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train-log.txt
213 lines (213 loc) · 16.5 KB
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train-log.txt
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epoch: 1/100, time: 134.94288420677185, train loss: 0.34469356314231286,
val loss: 0.28599244356155396, val jaccard: 0.6861591788760403, val dice: 0.7994666047263563
model saved
epoch: 2/100, time: 135.82147526741028, train loss: 0.18850131162070474,
val loss: 0.482460896174113, val jaccard: 0.5844596179953793, val dice: 0.7319011881686094
epoch: 3/100, time: 135.7901735305786, train loss: 0.11495108069049512,
val loss: 0.12635091208575064, val jaccard: 0.8631726241948312, val dice: 0.9238733596969069
model saved
epoch: 4/100, time: 136.04368996620178, train loss: 0.08549022324118219,
val loss: 0.08490190877203356, val jaccard: 0.9006426062500268, val dice: 0.9460678362009818
model saved
epoch: 5/100, time: 135.99523758888245, train loss: 0.08233476966148309,
val loss: 0.10426412548935204, val jaccard: 0.8701477333119041, val dice: 0.9274077561863682
epoch: 6/100, time: 136.0442225933075, train loss: 0.07135925559776103,
val loss: 0.3896427217282747, val jaccard: 0.5856149791364085, val dice: 0.6865220275103
epoch: 7/100, time: 136.18314862251282, train loss: 0.07834638412231984,
val loss: 0.08513933629320379, val jaccard: 0.8912805548885412, val dice: 0.9406038794601173
epoch: 8/100, time: 136.0114028453827, train loss: 0.06574819375403786,
val loss: 0.067538091095916, val jaccard: 0.9120931175717136, val dice: 0.9532834605166787
model saved
epoch: 9/100, time: 135.89254784584045, train loss: 0.06226863011187715,
val loss: 0.06729088775944292, val jaccard: 0.9142466752152694, val dice: 0.9541333411869249
model saved
epoch: 10/100, time: 135.90303874015808, train loss: 0.058202867657535164,
val loss: 0.06261999055481794, val jaccard: 0.919846328726986, val dice: 0.9573056948812384
model saved
epoch: 11/100, time: 135.91089463233948, train loss: 0.055097524474260834,
val loss: 0.06711968871062263, val jaccard: 0.9162243113183138, val dice: 0.9554202723921391
epoch: 12/100, time: 135.96766090393066, train loss: 0.0528552281880096,
val loss: 0.06857368121283096, val jaccard: 0.9162356006471735, val dice: 0.9552470759341591
epoch: 13/100, time: 135.96192622184753, train loss: 0.054361489538854287,
val loss: 0.06781134035503655, val jaccard: 0.9170693180017304, val dice: 0.9557546868658903
epoch: 14/100, time: 136.03818225860596, train loss: 0.053878997596120644,
val loss: 0.07212070571748834, val jaccard: 0.9104717258821454, val dice: 0.9520261026265329
epoch: 15/100, time: 135.89901542663574, train loss: 0.06701890496986186,
val loss: 0.09077226383644238, val jaccard: 0.8844081121578551, val dice: 0.9370599294963636
epoch: 16/100, time: 136.75437760353088, train loss: 0.05761299089421868,
val loss: 0.06413616148526208, val jaccard: 0.9181872062515795, val dice: 0.956356876774838
epoch: 17/100, time: 137.3451371192932, train loss: 0.05209644135868125,
val loss: 0.06500525249723803, val jaccard: 0.9160226886732536, val dice: 0.9550412244964064
epoch: 18/100, time: 137.36838245391846, train loss: 0.05217094825426109,
val loss: 0.06672528804394237, val jaccard: 0.91739099799541, val dice: 0.955921589282521
epoch: 19/100, time: 137.45586919784546, train loss: 0.05295111296381875,
val loss: 0.06229037046432495, val jaccard: 0.9208706439587108, val dice: 0.957899953189649
