Hugging Face's logo

AlfredQin
/
sonobase

Image Segmentation
sam2
English
ultrasound
medical-imaging
video-segmentation
foundation-model
Model card Files
xet
 Community
sonobase / validation.jsonl
AlfredQin's picture
AlfredQin
SonoBase release: production weights (hiera_b_conv_s_conv_t, 20 ep on SonoCorpus), full DCP checkpoint with optimizer states, config, logs, model card
f979ea8 verified
Raw History Blame Contribute Delete
70.8 kB
{"step": 1376, "epoch": 0, "timestamp": "2026-05-26T19:23:20.085Z", "val_loss": 4.595380568346441, "lr": 4.9723389032985735e-05, "mem": 57.09719133377075, "miou": 0.7329263687133789, "dice": 0.8158389329910278, "BUSI/miou": 0.7074390053749084, "BUSI/dice": 0.8010909557342529, "Brachial-Plexus/miou": 0.509846568107605, "Brachial-Plexus/dice": 0.642919659614563, "C-TRUS/miou": 0.4156782627105713, "C-TRUS/dice": 0.5482226014137268, "CAMUS/miou": 0.7895845770835876, "CAMUS/dice": 0.877701997756958, "HC18/miou": 0.8726447224617004, "HC18/dice": 0.9182509183883667, "PFUS/miou": 0.4310010075569153, "PFUS/dice": 0.5717253088951111, "RegPro/miou": 0.5577993988990784, "RegPro/dice": 0.6598671674728394, "TG3K/miou": 0.7602575421333313, "TG3K/dice": 0.8505566716194153, "EchoCP/miou": 0.6593760848045349, "EchoCP/dice": 0.7719677090644836, "JNU-IFM/miou": 0.7263578772544861, "JNU-IFM/dice": 0.8231725096702576, "MUP/miou": 0.8773747682571411, "MUP/dice": 0.9299668669700623, "RVENet/miou": 0.8856736421585083, "RVENet/dice": 0.9377166032791138, "SegThy/miou": 0.5643829107284546, "SegThy/dice": 0.6717387437820435, "TDSC-ABUS/miou": 0.5253533720970154, "TDSC-ABUS/dice": 0.631277859210968, "ThyroidUSCineClip/miou": 0.6350589990615845, "ThyroidUSCineClip/dice": 0.7480872273445129, "US-Nerve/miou": 0.517822265625, "US-Nerve/dice": 0.6508992910385132, "AbdomenUS/miou": 0.6572222113609314, "AbdomenUS/dice": 0.7832794189453125, "AUL/miou": 0.4911661744117737, "AUL/dice": 0.5961158871650696, "ASUS/miou": 0.44817325472831726, "ASUS/dice": 0.6079181432723999, "BrEaST/miou": 0.7542912364006042, "BrEaST/dice": 0.855737566947937, "BUID/miou": 0.8192993998527527, "BUID/dice": 0.8972727656364441, "BUS/miou": 0.6755571961402893, "BUS/dice": 0.7717704772949219, "BUS-UC/miou": 0.8563699722290039, "BUS-UC/dice": 0.9213870167732239, "BUS-UCLM/miou": 0.7554523944854736, "BUS-UCLM/dice": 0.845889687538147, "BUSI-WHU/miou": 0.7972610592842102, "BUSI-WHU/dice": 0.8838693499565125, "CardiacNet/miou": 0.7485883235931396, "CardiacNet/dice": 0.8396660685539246, "CardiacUDC/miou": 0.7669628262519836, "CardiacUDC/dice": 0.8631910085678101, "CDNet/miou": 0.7492147088050842, "CDNet/dice": 0.8434014320373535, "Common-Carotid-Artery/miou": 0.8865140080451965, "Common-Carotid-Artery/dice": 0.938997209072113, "EchoNet-Dynamic/miou": 0.8320307731628418, "EchoNet-Dynamic/dice": 0.9057682752609253, "EchoNet-Pediatric/miou": 0.8271199464797974, "EchoNet-Pediatric/dice": 0.9012739062309265, "FASS/miou": 0.6125637292861938, "FASS/dice": 0.7374611496925354, "FALLMUD/miou": 0.37756240367889404, "FALLMUD/dice": 0.4778842628002167, "Fast-U-Net/miou": 0.8781301975250244, "Fast-U-Net/dice": 0.9343364238739014, "GIST514-DB/miou": 0.6847529411315918, "GIST514-DB/dice": 0.7863286733627319, "LUSS/miou": 0.5197436809539795, "LUSS/dice": 0.6547252535820007, "MI-SegNet/miou": 0.7858449816703796, "MI-SegNet/dice": 0.8745816349983215, "MMOTU-2d/miou": 0.7695950269699097, "MMOTU-2d/dice": 0.8477498292922974, "PPL/miou": 0.7050918340682983, "PPL/dice": 0.8107640743255615, "S1/miou": 0.8871904015541077, "S1/dice": 0.9382288455963135, "STMUS-NDA/miou": 0.761671781539917, "STMUS-NDA/dice": 0.8578572869300842, "STU-Hospital/miou": 0.8227999210357666, "STU-Hospital/dice": 0.9026660919189453, "TN3K/miou": 0.7236699461936951, "TN3K/dice": 0.8194477558135986, "TNSCUI/miou": 0.7316441535949707, "TNSCUI/dice": 0.8285539746284485, "UBPD/miou": 0.5016692876815796, "UBPD/dice": 0.6206358075141907, "US105/miou": 0.7084240913391113, "US105/dice": 0.8261960744857788}
{"step": 2753, "epoch": 1, "timestamp": "2026-05-26T19:53:52.500Z", "val_loss": 6.965257657284768, "lr": 4.88995646191741e-05, "mem": 57.098461627960205, "miou": 0.7672581672668457, "dice": 0.8475870490074158, "BUSI/miou": 0.7011247277259827, "BUSI/dice": 0.7962520718574524, "Brachial-Plexus/miou": 0.5552763342857361, "Brachial-Plexus/dice": 0.6824358701705933, "C-TRUS/miou": 0.5047323107719421, "C-TRUS/dice": 0.6414490938186646, "CAMUS/miou": 0.796738862991333, "CAMUS/dice": 0.8828287124633789, "HC18/miou": 0.8892034888267517, "HC18/dice": 0.9287843108177185, "PFUS/miou": 0.5240728259086609, "PFUS/dice": 0.6614673137664795, "RegPro/miou": 0.6333234906196594, "RegPro/dice": 0.7271181344985962, "TG3K/miou": 0.7862281799316406, "TG3K/dice": 0.8712274432182312, "EchoCP/miou": 0.7254782319068909, "EchoCP/dice": 0.8334028720855713, "JNU-IFM/miou": 0.7684518694877625, "JNU-IFM/dice": 0.863105058670044, "MUP/miou": 0.8958666324615479, "MUP/dice": 0.9411136507987976, "RVENet/miou": 0.8961306810379028, "RVENet/dice": 0.9438115358352661, "SegThy/miou": 0.6288242340087891, "SegThy/dice": 0.7457895278930664, "TDSC-ABUS/miou": 0.5425226092338562, "TDSC-ABUS/dice": 0.6344313621520996, "ThyroidUSCineClip/miou": 0.7001954913139343, "ThyroidUSCineClip/dice": 0.8038939237594604, "US-Nerve/miou": 0.5878685712814331, "US-Nerve/dice": 0.71355801820755, "AbdomenUS/miou": 0.5346270799636841, "AbdomenUS/dice": 0.6765639781951904, "AUL/miou": 0.538300633430481, "AUL/dice": 0.6439862251281738, "ASUS/miou": 0.48497286438941956, "ASUS/dice": 0.6406528949737549, "BrEaST/miou": 0.7481393218040466, "BrEaST/dice": 0.851363480091095, "BUID/miou": 0.8217029571533203, "BUID/dice": 0.8991697430610657, "BUS/miou": 0.752526581287384, "BUS/dice": 0.8457218408584595, "BUS-UC/miou": 0.8649929165840149, "BUS-UC/dice": 0.9258899688720703, "BUS-UCLM/miou": 0.7481224536895752, "BUS-UCLM/dice": 0.8356598019599915, "BUSI-WHU/miou": 0.797730028629303, "BUSI-WHU/dice": 0.8843192458152771, "CardiacNet/miou": 0.775087296962738, "CardiacNet/dice": 0.8596366047859192, "CardiacUDC/miou": 0.7941663265228271, "CardiacUDC/dice": 0.8789578676223755, "CDNet/miou": 0.7785232663154602, "CDNet/dice": 0.868241012096405, "Common-Carotid-Artery/miou": 