| [ |
| { |
| "epoch": 1, |
| "lr": 3.6e-05, |
| "tr_loss": 0.2890226770218835, |
| "tr_dice": 0.8071304706714613, |
| "tr_dice_lung": 0.8619960361927391, |
| "tr_iou": 0.754838443627116, |
| "vl_loss": 0.20481872797323233, |
| "vl_dice": 0.8802664887382364, |
| "vl_dice_lung": 0.8530346359615125, |
| "vl_iou": 0.8404233841972456, |
| "vl_sensitivity": 0.932689700878069, |
| "vl_specificity": 0.985806087889721 |
| }, |
| { |
| "epoch": 2, |
| "lr": 5.2000000000000004e-05, |
| "tr_loss": 0.06019716798512318, |
| "tr_dice": 0.8893515395699417, |
| "tr_dice_lung": 0.8942015075969811, |
| "tr_iou": 0.8489025038888369, |
| "vl_loss": 0.10699379487426733, |
| "vl_dice": 0.8940944608365806, |
| "vl_dice_lung": 0.8658470675087542, |
| "vl_iou": 0.858418723505341, |
| "vl_sensitivity": 0.9401739132186988, |
| "vl_specificity": 0.9865478639631087 |
| }, |
| { |
| "epoch": 3, |
| "lr": 6.8e-05, |
| "tr_loss": 0.037467324244894185, |
| "tr_dice": 0.9007279323483574, |
| "tr_dice_lung": 0.9028646560811809, |
| "tr_iou": 0.8629066969208163, |
| "vl_loss": 0.09516723109228778, |
| "vl_dice": 0.8988383979556839, |
| "vl_dice_lung": 0.8689609890682025, |
| "vl_iou": 0.8656666921199893, |
| "vl_sensitivity": 0.9377066772325944, |
| "vl_specificity": 0.9873794041873801 |
| }, |
| { |
| "epoch": 4, |
| "lr": 8.400000000000001e-05, |
| "tr_loss": 0.03562970693527355, |
| "tr_dice": 0.9055915432293051, |
| "tr_dice_lung": 0.9057051895049878, |
| "tr_iou": 0.8686978133849143, |
| "vl_loss": 0.09237753777853568, |
| "vl_dice": 0.9015120978681823, |
| "vl_dice_lung": 0.8768315470467595, |
| "vl_iou": 0.8686180734322186, |
| "vl_sensitivity": 0.9455236796678606, |
| "vl_specificity": 0.9871664175599947 |
| }, |
| { |
| "epoch": 5, |
| "lr": 0.0001, |
| "tr_loss": 0.03449915747705677, |
| "tr_dice": 0.9077982953144028, |
| "tr_dice_lung": 0.908138658249993, |
| "tr_iou": 0.8715164023514153, |
| "vl_loss": 0.0918056789876535, |
| "vl_dice": 0.8995951383168866, |
| "vl_dice_lung": 0.8741436798172639, |
| "vl_iou": 0.8659822082677203, |
| "vl_sensitivity": 0.9407948284547348, |
| "vl_specificity": 0.9873987177356345 |
| }, |
| { |
| "epoch": 6, |
| "lr": 9.757729755661011e-05, |
| "tr_loss": 0.033478424517905565, |
| "tr_dice": 0.9094812135408411, |
| "tr_dice_lung": 0.908986558875985, |
| "tr_iou": 0.8734923364992723, |
| "vl_loss": 0.09557599710313057, |
| "vl_dice": 0.9006671267088613, |
| "vl_dice_lung": 0.8737089735723489, |
| "vl_iou": 0.867609898951392, |
| "vl_sensitivity": 0.9414806928846795, |
| "vl_specificity": 0.9875422726356148 |
| }, |
| { |
| "epoch": 7, |
| "lr": 9.05463412215599e-05, |
| "tr_loss": 0.03230528360636771, |
| "tr_dice": 0.9113953761221849, |
| "tr_dice_lung": 0.9104081942617716, |
| "tr_iou": 0.8757766920054173, |
| "vl_loss": 0.0934598107288568, |
| "vl_dice": 0.9011993835229393, |
| "vl_dice_lung": 0.8737131617340338, |
| "vl_iou": 0.8680690828960921, |
| "vl_sensitivity": 0.9426745424766371, |
