963,16187506,57108386,1756238,2018206,3764374,14802820,331095,500367,0.9726826161045161,0.4883931841107126,0.768930001714085,0.8106165139495788,0.946818024646095,0.3230953836519902,0.6246029899069164,0.6815434411666402,1123.635591
5,9.842915805643155e-05,0.7168904750728283,0.6861799411677025,0.7335988793967267,0.7076093040389085,0.7930888720630745,0.7743039065330208,0.9034598278717139,0.9059527063722486,0.5840632443560584,0.5586740091673165,0.8239185857807465,0.8280745372242547,0.9119191306469733,0.9424868704670508,0.895156025922734,0.8721452357783746,0.10484397407726598,0.12785476422162542,0.025778739981496487,0.015216274053881595,15845215,57838806,1530465,1855850,3761647,14856013,229546,551450,0.9743877140153574,0.5514878122698971,0.7615759896663711,0.8097641101804576,0.9500546428028531,0.38072707771558917,0.6149557690351982,0.6803391807511617,1182.283901
6,9.755282581475769e-05,0.6622535290361262,0.6643033583421964,0.7549750723641347,0.7192258830870027,0.8096418235639653,0.7823111028994287,0.9107850837305637,0.904989781055877,0.6095635472908616,0.5720092066136849,0.8361849164258645,0.8264669730009684,0.9194588074058261,0.9088469433555493,0.9022734780284902,0.9011652201237538,0.09772652197150979,0.0988347798762462,0.023636735469990035,0.027197694990336665,16008792,57925298,1402311,1733935,4043650,14505962,405559,443485,0.9715667623367066,0.5694843426501035,0.7740714089646584,0.8141218976462464,0.9447057200759154,0.39809724537031804,0.6314163929490597,0.6865139815216772,947.173775
7,9.648882429441257e-05,0.6356957523392982,0.6467461581971194,0.7533550295690191,0.7044975427078493,0.8084823353709694,0.7723313596568699,0.9112639099105968,0.9147286405497197,0.6078083968214538,0.5541143391327359,0.8369924706324073,0.84285707218244,0.9206650542038374,0.9061338932549258,0.902052819861162,0.9234879927676389,0.097947180138838,0.07651200723236104,0.023197960596039846,0.026783403126454712,15979117,57979224,1376942,1735053,3918499,14749589,405916,324652,0.9758328105039321,0.5592217624048826,0.7389287166065239,0.8153421491121413,0.9528061634000223,0.3881386793697763,0.5859531704013637,0.6882511676270676,970.800653
8,9.524135262330098e-05,0.6110675235589346,0.6169716965507817,0.7596448989908051,0.7268497585989708,0.8133274018659011,0.788732627181886,0.9150142372107125,0.9065978043242933,0.6157607652510653,0.5805266483959003,0.8433421604154406,0.8291530855798482,0.9301020924317175,0.942532493320323,0.900408070090042,0.8733025536182314,0.09959192990995805,0.12669744638176858,0.020835794050779434,0.015321711395983387,16337393,57698136,1227768,1807039,3785481,14833177,230806,549192,0.9743812329306316,0.5842801650586373,0.7805640265966217,0.8157050841416533,0.950042320027797,0.4127088924220924,0.6401025093741581,0.68876854339145,980.016972
9,9.381533400219317e-05,0.5851678669858141,0.647884306472701,0.7703043641617576,0.6865415615163498,0.82140021315099,0.75754042301223,0.9141962715184991,0.8907298689281763,0.6293326361376264,0.5365464960145312,0.8419535202711128,0.8029873373291999,0.929557341980824,0.9415900860053813,0.8993346356796111,0.8450825308699123,0.10066536432038883,0.15491746913008775,0.020537413717632565,0.01511881789553706,16050213,58007273,1216299,1796551,3669563,14828767,227635,672691,0.9705370074998707,0.5099282076598678,0.740819769687469,0.8088767072017126,0.9427604630476786,0.3422172074400753,0.5883349752907064,0.6790873053128119,1005.616751
10,9.221639627510075e-05,0.5637714163888068,0.5963051979606216,0.7786067227875232,0.7282565685837289,0.8277590529734781,0.7898663546129028,0.9188630044467375,0.9088925402750302,0.6402956206963788,0.5822691051387157,0.8499043213080663,0.8330000241260659,0.9324511355674387,0.94826861838345,0.9056652108391919,0.8726562057053703,0.09433478916080805,0.1273437942946297,0.020423583050335068,0.013931992212381785,16570163,57573832,1200380,1725961,3832494,14797823,209076,559263,0.9746957127004245,0.5873440061770796,0.7752314642362133,0.8221942353378939,0.9506404340389109,0.4157728482697427,0.6329616099688302,0.6980728571775742,992.075114