0.8914817571640015, "Common-Carotid-Artery/dice": 0.9421056509017944, "EchoNet-Dynamic/miou": 0.8400237560272217, "EchoNet-Dynamic/dice": 0.9107450246810913, "EchoNet-Pediatric/miou": 0.8377894163131714, "EchoNet-Pediatric/dice": 0.9080371260643005, "FASS/miou": 0.6367889642715454, "FASS/dice": 0.7583000063896179, "FALLMUD/miou": 0.540630042552948, "FALLMUD/dice": 0.6801934242248535, "Fast-U-Net/miou": 0.856201171875, "Fast-U-Net/dice": 0.9146770238876343, "GIST514-DB/miou": 0.7207158803939819, "GIST514-DB/dice": 0.8135396242141724, "LUSS/miou": 0.5554757118225098, "LUSS/dice": 0.6883298754692078, "MI-SegNet/miou": 0.8507168889045715, "MI-SegNet/dice": 0.9165834784507751, "MMOTU-2d/miou": 0.7979263067245483, "MMOTU-2d/dice": 0.8704910278320312, "PPL/miou": 0.7241256237030029, "PPL/dice": 0.8251445293426514, "S1/miou": 0.9068825244903564, "S1/dice": 0.9498642683029175, "STMUS-NDA/miou": 0.7973932027816772, "STMUS-NDA/dice": 0.8830220103263855, "STU-Hospital/miou": 0.8398429155349731, "STU-Hospital/dice": 0.9129350185394287, "TN3K/miou": 0.7475740909576416, "TN3K/dice": 0.8356869220733643, "TNSCUI/miou": 0.75093674659729, "TNSCUI/dice": 0.8424408435821533, "UBPD/miou": 0.5615821480751038, "UBPD/dice": 0.6858838200569153, "US105/miou": 0.7186241149902344, "US105/dice": 0.815351128578186}
{"step": 4130, "epoch": 2, "timestamp": "2026-05-26T20:24:03.390Z", "val_loss": 3.2314792658319536, "lr": 4.7548811903355235e-05, "mem": 57.09491014480591, "miou": 0.7858390808105469, "dice": 0.8567948341369629, "BUSI/miou": 0.7210111618041992, "BUSI/dice": 0.813294529914856, "Brachial-Plexus/miou": 0.5796705484390259, "Brachial-Plexus/dice": 0.7050511837005615, "C-TRUS/miou": 0.4925486147403717, "C-TRUS/dice": 0.6305660009384155, "CAMUS/miou": 0.8071719408035278, "CAMUS/dice": 0.8892343640327454, "HC18/miou": 0.9027174115180969, "HC18/dice": 0.9377174973487854, "PFUS/miou": 0.5448633432388306, "PFUS/dice": 0.6810283660888672, "RegPro/miou": 0.7436603307723999, "RegPro/dice": 0.8172628879547119, "TG3K/miou": 0.8007439374923706, "TG3K/dice": 0.8844009637832642, "EchoCP/miou": 0.758827805519104, "EchoCP/dice": 0.8604398369789124, "JNU-IFM/miou": 0.7941340208053589, "JNU-IFM/dice": 0.8811995983123779, "MUP/miou": 0.8990147709846497, "MUP/dice": 0.9424861073493958, "RVENet/miou": 0.918880820274353, "RVENet/dice": 0.957081139087677, "SegThy/miou": 0.6234336495399475, "SegThy/dice": 0.7120946645736694, "TDSC-ABUS/miou": 0.5781968235969543, "TDSC-ABUS/dice": 0.6754248738288879, "ThyroidUSCineClip/miou": 0.7062408328056335, "ThyroidUSCineClip/dice": 0.807070791721344, "US-Nerve/miou": 0.6350252032279968, "US-Nerve/dice": 0.760786771774292, "AbdomenUS/miou": 0.5880990624427795, "AbdomenUS/dice": 0.7060770392417908, "AUL/miou": 0.5392458438873291, "AUL/dice": 0.6424255967140198, "ASUS/miou": 0.47661787271499634, "ASUS/dice": 0.633784294128418, "BrEaST/miou": 0.7086199522018433, "BrEaST/dice": 0.814521312713623, "BUID/miou": 0.8503032922744751, "BUID/dice": 0.9181921482086182, "BUS/miou": 0.820977509021759, "BUS/dice": 0.8975118398666382, "BUS-UC/miou": 0.862970769405365, "BUS-UC/dice": 0.9236820340156555, "BUS-UCLM/miou": 0.7546354532241821, "BUS-UCLM/dice": 0.8424572944641113, "BUSI-WHU/miou": 0.8048081398010254, "BUSI-WHU/dice": 0.8890147805213928, "CardiacNet/miou": 0.7823128700256348, "CardiacNet/dice": 0.8648707866668701, "CardiacUDC/miou": 0.8048713803291321, "CardiacUDC/dice": 0.8860982656478882, "CDNet/miou": 0.7568322420120239, "CDNet/dice": 0.8508011102676392, "Common-Carotid-Artery/miou": 0.8934969305992126, "Common-Carotid-Artery/dice": 0.9432296752929688, "EchoNet-Dynamic/miou": 0.8525508046150208, "EchoNet-Dynamic/dice": 0.9185211062431335, "EchoNet-Pediatric/miou": 0.8455716967582703, "EchoNet-Pediatric/dice": 0.91312175989151, "FASS/miou": 0.6577732563018799, "FASS/dice": 0.7761790752410889, "FALLMUD/miou": 0.504863977432251, "FALLMUD/dice": 0.6362481117248535, "Fast-U-Net/miou": 0.8980958461761475, "Fast-U-Net/dice": 0.9457794427871704, "GIST514-DB/miou": 0.7011401653289795, "GIST514-DB/dice": 0.8053597211837769, "LUSS/miou": 0.5753771662712097, "LUSS/dice": 0.700303316116333, "MI-SegNet/miou": 0.8692196011543274, "MI-SegNet/dice": 0.9279621839523315, "MMOTU-2d/miou": 0.8041512370109558, "MMOTU-2d/dice": 0.8769932985305786, "PPL/miou": 0.7347387671470642, "PPL/dice": 0.8321248888969421, "S1/miou": 0.9154355525970459, "S1/dice": 0.9549494385719299, "STMUS-NDA/miou": 0.8067009449005127, "STMUS-NDA/dice": 0.8893237709999084, "STU-Hospital/miou": 0.8452233076095581, "STU-Hospital/dice": 0.9161138534545898, "TN3K/miou": 0.751065194606781, "TN3K/dice": 0.8400585651397705, "TNSCUI/miou": 0.7955719828605652, "TNSCUI/dice": 0.8771162629127502, "UBPD/miou": 0.5693903565406799, "UBPD/dice": 0.6922330260276794, "US105/miou": 0.7222894430160522, "US105/dice": 0.8225873708724976}
{"step": 5507, "epoch": 3, "timestamp": "2026-05-26T20:54:07.139Z", "val_loss": 3.443999233624793, "lr": 4.570439090028386e-05, "mem": 57.09198808670044, "miou": 0.7867730259895325, "dice": 0.8540665507316589, "BUSI/miou": 0.6961225271224976, "BUSI/dice": 0.7914355993270874, "Brachial-Plexus/miou": 0.601116955280304, "Brachial-Plexus/dice": 0.7374058365821838, "C-TRUS/miou": 0.5322832465171814, "C-TRUS/dice": 0.6685137152671814, "CAMUS/miou": 0.8011659979820251, "CAMUS/dice": 0.8849225640296936, "HC18/miou": 0.915156364440918, "HC18/dice": 0.9457334876060486, "PFUS/miou": 0.5327119827270508, "PFUS/dice": 0.6694313287734985, "RegPro/miou": 0.5654157996177673, "RegPro/dice": 0.6502257585525513, "TG3K/miou": 0.8133138418197632, "TG3K/dice": 0.8922854661941528, "EchoCP/miou": 0.7477261424064636, "EchoCP/dice": 0.848951518535614, "JNU-IFM/miou": 0.7834351658821106, "JNU-IFM/dice": 0.8732181787490845, "MUP/miou": 0.911596953868866, "MUP/dice": 0.9503082036972046, "RVENet/miou": 0.9220382571220398, "RVENet/dice": 0.9588156938552856, "SegThy/miou": 0.6352049112319946, "SegThy/dice": 0.6942994594573975, "TDSC-ABUS/miou": 0.5974460244178772, "TDSC-ABUS/dice": 0.6926745772361755, "ThyroidUSCineClip/miou": 0.7385171055793762, "ThyroidUSCineClip/dice": 0.8326840996742249, "US-Nerve/miou": 0.6528339982032776, "US-Nerve/dice": 