model saved
epoch: 20/100, time: 137.6191337108612, train loss: 0.05086115473815104,
val loss: 0.06216287096602875, val jaccard: 0.9190492514978376, val dice: 0.9566877526149415
model saved
epoch: 21/100, time: 137.645201921463, train loss: 0.04838744720274752,
val loss: 0.06144756405499943, val jaccard: 0.9194097759430868, val dice: 0.9571255382738615
model saved
epoch: 22/100, time: 137.50970435142517, train loss: 0.049527361650358544,
val loss: 0.060917724512125314, val jaccard: 0.9204650500364471, val dice: 0.9576238686578316
model saved
epoch: 23/100, time: 137.49310970306396, train loss: 0.047641870017226036,
val loss: 0.061040555960253665, val jaccard: 0.9219628269212288, val dice: 0.958472470442454
epoch: 24/100, time: 137.58037686347961, train loss: 0.04755606658373897,
val loss: 0.061884904509050806, val jaccard: 0.9208705613487645, val dice: 0.9577269418197766
epoch: 25/100, time: 137.49785947799683, train loss: 0.04612937362003232,
val loss: 0.06979320446650188, val jaccard: 0.9154740331465738, val dice: 0.9543426319172508
epoch: 26/100, time: 137.5834527015686, train loss: 0.04674592664237079,
val loss: 0.06101236969493983, val jaccard: 0.9213970648614984, val dice: 0.9581468209885714
epoch: 27/100, time: 137.39500951766968, train loss: 0.049931578235074936,
val loss: 0.09806441548362113, val jaccard: 0.9052710355373851, val dice: 0.9470303968379372
epoch: 28/100, time: 137.2875280380249, train loss: 0.04875784657394933,
val loss: 0.06407628652819417, val jaccard: 0.9193041837006285, val dice: 0.9568739512510467
epoch: 29/100, time: 137.46843552589417, train loss: 0.046456839447553924,
val loss: 0.06472643386376531, val jaccard: 0.9173962860776667, val dice: 0.9558022262757284
epoch: 30/100, time: 137.3800835609436, train loss: 0.04536705194666923,
val loss: 0.06195611990334695, val jaccard: 0.9180536437452885, val dice: 0.9562598278647975
epoch: 31/100, time: 138.29699158668518, train loss: 0.044957584734608536,
val loss: 0.06223660184625994, val jaccard: 0.9192364822354233, val dice: 0.9568353263955367
epoch: 32/100, time: 144.30815148353577, train loss: 0.04466336802119323,
val loss: 0.06727576020516847, val jaccard: 0.9183835031693441, val dice: 0.9560919675910682
epoch: 33/100, time: 147.41144275665283, train loss: 0.044355558400804344,
val loss: 0.060298399444211996, val jaccard: 0.9218168457349142, val dice: 0.9582785524820027
model saved
epoch: 34/100, time: 143.2965440750122, train loss: 0.04423054812748441,
val loss: 0.06353837617656641, val jaccard: 0.9207701547104016, val dice: 0.9577708014270716
epoch: 35/100, time: 135.77573347091675, train loss: 0.04444894820392838,
val loss: 0.0670841474804962, val jaccard: 0.9176381847314667, val dice: 0.9558543719743428
epoch: 36/100, time: 135.88218116760254, train loss: 0.04378379492656044,
val loss: 0.06849054090286556, val jaccard: 0.9184689302193491, val dice: 0.9562605274351019
epoch: 37/100, time: 135.78560853004456, train loss: 0.05193696057666903,
val loss: 0.15390544293219582, val jaccard: 0.8033517996470133, val dice: 0.8790516623279505
epoch: 38/100, time: 135.86594676971436, train loss: 0.05253328446284113,
val loss: 0.06237084209396128, val jaccard: 0.9198656343577201, val dice: 0.9572064636046427
epoch: 39/100, time: 135.81771206855774, train loss: 0.0466909516426061,
val loss: 0.06119444548038014, val jaccard: 0.9211490457518059, val dice: 0.9579458017098276