| "vl_specificity": 0.9874837444720431 |
| }, |
| { |
| "epoch": 8, |
| "lr": 7.959536998847742e-05, |
| "tr_loss": 0.030792090525591023, |
| "tr_dice": 0.9133754998183794, |
| "tr_dice_lung": 0.9113980085130987, |
| "tr_iou": 0.8779852718493507, |
| "vl_loss": 0.09403973731598171, |
| "vl_dice": 0.9016157540448456, |
| "vl_dice_lung": 0.875148538831758, |
| "vl_iou": 0.8681043127245093, |
| "vl_sensitivity": 0.9413905277865057, |
| "vl_specificity": 0.9876960279689283 |
| }, |
| { |
| "epoch": 9, |
| "lr": 6.57963412215599e-05, |
| "tr_loss": 0.029682743718418864, |
| "tr_dice": 0.9147908812658847, |
| "tr_dice_lung": 0.9130156295226473, |
| "tr_iou": 0.8796114656066324, |
| "vl_loss": 0.09560107200818717, |
| "vl_dice": 0.9018408347043504, |
| "vl_dice_lung": 0.8761548766096601, |
| "vl_iou": 0.8682470715092028, |
| "vl_sensitivity": 0.9451170083957198, |
| "vl_specificity": 0.9873754020152966 |
| }, |
| { |
| "epoch": 10, |
| "lr": 5.05e-05, |
| "tr_loss": 0.028149448395988617, |
| "tr_dice": 0.915880666577963, |
| "tr_dice_lung": 0.9141709994251863, |
| "tr_iou": 0.8811926051851791, |
| "vl_loss": 0.09928431204692273, |
| "vl_dice": 0.9012601306995118, |
| "vl_dice_lung": 0.8746575600663433, |
| "vl_iou": 0.8681511050251242, |
| "vl_sensitivity": 0.9405762464990761, |
| "vl_specificity": 0.9876998401789658 |
| }, |
| { |
| "epoch": 11, |
| "lr": 3.5203658778440106e-05, |
| "tr_loss": 0.026689252635949224, |
| "tr_dice": 0.9183587715787025, |
| "tr_dice_lung": 0.916394422638198, |
| "tr_iou": 0.8841706318683332, |
| "vl_loss": 0.1006206389993357, |
| "vl_dice": 0.9038525578650807, |
| "vl_dice_lung": 0.8776746642678772, |
| "vl_iou": 0.8714657329829535, |
| "vl_sensitivity": 0.94602314879628, |
| "vl_specificity": 0.9875372740621894 |
| }, |
| { |
| "epoch": 12, |
| "lr": 2.1404630011522586e-05, |
| "tr_loss": 0.02572487405938429, |
| "tr_dice": 0.9199349978390207, |
| "tr_dice_lung": 0.9174357965555159, |
| "tr_iou": 0.8860446096931115, |
| "vl_loss": 0.09764786454503342, |
| "vl_dice": 0.9023438063451703, |
| "vl_dice_lung": 0.8755539798854393, |
| "vl_iou": 0.868791707849143, |
| "vl_sensitivity": 0.9401958881914995, |
| "vl_specificity": 0.9880739284343407 |
| }, |
| { |
| "epoch": 13, |
| "lr": 1.0453658778440109e-05, |
| "tr_loss": 0.02480480015195728, |
| "tr_dice": 0.9206695505132501, |
| "tr_dice_lung": 0.9185546337945668, |
| "tr_iou": 0.887250068465245, |
| "vl_loss": 0.09917001582122784, |
| "vl_dice": 0.9036121405699276, |
| "vl_dice_lung": 0.8763778577929888, |
| "vl_iou": 0.8708001822736336, |
| "vl_sensitivity": 0.9410514884491988, |
| "vl_specificity": 0.9880035296193533 |
| }, |
| { |
| "epoch": 14, |
| "lr": 3.4227024433899e-06, |
| "tr_loss": 0.024258440132555657, |
| "tr_dice": 0.9217397549505636, |
| "tr_dice_lung": 0.9193971932034589, |
| "tr_iou": 0.8886211889145843, |
| "vl_loss": 0.09990239228627154, |
| "vl_dice": 0.9020654064189695, |