0.7771788239479065, "AbdomenUS/miou": 0.6049728989601135, "AbdomenUS/dice": 0.7023823261260986, "AUL/miou": 0.6090288162231445, "AUL/dice": 0.7100263833999634, "ASUS/miou": 0.4654553532600403, "ASUS/dice": 0.6227293610572815, "BrEaST/miou": 0.7304738759994507, "BrEaST/dice": 0.8311676383018494, "BUID/miou": 0.8528574705123901, "BUID/dice": 0.9195516109466553, "BUS/miou": 0.8190312385559082, "BUS/dice": 0.8973214626312256, "BUS-UC/miou": 0.8720636367797852, "BUS-UC/dice": 0.930156409740448, "BUS-UCLM/miou": 0.7614194750785828, "BUS-UCLM/dice": 0.8482822179794312, "BUSI-WHU/miou": 0.8032500147819519, "BUSI-WHU/dice": 0.8870818018913269, "CardiacNet/miou": 0.7803648114204407, "CardiacNet/dice": 0.8636863827705383, "CardiacUDC/miou": 0.8023517727851868, "CardiacUDC/dice": 0.8854091763496399, "CDNet/miou": 0.790470540523529, "CDNet/dice": 0.8767518401145935, "Common-Carotid-Artery/miou": 0.9066237211227417, "Common-Carotid-Artery/dice": 0.9505782127380371, "EchoNet-Dynamic/miou": 0.850131630897522, "EchoNet-Dynamic/dice": 0.9168838858604431, "EchoNet-Pediatric/miou": 0.8383253216743469, "EchoNet-Pediatric/dice": 0.9089580178260803, "FASS/miou": 0.6455528140068054, "FASS/dice": 0.7645595073699951, "FALLMUD/miou": 0.5612034201622009, "FALLMUD/dice": 0.70497065782547, "Fast-U-Net/miou": 0.8640803098678589, "Fast-U-Net/dice": 0.9195510149002075, "GIST514-DB/miou": 0.7131004929542542, "GIST514-DB/dice": 0.8092026114463806, "LUSS/miou": 0.5803737044334412, "LUSS/dice": 0.7087681889533997, "MI-SegNet/miou": 0.8721320033073425, "MI-SegNet/dice": 0.9300122857093811, "MMOTU-2d/miou": 0.7699770331382751, "MMOTU-2d/dice": 0.8492490649223328, "PPL/miou": 0.750979483127594, "PPL/dice": 0.84671950340271, "S1/miou": 0.9280233383178711, "S1/dice": 0.9623080492019653, "STMUS-NDA/miou": 0.7993062734603882, "STMUS-NDA/dice": 0.8847580552101135, "STU-Hospital/miou": 0.8370811343193054, "STU-Hospital/dice": 0.9112696647644043, "TN3K/miou": 0.7554536461830139, "TN3K/dice": 0.8432350158691406, "TNSCUI/miou": 0.7825925350189209, "TNSCUI/dice": 0.8666415214538574, "UBPD/miou": 0.5905389189720154, "UBPD/dice": 0.7118891477584839, "US105/miou": 0.6659969091415405, "US105/dice": 0.75925612449646}
{"step": 6884, "epoch": 4, "timestamp": "2026-05-26T21:24:02.173Z", "val_loss": 4.216799300237997, "lr": 4.341171737633795e-05, "mem": 57.09803056716919, "miou": 0.7856318950653076, "dice": 0.8552224040031433, "BUSI/miou": 0.7000320553779602, "BUSI/dice": 0.7917245626449585, "Brachial-Plexus/miou": 0.5926794409751892, "Brachial-Plexus/dice": 0.7191771268844604, "C-TRUS/miou": 0.5413721203804016, "C-TRUS/dice": 0.6740917563438416, "CAMUS/miou": 0.8214011788368225, "CAMUS/dice": 0.8991836905479431, "HC18/miou": 0.9079899787902832, "HC18/dice": 0.9429134726524353, "PFUS/miou": 0.5760502815246582, "PFUS/dice": 0.7126187682151794, "RegPro/miou": 0.46105119585990906, "RegPro/dice": 0.5557088255882263, "TG3K/miou": 0.8292304277420044, "TG3K/dice": 0.9021002054214478, "EchoCP/miou": 0.7405354976654053, "EchoCP/dice": 0.8474377989768982, "JNU-IFM/miou": 0.77950519323349, "JNU-IFM/dice": 0.8711439967155457, "MUP/miou": 0.914824903011322, "MUP/dice": 0.9540842771530151, "RVENet/miou": 0.9111884832382202, "RVENet/dice": 0.9525730609893799, "SegThy/miou": 0.6239201426506042, "SegThy/dice": 0.687545120716095, "TDSC-ABUS/miou": 0.6010024547576904, "TDSC-ABUS/dice": 0.6961675882339478, "ThyroidUSCineClip/miou": 0.6833239793777466, "ThyroidUSCineClip/dice": 0.776829719543457, "US-Nerve/miou": 0.6257094740867615, "US-Nerve/dice": 0.7537727952003479, "AbdomenUS/miou": 0.6819918751716614, "AbdomenUS/dice": 0.7968708276748657, "AUL/miou": 0.5847575068473816, "AUL/dice": 0.6915313005447388, "ASUS/miou": 0.48319220542907715, "ASUS/dice": 0.6401910781860352, "BrEaST/miou": 0.7574561834335327, "BrEaST/dice": 0.8554846048355103, "BUID/miou": 0.8377898931503296, "BUID/dice": 0.9100213050842285, "BUS/miou": 0.7850923538208008, "BUS/dice": 0.861690878868103, "BUS-UC/miou": 0.8743459582328796, "BUS-UC/dice": 0.9307016730308533, "BUS-UCLM/miou": 0.7612260580062866, "BUS-UCLM/dice": 0.8477917909622192, "BUSI-WHU/miou": 0.8046274781227112, "BUSI-WHU/dice": 0.888905942440033, "CardiacNet/miou": 0.7797123789787292, "CardiacNet/dice": 0.8635738492012024, "CardiacUDC/miou": 0.8043485879898071, "CardiacUDC/dice": 0.8873698115348816, "CDNet/miou": 0.7591033577919006, "CDNet/dice": 0.8480516672134399, "Common-Carotid-Artery/miou": 0.9048357605934143, "Common-Carotid-Artery/dice": 0.949472963809967, "EchoNet-Dynamic/miou": 0.8514208197593689, "EchoNet-Dynamic/dice": 0.9177533984184265, "EchoNet-Pediatric/miou": 0.83906090259552, "EchoNet-Pediatric/dice": 0.9093244671821594, "FASS/miou": 0.6587861776351929, "FASS/dice": 0.7762888073921204, "FALLMUD/miou": 0.5966894030570984, "FALLMUD/dice": 0.7330598831176758, "Fast-U-Net/miou": 0.8831325769424438, "Fast-U-Net/dice": 0.9365519881248474, "GIST514-DB/miou": 0.7196564674377441, "GIST514-DB/dice": 0.8186562061309814, "LUSS/miou": 0.5935506820678711, "LUSS/dice": 0.7210258841514587, "MI-SegNet/miou": 0.8865222334861755, "MI-SegNet/dice": 0.9384738802909851, "MMOTU-2d/miou": 0.7343130111694336, "MMOTU-2d/dice": 0.817247211933136, "PPL/miou": 0.7476596832275391, "PPL/dice": 0.8433166146278381, "S1/miou": 0.9231675863265991, "S1/dice": 0.9599118232727051, "STMUS-NDA/miou": 0.8059699535369873, "STMUS-NDA/dice": 0.8889591693878174, "STU-Hospital/miou": 0.8518195152282715, "STU-Hospital/dice": 0.9199260473251343, "TN3K/miou": 0.7569478750228882, "TN3K/dice": 0.8430432677268982, "TNSCUI/miou": 0.7759168744087219, "TNSCUI/dice": 0.8620398640632629, "UBPD/miou": 0.5782181620597839, "UBPD/dice": 0.693639874458313, "US105/miou": 0.7720738053321838, "US105/dice": 0.8705689907073975}