11,9.045084971874735e-05,0.5443732402458483,0.5981570707785117,0.782025012185111,0.716998969296959,0.8304562743421682,0.7812525696066807,0.9203969787719868,0.9074395507255136,0.6440364089788257,0.5681861686778026,0.8525327927714257,0.830562328453403,0.9339583261558323,0.9456946228400449,0.9072238241571173,0.8721591236563381,0.09277617584288264,0.12784087634366192,0.019914627234592627,0.014797713384816745,16563580,57641664,1171237,1693855,3858766,14752688,221585,565617,0.9740133705358455,0.576493011370607,0.7633342114728934,0.8111696850473767,0.9493431420685732,0.4049808086475758,0.6172518222421592,0.6823258751436727,981.080357
12,8.852566213878945e-05,0.5264802667863515,0.5714063982705813,0.7912631500140052,0.7072109819133248,0.8375104882977563,0.774188851484144,0.9186434302620728,0.9064712033560712,0.6563337640816337,0.5631673600483486,0.8495286901384538,0.8289413192757771,0.9294835475885359,0.9527130053804964,0.908053244205099,0.864510484396897,0.091946755794901,0.1354895156031029,0.020412767425635626,0.01212380864542187,15996779,58240155,1213616,1619786,3694521,14941741,183374,579020,0.975122460196602,0.517626915153417,0.7774114651517312,0.8265945654348259,0.9514526588061043,0.34918801511226055,0.6358733482219454,0.7044407168108395,997.447876
13,8.644843137107056e-05,0.5123566986143995,0.6026128679513931,0.7896758354623374,0.709957051554066,0.8364352744978163,0.7761385374418491,0.9206318999841558,0.9083328896846379,0.6550717098463977,0.5572450285932291,0.85293599094752,0.8320603241607577,0.9309202583076903,0.9388941154861601,0.9105684659019067,0.8796984953372619,0.08943153409809332,0.12030150466273815,0.020109037756138474,0.016475254954505695,16095251,58199927,1194362,1580796,3813310,14815683,248181,521482,0.9746829951051986,0.5980902371857058,0.7230725065263015,0.8087084109501906,0.9506162391261638,0.4266253456891951,0.5662596429490966,0.6788500971413957,1000.036843
14,8.422735529643442e-05,0.4962878638789767,0.5184249344307024,0.7977877203035293,0.7537100942092255,0.842853238799405,0.8100286521031627,0.9251329091184005,0.921963135061417,0.665366978204117,0.6118892059037988,0.8606951659108031,0.8552241254884567,0.9373371841838499,0.9439337286443611,0.9132423524870906,0.9009920338117795,0.08675764751290936,0.09900796618822048,0.018202324845837805,0.014840483763002642,16165049,58288949,1080665,1535673,3794573,14961722,225384,416977,0.9789843257849744,0.6350110416787209,0.7994196603041422,0.8266995806448132,0.958833787285033,0.4652133175199338,0.6658610289309408,0.7045932712605218,973.494053
15,8.187119948743447e-05,0.4996099436566943,0.5290971744704891,0.7978243964984215,0.7409531019205051,0.8425911600676275,0.800078635822031,0.9243115069932417,0.9114398381002078,0.6650210904026302,0.5944329030021795,0.8592743280255899,0.8372893570802112,0.9352806328503581,0.9395964963511296,0.9135966939556786,0.884921608822809,0.08640330604432148,0.11507839117719097,0.01959798359490936,0.015030789334271436,16662277,57679233,1152993,1575833,3587666,15113798,230639,466553,0.9774552375266081,0.6341273277108649,0.7707179434819732,0.8180140345686774,0.9559045954744136,0.4642653305656221,0.6269659102200285,0.6920674682208879,404.476281
16,7.938926261462366e-05,0.4993670914752954,0.5255432060441455,0.7969947724537138,0.7526750211017276,0.8419446457148648,0.8085402117170563,0.9245435926328501,0.920866091277858,0.6643775807623983,0.6092029385183265,0.8596755631371866,0.8533381110860494,0.9356374794352423,0.937180377520496,0.9137097042392429,0.9051100796553553,0.08629029576075703,0.09488992034464472,0.019630825737287874,0.018712812792753403,16759437,57575264,1152882,1582753,4138910,14548398,277433,433915,0.9761357835630423,0.6460905125002794,0.7927062552893426,0.8192282955155609,0.9533840209397981,0.477203622890199,0.6565976662782463,0.6938075263865345,386.416787