| "vl_dice_lung": 0.8749505654561432, |
| "vl_iou": 0.8686602446123777, |
| "vl_sensitivity": 0.9383543144833959, |
| "vl_specificity": 0.9880367663595965 |
| }, |
| { |
| "epoch": 15, |
| "lr": 0.0001, |
| "tr_loss": 0.023982552750598532, |
| "tr_dice": 0.922649937098559, |
| "tr_dice_lung": 0.9199510718262873, |
| "tr_iou": 0.8896671702308505, |
| "vl_loss": 0.1000580686136203, |
| "vl_dice": 0.9029485668652686, |
| "vl_dice_lung": 0.87609404874769, |
| "vl_iou": 0.8697199526649734, |
| "vl_sensitivity": 0.9408655857603638, |
| "vl_specificity": 0.9879211049676829 |
| }, |
| { |
| "epoch": 17, |
| "lr": 9.757729755661011e-05, |
| "tr_loss": 0.026811491137266753, |
| "tr_dice": 0.9176237115188208, |
| "tr_dice_lung": 0.9161355265977226, |
| "tr_iou": 0.8833146155303726, |
| "vl_loss": 0.09635805000617667, |
| "vl_dice": 0.9045907394227408, |
| "vl_dice_lung": 0.8789389960512446, |
| "vl_iou": 0.8727628139285974, |
| "vl_sensitivity": 0.9487736650505406, |
| "vl_specificity": 0.9873943737473466 |
| }, |
| { |
| "epoch": 18, |
| "lr": 9.460482294732421e-05, |
| "tr_loss": 0.026207261150306083, |
| "tr_dice": 0.9182452122403812, |
| "tr_dice_lung": 0.9170040977208337, |
| "tr_iou": 0.8841101808587621, |
| "vl_loss": 0.1004111405299635, |
| "vl_dice": 0.9018646552209552, |
| "vl_dice_lung": 0.876063622690203, |
| "vl_iou": 0.8688801234844957, |
| "vl_sensitivity": 0.9430015405687354, |
| "vl_specificity": 0.9875832041045415 |
| }, |
| { |
| "epoch": 19, |
| "lr": 9.05463412215599e-05, |
| "tr_loss": 0.025741516023955024, |
| "tr_dice": 0.9187937657528394, |
| "tr_dice_lung": 0.9176201509682097, |
| "tr_iou": 0.8849391726768605, |
| "vl_loss": 0.09750619845988087, |
| "vl_dice": 0.90166574857574, |
| "vl_dice_lung": 0.8754986012089803, |
| "vl_iou": 0.8676584618412746, |
| "vl_sensitivity": 0.9394747287501637, |
| "vl_specificity": 0.9879024464487142 |
| }, |
| { |
| "epoch": 20, |
| "lr": 8.55017856687341e-05, |
| "tr_loss": 0.02516049172223569, |
| "tr_dice": 0.9194341355263741, |
| "tr_dice_lung": 0.9180185761865123, |
| "tr_iou": 0.8859038698377006, |
| "vl_loss": 0.10428291360463186, |
| "vl_dice": 0.9013080680598669, |
| "vl_dice_lung": 0.8746799064814149, |
| "vl_iou": 0.8682451586527893, |
| "vl_sensitivity": 0.9384183402482894, |
| "vl_specificity": 0.9880205551842464 |
| }, |
| { |
| "epoch": 21, |
| "lr": 7.959536998847742e-05, |
| "tr_loss": 0.024446558196397614, |
| "tr_dice": 0.9204979282963927, |
| "tr_dice_lung": 0.9188486642144365, |
| "tr_iou": 0.8872460911108908, |
| "vl_loss": 0.10118509959443382, |
| "vl_dice": 0.9009397656230854, |
| "vl_dice_lung": 0.8751734114426098, |
| "vl_iou": 0.8673756930624027, |
| "vl_sensitivity": 0.940392066353473, |
| "vl_specificity": 0.9882037934976257 |
| }, |
| { |
| "epoch": 23, |
| "lr": 6.57963412215599e-05, |
| "tr_loss": 0.023328819776685442, |
| "tr_dice": 0.9222545185821028, |
| "tr_dice_lung": 0.9213552093091567, |
| "tr_iou": 0.8895963440260812, |