{"step": 8261, "epoch": 5, "timestamp": "2026-05-26T21:53:58.505Z", "val_loss": 2.291027549086817, "lr": 4.0727244562624226e-05, "mem": 57.09595537185669, "miou": 0.8155555725097656, "dice": 0.8830360174179077, "BUSI/miou": 0.7214930057525635, "BUSI/dice": 0.8138415813446045, "Brachial-Plexus/miou": 0.5954059362411499, "Brachial-Plexus/dice": 0.7185531854629517, "C-TRUS/miou": 0.5673726201057434, "C-TRUS/dice": 0.7023985981941223, "CAMUS/miou": 0.8258326053619385, "CAMUS/dice": 0.9020259976387024, "HC18/miou": 0.9171201586723328, "HC18/dice": 0.9479525685310364, "PFUS/miou": 0.5548242926597595, "PFUS/dice": 0.6957733631134033, "RegPro/miou": 0.6964423656463623, "RegPro/dice": 0.7785417437553406, "TG3K/miou": 0.8429105877876282, "TG3K/dice": 0.9104641079902649, "EchoCP/miou": 0.7675858736038208, "EchoCP/dice": 0.8655381798744202, "JNU-IFM/miou": 0.8059141635894775, "JNU-IFM/dice": 0.8893109560012817, "MUP/miou": 0.9232616424560547, "MUP/dice": 0.9587289094924927, "RVENet/miou": 0.9253572225570679, "RVENet/dice": 0.9606650471687317, "SegThy/miou": 0.8000483512878418, "SegThy/dice": 0.8723541498184204, "TDSC-ABUS/miou": 0.6145436763763428, "TDSC-ABUS/dice": 0.7108193635940552, "ThyroidUSCineClip/miou": 0.7603907585144043, "ThyroidUSCineClip/dice": 0.8487964868545532, "US-Nerve/miou": 0.6577576398849487, "US-Nerve/dice": 0.7769317626953125, "AbdomenUS/miou": 0.6826717853546143, "AbdomenUS/dice": 0.7979177832603455, "AUL/miou": 0.6190574765205383, "AUL/dice": 0.7246172428131104, "ASUS/miou": 0.4924224019050598, "ASUS/dice": 0.6485413312911987, "BrEaST/miou": 0.7674999237060547, "BrEaST/dice": 0.8639345169067383, "BUID/miou": 0.8521056175231934, "BUID/dice": 0.9189333915710449, "BUS/miou": 0.771167516708374, "BUS/dice": 0.8566087484359741, "BUS-UC/miou": 0.8738722801208496, "BUS-UC/dice": 0.930958092212677, "BUS-UCLM/miou": 0.779391884803772, "BUS-UCLM/dice": 0.8663373589515686, "BUSI-WHU/miou": 0.8141536116600037, "BUSI-WHU/dice": 0.8955340385437012, "CardiacNet/miou": 0.7883220911026001, "CardiacNet/dice": 0.8695221543312073, "CardiacUDC/miou": 0.815721869468689, "CardiacUDC/dice": 0.8953086137771606, "CDNet/miou": 0.8162256479263306, "CDNet/dice": 0.8949974775314331, "Common-Carotid-Artery/miou": 0.9092035293579102, "Common-Carotid-Artery/dice": 0.9519354104995728, "EchoNet-Dynamic/miou": 0.8497301340103149, "EchoNet-Dynamic/dice": 0.9167842268943787, "EchoNet-Pediatric/miou": 0.8411253094673157, "EchoNet-Pediatric/dice": 0.9107566475868225, "FASS/miou": 0.6633406281471252, "FASS/dice": 0.7805641889572144, "FALLMUD/miou": 0.582598865032196, "FALLMUD/dice": 0.7215911746025085, "Fast-U-Net/miou": 0.9117189049720764, "Fast-U-Net/dice": 0.9531856775283813, "GIST514-DB/miou": 0.7466206550598145, "GIST514-DB/dice": 0.8374466896057129, "LUSS/miou": 0.6017427444458008, "LUSS/dice": 0.727114200592041, "MI-SegNet/miou": 0.8820658922195435, "MI-SegNet/dice": 0.9356757402420044, "MMOTU-2d/miou": 0.805140495300293, "MMOTU-2d/dice": 0.8741475343704224, "PPL/miou": 0.768643856048584, "PPL/dice": 0.859632670879364, "S1/miou": 0.9220895767211914, "S1/dice": 0.9590733051300049, "STMUS-NDA/miou": 0.8076290488243103, "STMUS-NDA/dice": 0.8892700672149658, "STU-Hospital/miou": 0.8446625471115112, "STU-Hospital/dice": 0.9157687425613403, "TN3K/miou": 0.7660120129585266, "TN3K/dice": 0.8514053225517273, "TNSCUI/miou": 0.8124895095825195, "TNSCUI/dice": 0.8897107243537903, "UBPD/miou": 0.6205388307571411, "UBPD/dice": 0.7369526624679565, "US105/miou": 0.7250248193740845, "US105/dice": 0.839910089969635}
{"step": 9638, "epoch": 6, "timestamp": "2026-05-26T22:23:55.057Z", "val_loss": 4.050713343336093, "lr": 3.771707308907081e-05, "mem": 57.09967851638794, "miou": 0.7790151834487915, "dice": 0.8419609069824219, "BUSI/miou": 0.7300674915313721, "BUSI/dice": 0.8208919167518616, "Brachial-Plexus/miou": 0.5827879309654236, "Brachial-Plexus/dice": 0.7070719599723816, "C-TRUS/miou": 0.5475360751152039, "C-TRUS/dice": 0.678155243396759, "CAMUS/miou": 0.8321946263313293, "CAMUS/dice": 0.9054084420204163, "HC18/miou": 0.9007176160812378, "HC18/dice": 0.9341558814048767, "PFUS/miou": 0.5783901810646057, "PFUS/dice": 0.7141029238700867, "RegPro/miou": 0.7092323899269104, "RegPro/dice": 0.7907171845436096, "TG3K/miou": 0.8469337821006775, "TG3K/dice": 0.9132220149040222, "EchoCP/miou": 0.7614530920982361, "EchoCP/dice": 0.861174464225769, "JNU-IFM/miou": 0.8113168478012085, "JNU-IFM/dice": 0.8928581476211548, "MUP/miou": 0.9159991145133972, "MUP/dice": 0.9544423818588257, "RVENet/miou": 0.9254249930381775, "RVENet/dice": 0.960626482963562, "SegThy/miou": 0.4802415072917938, "SegThy/dice": 0.5225585103034973, "TDSC-ABUS/miou": 0.5036764740943909, "TDSC-ABUS/dice": 0.6118292212486267, "ThyroidUSCineClip/miou": 0.7070527672767639, "ThyroidUSCineClip/dice": 0.8073388338088989, "US-Nerve/miou": 0.6625818610191345, "US-Nerve/dice": 0.7798696756362915, "AbdomenUS/miou": 0.5874903202056885, "AbdomenUS/dice": 0.6916256546974182, "AUL/miou": 0.6299538612365723, "AUL/dice": 0.7300294637680054, "ASUS/miou": 0.4825248718261719, "ASUS/dice": 0.6378137469291687, "BrEaST/miou": 0.7903109788894653, "BrEaST/dice": 0.8791888952255249, "BUID/miou": 0.8422989249229431, "BUID/dice": 0.9130212664604187, "BUS/miou": 0.802927553653717, "BUS/dice": 0.8849499225616455, "BUS-UC/miou": 0.8770840764045715, "BUS-UC/dice": 0.9329128265380859, "BUS-UCLM/miou": 0.7592535018920898, "BUS-UCLM/dice": 0.8508228063583374, "BUSI-WHU/miou": 0.8161413073539734, "BUSI-WHU/dice": 0.89592045545578, "CardiacNet/miou": 0.7908408641815186, "CardiacNet/dice": 0.8708285093307495, "CardiacUDC/miou": 0.8167070150375366, "CardiacUDC/dice": 0.8958488702774048, "CDNet/miou": 0.7677819132804871, "CDNet/dice": 0.8595453500747681, "Common-Carotid-Artery/miou": 0.9105413556098938, "Common-Carotid-Artery/dice": 0.952597975730896, "EchoNet-Dynamic/miou": 0.8566398620605469, "EchoNet-Dynamic/dice": 0.920851469039917, "EchoNet-Pediatric/miou": 0.8463191390037537, "EchoNet-Pediatric/dice": 0.9139823317527771, "FASS/miou": 0.673753559589386, "FASS/dice": 0.7893685698509216, "FALLMUD/miou": 0.6137209534645081, "FALLMUD/dice": 0.7465326189994812, "Fast-U-Net/miou": 0.9252527952194214, "Fast-U-Net/dice": 0.9607017040252686, "GIST514-DB/miou": 0.746019721031189, "GIST514-DB/dice": 0.8394085764884949, "LUSS/miou": 0.5890551805496216, "LUSS/dice": 0.7128539681434631, "MI-SegNet/miou": 0.8860368728637695, "MI-SegNet/dice": 0.9378747344017029, "MMOTU-2d/miou": 0.8266666531562805, "MMOTU-2d/dice": 0.8923877477645874, "PPL/miou": 0.772287130355835, "PPL/dice": 0.8640396595001221, "S1/miou": 0.9286564588546753, "S1/dice": 0.9627010226249695, "STMUS-NDA/miou": 0.8137218952178955, "STMUS-NDA/dice": 0.8937526941299438, "STU-Hospital/miou": 0.8560160398483276, "STU-Hospital/dice": 0.9224108457565308, "TN3K/miou": 0.7732324004173279, "TN3K/dice": 0.8605523705482483, "TNSCUI/miou": 0.7995059490203857, "TNSCUI/dice": 0.8797623515129089, "UBPD/miou": 0.6483511924743652, "UBPD/dice": 0.7634903788566589, "US105/miou": 0.7445377111434937, "US105/dice": 0.8528470396995544}