epoch: 40/100, time: 135.78559184074402, train loss: 0.046767595610599746,
val loss: 0.06029062875007328, val jaccard: 0.9220816283895258, val dice: 0.9584730968140719
model saved
epoch: 41/100, time: 135.75763988494873, train loss: 0.04431793257859149,
val loss: 0.062414022914150304, val jaccard: 0.9210856243183738, val dice: 0.95785940843716
epoch: 42/100, time: 135.91363739967346, train loss: 0.04293723464777818,
val loss: 0.0641647834788289, val jaccard: 0.9202141887263248, val dice: 0.9573089428115309
epoch: 43/100, time: 135.93867588043213, train loss: 0.04237716499230136,
val loss: 0.06655335504757731, val jaccard: 0.9171956955340871, val dice: 0.95567303268533
epoch: 44/100, time: 135.7923891544342, train loss: 0.04682422929955094,
val loss: 0.06021084505737873, val jaccard: 0.9213985225610566, val dice: 0.9580973742301004
model saved
epoch: 45/100, time: 135.76607608795166, train loss: 0.04287511032266108,
val loss: 0.06894897368916295, val jaccard: 0.9159709936694095, val dice: 0.9547743671818784
epoch: 46/100, time: 135.78744173049927, train loss: 0.04095123936477386,
val loss: 0.0618087712740689, val jaccard: 0.9236708513477392, val dice: 0.9592874238365575
epoch: 47/100, time: 135.9256010055542, train loss: 0.04227853856480169,
val loss: 0.06094642454072049, val jaccard: 0.9235676391082898, val dice: 0.9591822404610483
epoch: 48/100, time: 136.00073432922363, train loss: 0.04049592983463536,
val loss: 0.06572945886536648, val jaccard: 0.9203784183452004, val dice: 0.9573690075623361
epoch: 49/100, time: 135.76572060585022, train loss: 0.04164182051662871,
val loss: 0.06819532131939604, val jaccard: 0.9208949720650389, val dice: 0.9577312124402899
epoch: 50/100, time: 135.90201830863953, train loss: 0.041467339477755806,
val loss: 0.06717313754192569, val jaccard: 0.9206124199064154, val dice: 0.9574856015673855
epoch: 51/100, time: 135.81099724769592, train loss: 0.03985616039087179,
val loss: 0.062047151750639865, val jaccard: 0.9228405272751524, val dice: 0.9589613728355944
epoch: 52/100, time: 135.76741290092468, train loss: 0.04013855163405535,
val loss: 0.06897937441081331, val jaccard: 0.9203294034589801, val dice: 0.9573290023887366
epoch: 53/100, time: 135.87921810150146, train loss: 0.03880158649838489,
val loss: 0.06773730537347626, val jaccard: 0.9212074875831604, val dice: 0.9577991993803727
epoch: 54/100, time: 135.84620881080627, train loss: 0.043851175385972725,
val loss: 0.06548931149014256, val jaccard: 0.9223185673094633, val dice: 0.9586351137412222
epoch: 55/100, time: 135.8764624595642, train loss: 0.0405421654432423,
val loss: 0.0703511002816652, val jaccard: 0.9207779786043, val dice: 0.9576563866514909
epoch: 56/100, time: 135.72550249099731, train loss: 0.040343643766146874,
val loss: 0.06688539984456279, val jaccard: 0.9211738893860265, val dice: 0.9578885958905805
epoch: 57/100, time: 135.84909081459045, train loss: 0.04019414810206108,
val loss: 0.06039646960664214, val jaccard: 0.9232977921502632, val dice: 0.9591925928467199
epoch: 58/100, time: 135.83741092681885, train loss: 0.04202809293750718,
val loss: 0.06494500056693428, val jaccard: 0.9228868662265309, val dice: 0.9589227385688246
epoch: 59/100, time: 135.9346342086792, train loss: 0.03837537014555083,
val loss: 0.06415903672837374, val jaccard: 0.9209180526566088, val dice: 0.9577107513160036