| "vl_loss": 0.1065299813097812, |
| "vl_dice": 0.8996553828735655, |
| "vl_dice_lung": 0.8737803606220942, |
| "vl_iou": 0.8656945419870345, |
| "vl_sensitivity": 0.937203994428341, |
| "vl_specificity": 0.9880844924915387 |
| }, |
| { |
| "epoch": 24, |
| "lr": 5.8243506019491436e-05, |
| "tr_loss": 0.022922501446256727, |
| "tr_dice": 0.9234035863793039, |
| "tr_dice_lung": 0.9219099467366889, |
| "tr_iou": 0.8908685827613857, |
| "vl_loss": 0.10964488753862957, |
| "vl_dice": 0.9018832527160879, |
| "vl_dice_lung": 0.8756415543619128, |
| "vl_iou": 0.8686834986089995, |
| "vl_sensitivity": 0.9410067861658385, |
| "vl_specificity": 0.9880688069651983 |
| }, |
| { |
| "epoch": 25, |
| "lr": 5.05e-05, |
| "tr_loss": 0.022627231149265323, |
| "tr_dice": 0.9237796342882963, |
| "tr_dice_lung": 0.922130025884273, |
| "tr_iou": 0.8914883194828158, |
| "vl_loss": 0.10790808390216672, |
| "vl_dice": 0.901954835328185, |
| "vl_dice_lung": 0.8764437176128013, |
| "vl_iou": 0.8682627204464968, |
| "vl_sensitivity": 0.9409265902759623, |
| "vl_specificity": 0.9880257678369474 |
| }, |
| { |
| "epoch": 26, |
| "lr": 4.2756493980508586e-05, |
| "tr_loss": 0.022271168068634634, |
| "tr_dice": 0.9241771571427272, |
| "tr_dice_lung": 0.9227474069581972, |
| "tr_iou": 0.8920633768487404, |
| "vl_loss": 0.10763079374813476, |
| "vl_dice": 0.9033208888396222, |
| "vl_dice_lung": 0.8765062821572674, |
| "vl_iou": 0.870871035934715, |
| "vl_sensitivity": 0.941125834260246, |
| "vl_specificity": 0.9879527941634865 |
| }, |
| { |
| "epoch": 27, |
| "lr": 3.5203658778440106e-05, |
| "tr_loss": 0.0219567382622229, |
| "tr_dice": 0.9252889467450625, |
| "tr_dice_lung": 0.9236889306389029, |
| "tr_iou": 0.8934032529403186, |
| "vl_loss": 0.11059625270039443, |
| "vl_dice": 0.9019637088634331, |
| "vl_dice_lung": 0.8774126675823202, |
| "vl_iou": 0.8686353144106985, |
| "vl_sensitivity": 0.9453543655058158, |
| "vl_specificity": 0.9876916064768363 |
| }, |
| { |
| "epoch": 29, |
| "lr": 2.1404630011522586e-05, |
| "tr_loss": 0.02129484751952258, |
| "tr_dice": 0.9264786651717173, |
| "tr_dice_lung": 0.9246917452735574, |
| "tr_iou": 0.8948001763678987, |
| "vl_loss": 0.11184921504543809, |
| "vl_dice": 0.9027263925324911, |
| "vl_dice_lung": 0.8767004000896889, |
| "vl_iou": 0.8699345551144723, |
| "vl_sensitivity": 0.942339280319878, |
| "vl_specificity": 0.9878453033158747 |
| }, |
| { |
| "epoch": 30, |
| "lr": 1.54982143312659e-05, |
| "tr_loss": 0.021029616388410846, |
| "tr_dice": 0.9270250491842471, |
| "tr_dice_lung": 0.9252795222729043, |
| "tr_iou": 0.8956146523389849, |
| "vl_loss": 0.10879924797922118, |
| "vl_dice": 0.9036631605942655, |
| "vl_dice_lung": 0.8790890605860451, |
| "vl_iou": 0.8713241790047384, |
| "vl_sensitivity": 0.9450778512933883, |
| "vl_specificity": 0.9878893906775246 |
| }, |
| { |
| "epoch": 31, |
| "lr": 1.0453658778440109e-05, |
| "tr_loss": 0.020881256431682933, |