{"step": 11015, "epoch": 7, "timestamp": "2026-05-26T22:53:42.569Z", "val_loss": 2.61475336946399, "lr": 3.4455323367542956e-05, "mem": 57.09402894973755, "miou": 0.8213068246841431, "dice": 0.886104166507721, "BUSI/miou": 0.7151046991348267, "BUSI/dice": 0.8059049844741821, "Brachial-Plexus/miou": 0.579262912273407, "Brachial-Plexus/dice": 0.7012500762939453, "C-TRUS/miou": 0.5174048542976379, "C-TRUS/dice": 0.6496182084083557, "CAMUS/miou": 0.8347309827804565, "CAMUS/dice": 0.9073970913887024, "HC18/miou": 0.8887689709663391, "HC18/dice": 0.9221404194831848, "PFUS/miou": 0.5744033455848694, "PFUS/dice": 0.706606924533844, "RegPro/miou": 0.7626428008079529, "RegPro/dice": 0.8353899717330933, "TG3K/miou": 0.8459627032279968, "TG3K/dice": 0.9130373597145081, "EchoCP/miou": 0.7589805126190186, "EchoCP/dice": 0.8595668077468872, "JNU-IFM/miou": 0.8037534356117249, "JNU-IFM/dice": 0.8873364329338074, "MUP/miou": 0.9231870174407959, "MUP/dice": 0.9590001702308655, "RVENet/miou": 0.929111123085022, "RVENet/dice": 0.9627642631530762, "SegThy/miou": 0.8065767288208008, "SegThy/dice": 0.8776640295982361, "TDSC-ABUS/miou": 0.6197859048843384, "TDSC-ABUS/dice": 0.7150116562843323, "ThyroidUSCineClip/miou": 0.7150350213050842, "ThyroidUSCineClip/dice": 0.811684787273407, "US-Nerve/miou": 0.6744716167449951, "US-Nerve/dice": 0.791671097278595, "AbdomenUS/miou": 0.633284866809845, "AbdomenUS/dice": 0.733729362487793, "AUL/miou": 0.6533125042915344, "AUL/dice": 0.7502164244651794, "ASUS/miou": 0.49783891439437866, "ASUS/dice": 0.6522747278213501, "BrEaST/miou": 0.7674164175987244, "BrEaST/dice": 0.8585096597671509, "BUID/miou": 0.851168155670166, "BUID/dice": 0.9186404943466187, "BUS/miou": 0.8350481986999512, "BUS/dice": 0.9055845141410828, "BUS-UC/miou": 0.8684929013252258, "BUS-UC/dice": 0.9270360469818115, "BUS-UCLM/miou": 0.7421414852142334, "BUS-UCLM/dice": 0.8326309323310852, "BUSI-WHU/miou": 0.8184831738471985, "BUSI-WHU/dice": 0.8976041674613953, "CardiacNet/miou": 0.7915523052215576, "CardiacNet/dice": 0.8716791868209839, "CardiacUDC/miou": 0.8190088272094727, "CardiacUDC/dice": 0.897112250328064, "CDNet/miou": 0.7610920667648315, "CDNet/dice": 0.8488730788230896, "Common-Carotid-Artery/miou": 0.9080655574798584, "Common-Carotid-Artery/dice": 0.9512602090835571, "EchoNet-Dynamic/miou": 0.857984185218811, "EchoNet-Dynamic/dice": 0.921780526638031, "EchoNet-Pediatric/miou": 0.8457227349281311, "EchoNet-Pediatric/dice": 0.9137623310089111, "FASS/miou": 0.6620943546295166, "FASS/dice": 0.7783889770507812, "FALLMUD/miou": 0.6177228093147278, "FALLMUD/dice": 0.7467955946922302, "Fast-U-Net/miou": 0.9116430878639221, "Fast-U-Net/dice": 0.9531255960464478, "GIST514-DB/miou": 0.729154646396637, "GIST514-DB/dice": 0.8267360925674438, "LUSS/miou": 0.6016884446144104, "LUSS/dice": 0.7241411805152893, "MI-SegNet/miou": 0.8909578919410706, "MI-SegNet/dice": 0.9406817555427551, "MMOTU-2d/miou": 0.7783190608024597, "MMOTU-2d/dice": 0.854574978351593, "PPL/miou": 0.7662680745124817, "PPL/dice": 0.8593970537185669, "S1/miou": 0.9391300082206726, "S1/dice": 0.968504786491394, "STMUS-NDA/miou": 0.8123708963394165, "STMUS-NDA/dice": 0.8930587768554688, "STU-Hospital/miou": 0.8463610410690308, "STU-Hospital/dice": 0.9167653918266296, "TN3K/miou": 0.7641506791114807, "TN3K/dice": 0.8503770232200623, "TNSCUI/miou": 0.7943928241729736, "TNSCUI/dice": 0.8742364048957825, "UBPD/miou": 0.631413459777832, "UBPD/dice": 0.747835099697113, "US105/miou": 0.7347795367240906, "US105/dice": 0.8460565805435181}
{"step": 12392, "epoch": 8, "timestamp": "2026-05-26T23:23:34.782Z", "val_loss": 2.2647794003518213, "lr": 3.1022310501311364e-05, "mem": 57.09279680252075, "miou": 0.82481849193573, "dice": 0.8901288509368896, "BUSI/miou": 0.723390519618988, "BUSI/dice": 0.8115156888961792, "Brachial-Plexus/miou": 0.6215377449989319, "Brachial-Plexus/dice": 0.7527145743370056, "C-TRUS/miou": 0.567666232585907, "C-TRUS/dice": 0.6988379955291748, "CAMUS/miou": 0.8305517435073853, "CAMUS/dice": 0.9049739241600037, "HC18/miou": 0.9235424995422363, "HC18/dice": 0.9503150582313538, "PFUS/miou": 0.5734120607376099, "PFUS/dice": 0.7086185812950134, "RegPro/miou": 0.734330415725708, "RegPro/dice": 0.8090166449546814, "TG3K/miou": 0.8540729284286499, "TG3K/dice": 0.9180446863174438, "EchoCP/miou": 0.7552422285079956, "EchoCP/dice": 0.8559858798980713, "JNU-IFM/miou": 0.7900099754333496, "JNU-IFM/dice": 0.8767277598381042, "MUP/miou": 0.9223446249961853, "MUP/dice": 0.9562612771987915, "RVENet/miou": 0.9309332370758057, "RVENet/dice": 0.9636485576629639, "SegThy/miou": 0.8136619925498962, "SegThy/dice": 0.8854678869247437, "TDSC-ABUS/miou": 0.5966200828552246, "TDSC-ABUS/dice": 0.6904201507568359, "ThyroidUSCineClip/miou": 0.7419534921646118, "ThyroidUSCineClip/dice": 0.8320613503456116, "US-Nerve/miou": 0.6704425811767578, "US-Nerve/dice": 0.7894170880317688, "AbdomenUS/miou": 0.6205456256866455, "AbdomenUS/dice": 0.720363438129425, "AUL/miou": 0.653214693069458, "AUL/dice": 0.751084566116333, "ASUS/miou": 0.5016252398490906, "ASUS/dice": 0.6556539535522461, "BrEaST/miou": 0.7740327715873718, "BrEaST/dice": 0.8646240234375, "BUID/miou": 0.8472422361373901, "BUID/dice": 0.9158990383148193, "BUS/miou": 0.7953149676322937, "BUS/dice": 0.8706666231155396, "BUS-UC/miou": 0.8771659731864929, "BUS-UC/dice": 0.9330825209617615, "BUS-UCLM/miou": 0.7447659969329834, "BUS-UCLM/dice": 0.8323531150817871, "BUSI-WHU/miou": 0.8125072121620178, "BUSI-WHU/dice": 0.893853485584259, "CardiacNet/miou": 0.8008319139480591, "CardiacNet/dice": 0.8776823282241821, "CardiacUDC/miou": 0.8149799108505249, "CardiacUDC/dice": 0.8942320942878723, "CDNet/miou": 0.7742431163787842, "CDNet/dice": 