epoch: 60/100, time: 136.08555507659912, train loss: 0.03673849452154439,
val loss: 0.06656783655808683, val jaccard: 0.9222930408360666, val dice: 0.9585655174757305
epoch: 61/100, time: 135.86620450019836, train loss: 0.041101935396905945,
val loss: 0.0685728874645735, val jaccard: 0.9118787489439312, val dice: 0.9526478951437432
epoch: 62/100, time: 135.95043516159058, train loss: 0.048396469119627014,
val loss: 0.06952637460148126, val jaccard: 0.9198783406040125, val dice: 0.9569892161770871
epoch: 63/100, time: 135.84082221984863, train loss: 0.0409147042574972,
val loss: 0.0659574970864413, val jaccard: 0.9218129201939231, val dice: 0.9582385420799255
epoch: 64/100, time: 135.8612802028656, train loss: 0.036637704318808945,
val loss: 0.07062941724271105, val jaccard: 0.9225888576423913, val dice: 0.9585788093115154
epoch: 65/100, time: 135.79413199424744, train loss: 0.036618878365505356,
val loss: 0.06799496422734178, val jaccard: 0.9216779344960263, val dice: 0.9581456226215028
epoch: 66/100, time: 135.81829357147217, train loss: 0.035296977354073715,
val loss: 0.07059609922662116, val jaccard: 0.9209890313315809, val dice: 0.9578013106396324
epoch: 67/100, time: 135.8653917312622, train loss: 0.035497237733112495,
val loss: 0.07227537924783271, val jaccard: 0.9205190989009121, val dice: 0.9576034232189781
epoch: 68/100, time: 135.78424501419067, train loss: 0.039140295340374054,
val loss: 0.06793093890474554, val jaccard: 0.9199447725948534, val dice: 0.9571450143529657
epoch: 69/100, time: 135.79085159301758, train loss: 0.035290287991639656,
val loss: 0.0803085453154748, val jaccard: 0.9188965893628305, val dice: 0.9565309442971882
epoch: 70/100, time: 135.8150475025177, train loss: 0.03422529022890353,
val loss: 0.07811684906482697, val jaccard: 0.9192940864646644, val dice: 0.9569683806938037
epoch: 71/100, time: 135.73154139518738, train loss: 0.03434796531209833,
val loss: 0.075776753456969, val jaccard: 0.9212700243581805, val dice: 0.9579807875449198
epoch: 72/100, time: 135.82647490501404, train loss: 0.033724852348033615,
val loss: 0.07749359727951519, val jaccard: 0.9172292874570478, val dice: 0.9558236933591073
epoch: 73/100, time: 135.92592692375183, train loss: 0.03348478367147238,
val loss: 0.08001771817604701, val jaccard: 0.9179134515293857, val dice: 0.956250064205705
epoch: 74/100, time: 135.7275493144989, train loss: 0.03763777675777085,
val loss: 0.08135448566131424, val jaccard: 0.9175167366078025, val dice: 0.9559423808465924
epoch: 75/100, time: 135.9986891746521, train loss: 0.033424048275933434,
val loss: 0.0751478847181588, val jaccard: 0.9185057418388233, val dice: 0.9565386155195403
epoch: 76/100, time: 135.94065856933594, train loss: 0.03252712185881119,
val loss: 0.08506646177224945, val jaccard: 0.9186827624053285, val dice: 0.9563768673361394
epoch: 77/100, time: 135.84256434440613, train loss: 0.031915230021292984,
val loss: 0.07884807204991057, val jaccard: 0.9182580793113039, val dice: 0.9563719755724857
epoch: 78/100, time: 135.76316690444946, train loss: 0.03214272755849738,
val loss: 0.08242698392847128, val jaccard: 0.9206710844709162, val dice: 0.9576055219298915
epoch: 79/100, time: 135.8159155845642, train loss: 0.03227795806267987,
val loss: 0.08029368735457722, val jaccard: 0.9217662100206342, val dice: 0.9582005530072931
epoch: 80/100, time: 135.83746790885925, train loss: 0.03410903095698404,