| "tr_dice": 0.9276684733171723, |
| "tr_dice_lung": 0.9255670945261715, |
| "tr_iou": 0.896445917742402, |
| "vl_loss": 0.1098922609404318, |
| "vl_dice": 0.9018855756830343, |
| "vl_dice_lung": 0.875888662011368, |
| "vl_iou": 0.8681328721924102, |
| "vl_sensitivity": 0.9398307666182675, |
| "vl_specificity": 0.9880919105160965 |
| }, |
| { |
| "epoch": 32, |
| "lr": 6.395177052675795e-06, |
| "tr_loss": 0.02073402933133223, |
| "tr_dice": 0.9283640483068512, |
| "tr_dice_lung": 0.9262367442740275, |
| "tr_iou": 0.8972073097021412, |
| "vl_loss": 0.1136969224544278, |
| "vl_dice": 0.9016617650877163, |
| "vl_dice_lung": 0.8758610494002007, |
| "vl_iou": 0.8685134631225271, |
| "vl_sensitivity": 0.941008578147061, |
| "vl_specificity": 0.9879389176070246 |
| }, |
| { |
| "epoch": 33, |
| "lr": 3.4227024433899e-06, |
| "tr_loss": 0.02059031568794067, |
| "tr_dice": 0.9280927830469002, |
| "tr_dice_lung": 0.9262817924165673, |
| "tr_iou": 0.8969587224949102, |
| "vl_loss": 0.11328443790329329, |
| "vl_dice": 0.9018342010072484, |
| "vl_dice_lung": 0.8758489927204244, |
| "vl_iou": 0.8684985413015575, |
| "vl_sensitivity": 0.9405256677580108, |
| "vl_specificity": 0.98800816954337 |
| }, |
| { |
| "epoch": 35, |
| "lr": 0.0001, |
| "tr_loss": 0.020509541466775083, |
| "tr_dice": 0.9287996756411276, |
| "tr_dice_lung": 0.9267879732354072, |
| "tr_iou": 0.8977580473372665, |
| "vl_loss": 0.11324997757104865, |
| "vl_dice": 0.9013478307772033, |
| "vl_dice_lung": 0.875777585745047, |
| "vl_iou": 0.8681563159393604, |
| "vl_sensitivity": 0.9402777695781451, |
| "vl_specificity": 0.9880460367916949 |
| }, |
| { |
| "epoch": 36, |
| "lr": 9.984740801978984e-05, |
| "tr_loss": 0.022536247125837218, |
| "tr_dice": 0.9241622471778204, |
| "tr_dice_lung": 0.9228492807290657, |
| "tr_iou": 0.8918208116428824, |
| "vl_loss": 0.11341457599642146, |
| "vl_dice": 0.8972747575050082, |
| "vl_dice_lung": 0.8732648028099951, |
| "vl_iou": 0.8631619221555624, |
| "vl_sensitivity": 0.9371846492845173, |
| "vl_specificity": 0.9879094126860538 |
| }, |
| { |
| "epoch": 37, |
| "lr": 9.939057285945933e-05, |
| "tr_loss": 0.022573196206061567, |
| "tr_dice": 0.9237540198492807, |
| "tr_dice_lung": 0.9227889694540757, |
| "tr_iou": 0.8914600605387324, |
| "vl_loss": 0.11471256965649176, |
| "vl_dice": 0.9001278725830406, |
| "vl_dice_lung": 0.8744377955475056, |
| "vl_iou": 0.8666055170830427, |
| "vl_sensitivity": 0.9373658992794542, |
| "vl_specificity": 0.988065186760287 |
| }, |
| { |
| "epoch": 38, |
| "lr": 9.8632311059685e-05, |
| "tr_loss": 0.02239183635730714, |
| "tr_dice": 0.9243026461357582, |
| "tr_dice_lung": 0.923072467197529, |
| "tr_iou": 0.8920952778348563, |
| "vl_loss": 0.11055130835958436, |
| "vl_dice": 0.9018749080498578, |
| "vl_dice_lung": 0.8747433902233441, |
| "vl_iou": 0.8680833863174414, |
| "vl_sensitivity": 0.9380833614284633, |
| "vl_specificity": 0.9880025030603707 |
| } |
| ] |