0.8576812744140625, "Common-Carotid-Artery/miou": 0.9134308099746704, "Common-Carotid-Artery/dice": 0.9541683197021484, "EchoNet-Dynamic/miou": 0.8530887365341187, "EchoNet-Dynamic/dice": 0.9188165664672852, "EchoNet-Pediatric/miou": 0.8449358344078064, "EchoNet-Pediatric/dice": 0.9129210710525513, "FASS/miou": 0.6815322041511536, "FASS/dice": 0.7966068983078003, "FALLMUD/miou": 0.6404094099998474, "FALLMUD/dice": 0.7725915908813477, "Fast-U-Net/miou": 0.9186204671859741, "Fast-U-Net/dice": 0.9570349454879761, "GIST514-DB/miou": 0.7365856766700745, "GIST514-DB/dice": 0.8316512703895569, "LUSS/miou": 0.6108275651931763, "LUSS/dice": 0.7382254600524902, "MI-SegNet/miou": 0.8921645283699036, "MI-SegNet/dice": 0.9414993524551392, "MMOTU-2d/miou": 0.8314463496208191, "MMOTU-2d/dice": 0.8954745531082153, "PPL/miou": 0.7820258140563965, "PPL/dice": 0.8703489899635315, "S1/miou": 0.9409006237983704, "S1/dice": 0.9694370031356812, "STMUS-NDA/miou": 0.8167346715927124, "STMUS-NDA/dice": 0.8958861827850342, "STU-Hospital/miou": 0.8579127788543701, "STU-Hospital/dice": 0.923508882522583, "TN3K/miou": 0.7769855260848999, "TN3K/dice": 0.8611912131309509, "TNSCUI/miou": 0.8049695491790771, "TNSCUI/dice": 0.88409024477005, "UBPD/miou": 0.6531433463096619, "UBPD/dice": 0.7625880241394043, "US105/miou": 0.7471940517425537, "US105/dice": 0.8544762134552002}
{"step": 13769, "epoch": 9, "timestamp": "2026-05-26T23:53:30.999Z", "val_loss": 2.5920555670529803, "lr": 2.7502566660659136e-05, "mem": 57.09967851638794, "miou": 0.823419988155365, "dice": 0.8884101510047913, "BUSI/miou": 0.7382656931877136, "BUSI/dice": 0.825279951095581, "Brachial-Plexus/miou": 0.5986684560775757, "Brachial-Plexus/dice": 0.7199223041534424, "C-TRUS/miou": 0.5634743571281433, "C-TRUS/dice": 0.6955611109733582, "CAMUS/miou": 0.83250492811203, "CAMUS/dice": 0.9059862494468689, "HC18/miou": 0.9280779957771301, "HC18/dice": 0.9541121125221252, "PFUS/miou": 0.5739511847496033, "PFUS/dice": 0.7091061472892761, "RegPro/miou": 0.7657197117805481, "RegPro/dice": 0.8439121246337891, "TG3K/miou": 0.8598489165306091, "TG3K/dice": 0.9213303327560425, "EchoCP/miou": 0.7766492962837219, "EchoCP/dice": 0.8713595271110535, "JNU-IFM/miou": 0.8126704096794128, "JNU-IFM/dice": 0.8919696807861328, "MUP/miou": 0.9240944385528564, "MUP/dice": 0.9579674005508423, "RVENet/miou": 0.9308357834815979, "RVENet/dice": 0.9635336995124817, "SegThy/miou": 0.8058775663375854, "SegThy/dice": 0.879630446434021, "TDSC-ABUS/miou": 0.6217078566551208, "TDSC-ABUS/dice": 0.7139007449150085, "ThyroidUSCineClip/miou": 0.7214543223381042, "ThyroidUSCineClip/dice": 0.819390058517456, "US-Nerve/miou": 0.6668174266815186, "US-Nerve/dice": 0.7837496399879456, "AbdomenUS/miou": 0.672905683517456, "AbdomenUS/dice": 0.7892473340034485, "AUL/miou": 0.6420965194702148, "AUL/dice": 0.7420758605003357, "ASUS/miou": 0.4979020059108734, "ASUS/dice": 0.6525840759277344, "BrEaST/miou": 0.7249593734741211, "BrEaST/dice": 0.8177009224891663, "BUID/miou": 0.7784236669540405, "BUID/dice": 0.8587080240249634, "BUS/miou": 0.8071900010108948, "BUS/dice": 0.8875080347061157, "BUS-UC/miou": 0.8731341361999512, "BUS-UC/dice": 0.9302961230278015, "BUS-UCLM/miou": 0.7516649961471558, "BUS-UCLM/dice": 0.8427886962890625, "BUSI-WHU/miou": 0.8185775876045227, "BUSI-WHU/dice": 0.8981577754020691, "CardiacNet/miou": 0.8021268844604492, "CardiacNet/dice": 0.8783802390098572, "CardiacUDC/miou": 0.8161928057670593, "CardiacUDC/dice": 0.8955999612808228, "CDNet/miou": 0.7691609859466553, "CDNet/dice": 0.8613501787185669, "Common-Carotid-Artery/miou": 0.9196560382843018, "Common-Carotid-Artery/dice": 0.9575871229171753, "EchoNet-Dynamic/miou": 0.8614510893821716, "EchoNet-Dynamic/dice": 0.9238393902778625, "EchoNet-Pediatric/miou": 0.8469845652580261, "EchoNet-Pediatric/dice": 0.9144312143325806, "FASS/miou": 0.6791113615036011, "FASS/dice": 0.7934520244598389, "FALLMUD/miou": 0.6148977875709534, "FALLMUD/dice": 0.7487204670906067, "Fast-U-Net/miou": 0.9240366220474243, "Fast-U-Net/dice": 0.96006840467453, "GIST514-DB/miou": 0.7561116218566895, "GIST514-DB/dice": 0.8471433520317078, "LUSS/miou": 0.6148476600646973, "LUSS/dice": 0.7391084432601929, "MI-SegNet/miou": 0.8987441658973694, "MI-SegNet/dice": 0.9453871846199036, "MMOTU-2d/miou": 0.8271735906600952, "MMOTU-2d/dice": 0.8928028345108032, "PPL/miou": 0.7765676975250244, "PPL/dice": 0.8661450743675232, "S1/miou": 0.9383161067962646, "S1/dice": 0.9680863618850708, "STMUS-NDA/miou": 0.8169280290603638, "STMUS-NDA/dice": 0.8960011005401611, "STU-Hospital/miou": 0.8587296605110168, "STU-Hospital/dice": 0.9239757061004639, "TN3K/miou": 0.768856942653656, "TN3K/dice": 0.8536924719810486, "TNSCUI/miou": 0.805916965007782, "TNSCUI/dice": 0.8835723996162415, "UBPD/miou": 0.6606401205062866, "UBPD/dice": 0.7698661684989929, "US105/miou": 0.7448900938034058, "US105/dice": 0.8529196381568909}
{"step": 15146, "epoch": 10, "timestamp": "2026-05-27T00:23:27.168Z", "val_loss": 2.41876948274524, "lr": 2.3982759620303225e-05, "mem": 57.08661699295044, "miou": 0.8319969773292542, "dice": 0.8955725431442261, "BUSI/miou": 0.7226580381393433, "BUSI/dice": 0.8136306405067444, "Brachial-Plexus/miou": 0.6413539052009583, "Brachial-Plexus/dice": 0.7720544338226318, "C-TRUS/miou": 0.5694705843925476, "C-TRUS/dice": 0.7075473666191101, "CAMUS/miou": 0.8363549709320068, "CAMUS/dice": 0.9086970090866089, "HC18/miou": 0.9209120869636536, "HC18/dice": 0.9476541876792908, "PFUS/miou": 0.5942287445068359, "PFUS/dice": 0.7246264219284058, "RegPro/miou": 0.7466404438018799, "RegPro/dice": 0.8275361657142639, "TG3K/miou": 0.8665907382965088, "TG3K/dice": 0.9258736371994019, "EchoCP/miou": 0.7712453007698059, "EchoCP/dice": 0.8676238059997559, "JNU-IFM/miou": 0.8143349885940552, "JNU-IFM/dice": 0.8938175439834595, "MUP/miou": 0.9238784909248352, "MUP/dice": 0.9574371576309204, "RVENet/miou": 0.934123158454895, "RVENet/dice": 0.9654420614242554, "SegThy/miou": 0.8209512829780579, "SegThy/dice": 0.8913310766220093, "TDSC-ABUS/miou": 0.6376011371612549, "TDSC-ABUS/dice": 0.7330830693244934, "ThyroidUSCineClip/miou": 0.7049861550331116, "ThyroidUSCineClip/dice": 0.8028022646903992, "US-Nerve/miou": 