val loss: 0.07986213162279966, val jaccard: 0.9197164041954174, val dice: 0.9569717948896843
epoch: 81/100, time: 135.6900532245636, train loss: 0.032201339899315666,
val loss: 0.08692692729987596, val jaccard: 0.9124628640057748, val dice: 0.9528115475386904
epoch: 82/100, time: 135.73330664634705, train loss: 0.03211347462071967,
val loss: 0.08111612433404253, val jaccard: 0.9204542950579995, val dice: 0.9574382367886995
epoch: 83/100, time: 135.9693841934204, train loss: 0.03537594717688004,
val loss: 0.07726205342955757, val jaccard: 0.9234342480960646, val dice: 0.9591644040325231
epoch: 84/100, time: 135.8996615409851, train loss: 0.032150212829939934,
val loss: 0.0838148989959767, val jaccard: 0.9206512005705583, val dice: 0.9575140737650687
epoch: 85/100, time: 135.81440615653992, train loss: 0.030985703426799755,
val loss: 0.07433828319373884, val jaccard: 0.9205523551556102, val dice: 0.9576018693154318
epoch: 86/100, time: 135.97149991989136, train loss: 0.030060144884902027,
val loss: 0.08760027378274683, val jaccard: 0.9190096510084051, val dice: 0.9566204401484707
epoch: 87/100, time: 136.70870447158813, train loss: 0.029057239973733547,
val loss: 0.08389058905212503, val jaccard: 0.9221382967212743, val dice: 0.9584394097328186
epoch: 88/100, time: 135.8519525527954, train loss: 0.028065529574636414,
val loss: 0.08351333635418039, val jaccard: 0.9220705502911618, val dice: 0.9583969513575236
epoch: 89/100, time: 135.7324538230896, train loss: 0.028027438392987835,
val loss: 0.08765894906562671, val jaccard: 0.9240744490372507, val dice: 0.9594312822609617
epoch: 90/100, time: 135.71380591392517, train loss: 0.027110675143689034,
val loss: 0.09434600501206883, val jaccard: 0.9215199665019387, val dice: 0.9580184273552477
epoch: 91/100, time: 136.94442558288574, train loss: 0.026006604209836765,
val loss: 0.08621900397957417, val jaccard: 0.9255557677202058, val dice: 0.9603558716021086
epoch: 92/100, time: 136.05427026748657, train loss: 0.0273980726469529,
val loss: 0.08786489500811226, val jaccard: 0.9211341174025285, val dice: 0.9578427170452318
epoch: 93/100, time: 135.84706473350525, train loss: 0.025898179628337795,
val loss: 0.09281865703432184, val jaccard: 0.9213114359922576, val dice: 0.9579371433509024
epoch: 94/100, time: 135.97810649871826, train loss: 0.02536053038956855,
val loss: 0.09574465969936889, val jaccard: 0.9204577144823576, val dice: 0.9574353841313145
epoch: 95/100, time: 135.97097945213318, train loss: 0.024486448313937828,
val loss: 0.09507309919909428, val jaccard: 0.9221533840162712, val dice: 0.9584553178988005
epoch: 96/100, time: 136.245201587677, train loss: 0.0239900714044161,
val loss: 0.09466325217171719, val jaccard: 0.9232372704305147, val dice: 0.9590375914908292
epoch: 97/100, time: 135.96510314941406, train loss: 0.029188857446958424,
val loss: 0.09781972488813233, val jaccard: 0.8963467029103062, val dice: 0.9440999250662955
epoch: 98/100, time: 135.88786602020264, train loss: 0.040918388576964615,
val loss: 0.07424440143401162, val jaccard: 0.9227489766321684, val dice: 0.9587989229904977
epoch: 99/100, time: 135.96050810813904, train loss: 0.027971104350633064,
val loss: 0.08910953978958883, val jaccard: 0.9237575321866754, val dice: 0.9592680157276622
epoch: 100/100, time: 135.98580884933472, train loss: 0.026922286962979866,
val loss: 0.08927524495020248, val jaccard: 0.9222479859987894, val dice: 0.958486048798812