17,7.679133974894982e-05,0.4802666048512978,0.5328712723142391,0.8083530930571533,0.745227646226641,0.8504553199819385,0.8033607230782966,0.9233184382389176,0.9236076881784837,0.6796447255205517,0.6002428477320235,0.8575594410000713,0.8580586074751091,0.934084525675926,0.9372882952442644,0.9127976988751234,0.9103206986310753,0.08720230112487659,0.08967930136892466,0.019814361196968597,0.018067512793501918,16549580,57771872,1167853,1581031,4039945,14690417,270303,397991,0.9777599536332635,0.637431274112001,0.7696659467029209,0.8285857178650012,0.9564876245148437,0.46781587012910547,0.6255747734855841,0.707337899581381,320.585456
18,7.408768370508575e-05,0.46922252692130145,0.528469485205573,0.811812039474267,0.7567167023976262,0.8533543869906369,0.8117111303776637,0.9280938665537859,0.9197411949933699,0.6842092621366218,0.6164000397342536,0.8658350181931816,0.851408191010047,0.9404748904699689,0.9438168544735139,0.91603459066036,0.8968632663997603,0.08396540933964,0.10313673360023964,0.018060191153081336,0.016016964026567878,16768277,57703740,1061308,1537011,4015012,14682925,239004,461715,0.976694414317776,0.6342294786478156,0.7992935287655252,0.8366270997795379,0.9544503889975613,0.46437484828702796,0.6656860339427941,0.7191392369729387,342.655921
19,7.128896457825361e-05,0.4681369971965446,0.5233048071732392,0.8085217709997593,0.7321228250047399,0.8509555506293889,0.7931824331986235,0.9290460722717672,0.9018500960105811,0.6799211840935268,0.5890347735083202,0.8674939679641602,0.8212449800653725,0.9377549475820763,0.9548320789812965,0.9204974661811282,0.8544387646619956,0.07950253381887187,0.14556123533800436,0.01895115447486614,0.010413937651613298,16795012,57709957,1114797,1450570,3395655,15263891,160630,578480,0.9763612577802744,0.5774702964948295,0.7854203703126137,0.8334778082067764,0.9538142877076619,0.40594603759198805,0.6466602527450329,0.7144980301879398,332.27169
20,6.840622763423389e-05,0.4589252609278069,0.5209273345567085,0.8122840661236772,0.753160473099253,0.8538547820344076,0.8088017258051095,0.9299653781889512,0.9161567118472956,0.6851215958171726,0.6128636983346247,0.8690984004003268,0.8452852196084429,0.9409326464349765,0.9304883278567876,0.9192508276308365,0.902259877552091,0.0807491723691635,0.09774012244790899,0.017929958487537884,0.019903975666998124,16794640,57746126,1054289,1475281,3990201,14678118,298086,432251,0.9757254839226788,0.6210609228488193,0.8030145238411556,0.835405972607784,0.9526015424648351,0.450390400228486,0.6708640495940258,0.7173366451813625,353.599613
21,6.545084971874736e-05,0.45226293918835064,0.5629714880440686,0.8141598121668684,0.7194576695471017,0.8553031801098238,0.7838814297382299,0.9275522728397418,0.9168331185933051,0.6877666015505145,0.5672915503946835,0.8648927582660033,0.8464375474651014,0.9360287466543852,0.9461034330487249,0.9192279434638442,0.8893195692969056,0.08077205653615581,0.1106804307030944,0.018658028428450987,0.014471179718835577,16222566,58313599,1108703,1425468,3832946,14870329,218351,477030,0.9771527103116144,0.6247406546326856,0.7237159343127838,0.8099164196958356,0.9553260981991827,0.4542711574636312,0.5670492594633298,0.6805542342570892,341.261144
22,6.243449435824272e-05,0.44671090089139487,0.49778181254058274,0.8137058822886177,0.762200769842023,0.8552485513730089,0.8159563693732077,0.931242023686767,0.9189746929385919,0.6868676266195366,0.6203482292703887,0.8713310630898509,0.8500954482154314,0.9403313126730439,0.9346254170269571,0.9223267675245759,0.9038394930308142,0.07767323247542413,0.09616050696918577,0.017343536754115468,0.018155018648953317,16249541,58421235,1031114,1368446,3911670,14797208,273611,416167,0.9772231679667618,0.669281877593057,0.7936591693599806,0.8236612625730314,0.9554607978595706,0.5029478943162584,0.6579062477218051,0.7001905457731025,351.999927
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