0.652782678604126, "US-Nerve/dice": 0.7761309146881104, "AbdomenUS/miou": 0.667572557926178, "AbdomenUS/dice": 0.7895638942718506, "AUL/miou": 0.6761061549186707, "AUL/dice": 0.7729909420013428, "ASUS/miou": 0.49699318408966064, "ASUS/dice": 0.6520044207572937, "BrEaST/miou": 0.7557942867279053, "BrEaST/dice": 0.8420001268386841, "BUID/miou": 0.8450647592544556, "BUID/dice": 0.9149166345596313, "BUS/miou": 0.7970819473266602, "BUS/dice": 0.8734179735183716, "BUS-UC/miou": 0.8732843399047852, "BUS-UC/dice": 0.9301669001579285, "BUS-UCLM/miou": 0.7376665472984314, "BUS-UCLM/dice": 0.826622724533081, "BUSI-WHU/miou": 0.8071522116661072, "BUSI-WHU/dice": 0.8887662887573242, "CardiacNet/miou": 0.8029481172561646, "CardiacNet/dice": 0.8790274858474731, "CardiacUDC/miou": 0.8212930560112, "CardiacUDC/dice": 0.8983681797981262, "CDNet/miou": 0.7843232154846191, "CDNet/dice": 0.8721413612365723, "Common-Carotid-Artery/miou": 0.9194434881210327, "Common-Carotid-Artery/dice": 0.9576656222343445, "EchoNet-Dynamic/miou": 0.8586855530738831, "EchoNet-Dynamic/dice": 0.9222778677940369, "EchoNet-Pediatric/miou": 0.8445227742195129, "EchoNet-Pediatric/dice": 0.9131368398666382, "FASS/miou": 0.6875781416893005, "FASS/dice": 0.8003050684928894, "FALLMUD/miou": 0.6435794830322266, "FALLMUD/dice": 0.775079071521759, "Fast-U-Net/miou": 0.9259520173072815, "Fast-U-Net/dice": 0.9611006379127502, "GIST514-DB/miou": 0.7553901076316833, "GIST514-DB/dice": 0.8473305702209473, "LUSS/miou": 0.6012599468231201, "LUSS/dice": 0.7253451347351074, "MI-SegNet/miou": 0.897607684135437, "MI-SegNet/dice": 0.9447223544120789, "MMOTU-2d/miou": 0.7973059415817261, "MMOTU-2d/dice": 0.8680717349052429, "PPL/miou": 0.7718983888626099, "PPL/dice": 0.8627187609672546, "S1/miou": 0.9361476302146912, "S1/dice": 0.9669148921966553, "STMUS-NDA/miou": 0.815396249294281, "STMUS-NDA/dice": 0.8950513601303101, "STU-Hospital/miou": 0.849261462688446, "STU-Hospital/dice": 0.9184398651123047, "TN3K/miou": 0.764939546585083, "TN3K/dice": 0.849617063999176, "TNSCUI/miou": 0.8078465461730957, "TNSCUI/dice": 0.8864638209342957, "UBPD/miou": 0.6571252346038818, "UBPD/dice": 0.7655344009399414, "US105/miou": 0.7280232906341553, "US105/dice": 0.8414817452430725}
{"step": 16523, "epoch": 11, "timestamp": "2026-05-27T00:53:17.504Z", "val_loss": 2.350877774472268, "lr": 2.0549558711147025e-05, "mem": 57.09792375564575, "miou": 0.8301141858100891, "dice": 0.8927902579307556, "BUSI/miou": 0.7299078702926636, "BUSI/dice": 0.8174343109130859, "Brachial-Plexus/miou": 0.6155540347099304, "Brachial-Plexus/dice": 0.7344664335250854, "C-TRUS/miou": 0.5859240889549255, "C-TRUS/dice": 0.7199644446372986, "CAMUS/miou": 0.831901490688324, "CAMUS/dice": 0.9060742259025574, "HC18/miou": 0.9271880984306335, "HC18/dice": 0.9537720084190369, "PFUS/miou": 0.5897995829582214, "PFUS/dice": 0.7199462056159973, "RegPro/miou": 0.7464244365692139, "RegPro/dice": 0.8246740102767944, "TG3K/miou": 0.8713931441307068, "TG3K/dice": 0.9284746050834656, "EchoCP/miou": 0.7719924449920654, "EchoCP/dice": 0.867634654045105, "JNU-IFM/miou": 0.8334280252456665, "JNU-IFM/dice": 0.9070010781288147, "MUP/miou": 0.9264934062957764, "MUP/dice": 0.9602919220924377, "RVENet/miou": 0.9334195256233215, "RVENet/dice": 0.9650573134422302, "SegThy/miou": 0.8180842399597168, "SegThy/dice": 0.8856719732284546, "TDSC-ABUS/miou": 0.6309845447540283, "TDSC-ABUS/dice": 0.7287807464599609, "ThyroidUSCineClip/miou": 0.7630981802940369, "ThyroidUSCineClip/dice": 0.850382387638092, "US-Nerve/miou": 0.6584828495979309, "US-Nerve/dice": 0.7799310088157654, "AbdomenUS/miou": 0.5495932102203369, "AbdomenUS/dice": 0.6689490675926208, "AUL/miou": 0.6502259373664856, "AUL/dice": 0.7507166266441345, "ASUS/miou": 0.5028058886528015, "ASUS/dice": 0.6557438373565674, "BrEaST/miou": 0.744849443435669, "BrEaST/dice": 0.8367409706115723, "BUID/miou": 0.848625659942627, "BUID/dice": 0.917001485824585, "BUS/miou": 0.8262768983840942, "BUS/dice": 0.9004782438278198, "BUS-UC/miou": 0.8706762194633484, "BUS-UC/dice": 0.9282865524291992, "BUS-UCLM/miou": 0.7569518685340881, "BUS-UCLM/dice": 0.8450559973716736, "BUSI-WHU/miou": 0.7963164448738098, "BUSI-WHU/dice": 0.8800894618034363, "CardiacNet/miou": 0.8055877685546875, "CardiacNet/dice": 0.8814135789871216, "CardiacUDC/miou": 0.8300988078117371, "CardiacUDC/dice": 0.9042313694953918, "CDNet/miou": 0.7758712768554688, "CDNet/dice": 0.867461085319519, "Common-Carotid-Artery/miou": 0.9165674448013306, "Common-Carotid-Artery/dice": 0.9559928774833679, "EchoNet-Dynamic/miou": 0.8569211959838867, "EchoNet-Dynamic/dice": 0.9212870597839355, "EchoNet-Pediatric/miou": 0.8479428887367249, "EchoNet-Pediatric/dice": 0.9152413010597229, "FASS/miou": 0.6902697086334229, "FASS/dice": 0.8030781745910645, "FALLMUD/miou": 0.6546431183815002, "FALLMUD/dice": 0.7827427983283997, "Fast-U-Net/miou": 0.9172369241714478, "Fast-U-Net/dice": 0.9563223719596863, "GIST514-DB/miou": 0.752070426940918, "GIST514-DB/dice": 0.8459491729736328, "LUSS/miou": 0.6141526103019714, "LUSS/dice": 0.7372336387634277, "MI-SegNet/miou": 0.8970151543617249, "MI-SegNet/dice": 0.94436115026474, "MMOTU-2d/miou": 0.8146239519119263, "MMOTU-2d/dice": 0.881098747253418, "PPL/miou": 0.7758185863494873, "PPL/dice": 0.8666970133781433, "S1/miou": 0.9271882176399231, "S1/dice": 0.9619584083557129, "STMUS-NDA/miou": 0.8227809071540833, "STMUS-NDA/dice": 0.8998318910598755, "STU-Hospital/miou": 0.8615609407424927, "STU-Hospital/dice": 0.925621747970581, "TN3K/miou": 0.7683826684951782, "TN3K/dice": 0.8530607223510742, "TNSCUI/miou": 0.8006049990653992, "TNSCUI/dice": 0.880699634552002, "UBPD/miou": 0.6626952290534973, "UBPD/dice": 0.7694966197013855, "US105/miou": 0.7484586238861084, "US105/dice": 0.8553138375282288}
{"step": 17900, "epoch": 12, "timestamp": "2026-05-27T01:22:58.248Z", "val_loss": 2.2099886256337955, "lr": 1.7287500733714528e-05, "mem": 57.09803056716919, "miou": 0.8314187526702881, "dice": 0.8948548436164856, "BUSI/miou": 0.7256259322166443, "BUSI/dice": 0.8129006624221802, "Brachial-Plexus/miou": 0.6477975845336914, "Brachial-Plexus/dice": 0.7786750197410583, "C-TRUS/miou": 0.5574912428855896, "C-TRUS/dice": 0.6912819743156433, "CAMUS/miou": 0.8291832208633423, "CAMUS/dice": 0.904335618019104, "HC18/miou": 0.9274853467941284, "HC18/dice": 0.9537955522537231, "PFUS/miou": 0.5820907354354858, "PFUS/dice": 0.7146201729774475, "RegPro/miou": 0.7707957029342651, "RegPro/dice": 0.8422040343284607, "TG3K/miou": 0.8812381625175476, "TG3K/dice": 0.9346864819526672, "EchoCP/miou": 0.7793676853179932, "EchoCP/dice": 0.8728945851325989, "JNU-IFM/miou": 0.8286466598510742, "JNU-IFM/dice": 0.9038286209106445, "MUP/miou": 0.9226424098014832, "MUP/dice": 0.9564114809036255, "RVENet/miou": 0.933994710445404, "RVENet/dice": 0.9653533697128296, "SegThy/miou": 0.8213524222373962, "SegThy/dice": 0.889640212059021, "TDSC-ABUS/miou": 0.6183888912200928, "TDSC-ABUS/dice": 0.7102228403091431, "ThyroidUSCineClip/miou": 0.7794382572174072, "ThyroidUSCineClip/dice": 0.861539900302887, "US-Nerve/miou": 0.6725816130638123, "US-Nerve/dice": 0.7924855351448059, "AbdomenUS/miou": 0.6813517212867737, "AbdomenUS/dice": 0.7970396280288696, "AUL/miou": 0.6561504602432251, "AUL/dice": 0.7507686018943787, "ASUS/miou": 0.5101321935653687, "ASUS/dice": 0.6624386310577393, "BrEaST/miou": 0.786876916885376, "BrEaST/dice": 0.8722891211509705, "BUID/miou": 0.8436349630355835, "BUID/dice": 0.9138773679733276, "BUS/miou": 0.8326898217201233, "BUS/dice": 0.9048081040382385, "BUS-UC/miou": 0.8717064261436462, "BUS-UC/dice": 0.9289543032646179, "BUS-UCLM/miou": 0.7529356479644775, "BUS-UCLM/dice": 0.8407907485961914, "BUSI-WHU/miou": 0.8042808175086975, "BUSI-WHU/dice": 0.8872841000556946, "CardiacNet/miou": 0.8030855655670166, "CardiacNet/dice": 0.8791607618331909, "CardiacUDC/miou": 0.8233057260513306, "CardiacUDC/dice": 0.8998745083808899, "CDNet/miou": 0.7858232855796814, "CDNet/dice": 0.8736528754234314, "Common-Carotid-Artery/miou": 0.9163473844528198, "Common-Carotid-Artery/dice": 0.9557538032531738, "EchoNet-Dynamic/miou": 0.8576095700263977, "EchoNet-Dynamic/dice": 0.9215665459632874, "EchoNet-Pediatric/miou": 0.843965470790863, "EchoNet-Pediatric/dice": 0.9128928184509277, "FASS/miou": 0.6778464317321777, "FASS/dice": 0.7921835780143738, "FALLMUD/miou": 0.6556338667869568, "FALLMUD/dice": 0.7854530215263367, "Fast-U-Net/miou": 0.9243592023849487, "Fast-U-Net/dice": 0.9602247476577759, "GIST514-DB/miou": 0.7616857290267944, "GIST514-DB/dice": 0.8523404598236084, "LUSS/miou": 0.6130990982055664, "LUSS/dice": 0.7370320558547974, "MI-SegNet/miou": 0.9014658331871033, "MI-SegNet/dice": 0.9467864036560059, "MMOTU-2d/miou": 0.8175582885742188, "MMOTU-2d/dice": 0.8830035328865051, "PPL/miou": 0.77544105052948, "PPL/dice": 0.8661466240882874, "S1/miou": 0.9304690361022949, "S1/dice": 0.9638271331787109, "STMUS-NDA/miou": 0.824405312538147, "STMUS-NDA/dice": 0.9009453058242798, "STU-Hospital/miou": 0.8543020486831665, "STU-Hospital/dice": 0.9214069843292236, "TN3K/miou": 0.7801836133003235, "TN3K/dice": 0.8644786477088928, "TNSCUI/miou": 0.8107709288597107, "TNSCUI/dice": 0.8878719210624695, "UBPD/miou": 0.6679906845092773, "UBPD/dice": 0.7746613621711731, "US105/miou": 0.73640376329422, "US105/dice": 0.847822904586792}
{"step": 19277, "epoch": 13, "timestamp": "2026-05-27T01:52:49.149Z", "val_loss": 6.026762501293461, "lr": 1.4276908381559839e-05, "mem": 57.09792375564575, "miou": 0.83377605676651, "dice": 0.8960028886795044, "BUSI/miou": 0.7408334016799927, "BUSI/dice": 0.8281927108764648, "Brachial-Plexus/miou": 0.6147623062133789, "Brachial-Plexus/dice": 0.7319843769073486, "C-TRUS/miou": 0.5791692137718201, "C-TRUS/dice": 0.7135770320892334, "CAMUS/miou": 0.8378826975822449, "CAMUS/dice": 0.909564733505249, "HC18/miou": 0.9306185841560364, "HC18/dice": 0.9555686116218567, "PFUS/miou": 0.593256413936615, "PFUS/dice": 0.725787878036499, "RegPro/miou": 0.8026017546653748, "RegPro/dice": 0.8703768849372864, "TG3K/miou": 0.8839378356933594, "TG3K/dice": 0.936368465423584, "EchoCP/miou": 0.7718011736869812, "EchoCP/dice": 0.8680031895637512, "JNU-IFM/miou": 0.822396457195282, "JNU-IFM/dice": 0.8991518616676331, "MUP/miou": 0.927533745765686, "MUP/dice": 0.9601441621780396, "RVENet/miou": 0.9360849261283875, "RVENet/dice": 0.9664826393127441, "SegThy/miou": 0.8236876726150513, "SegThy/dice": 0.892882764339447, "TDSC-ABUS/miou": 0.6358127593994141, "TDSC-ABUS/dice": 0.7321333885192871, "ThyroidUSCineClip/miou": 0.7668299078941345, "ThyroidUSCineClip/dice": 0.8533400297164917, "US-Nerve/miou": 0.6819964051246643, "US-Nerve/dice": 0.7982514500617981, "AbdomenUS/miou": 0.5736382007598877, "AbdomenUS/dice": 0.6773871779441833, "AUL/miou": 0.677367091178894, "AUL/dice": 0.7682461142539978, "ASUS/miou": 0.5100404620170593, "ASUS/dice": 0.662804901599884, "BrEaST/miou": 0.749637246131897, "BrEaST/dice": 0.8386474847793579, "BUID/miou": 0.8457097411155701, "BUID/dice": 0.9149959087371826, "BUS/miou": 0.8276067972183228, "BUS/dice": 0.9016251564025879, "BUS-UC/miou": 0.8718336224555969, "BUS-UC/dice": 0.9288738369941711, "BUS-UCLM/miou": 0.7527410984039307, "BUS-UCLM/dice": 0.8405589461326599, "BUSI-WHU/miou": 0.800786018371582, "BUSI-WHU/dice": 0.882967472076416, "CardiacNet/miou": 0.806328535079956, "CardiacNet/dice": 0.8817099928855896, "CardiacUDC/miou": 0.8300255537033081, "CardiacUDC/dice": 0.9041038751602173, "CDNet/miou": 0.7681387662887573, "CDNet/dice": 0.8535356521606445, "Common-Carotid-Artery/miou": 0.9203951358795166, "Common-Carotid-Artery/dice": 0.9581246376037598, "EchoNet-Dynamic/miou": 0.8585926294326782, "EchoNet-Dynamic/dice": 0.9222902655601501, "EchoNet-Pediatric/miou": 0.8474217057228088, "EchoNet-Pediatric/dice": 0.9149878621101379, "FASS/miou": 0.6870782375335693, "FASS/dice": 0.7991548776626587, "FALLMUD/miou": 0.6569219827651978, "FALLMUD/dice": 0.7842469811439514, "Fast-U-Net/miou": 0.921165406703949, "Fast-U-Net/dice": 0.9584639072418213, "GIST514-DB/miou": 0.7553497552871704, "GIST514-DB/dice": 0.8470596671104431, "LUSS/miou": 0.6119610667228699, "LUSS/dice": 0.7356935143470764, "MI-SegNet/miou": 0.8984113931655884, "MI-SegNet/dice": 0.9450110197067261, "MMOTU-2d/miou": 0.834457278251648, "MMOTU-2d/dice": 0.8998899459838867, "PPL/miou": 0.7845835089683533, "PPL/dice": 0.8732378482818604, "S1/miou": 0.9383575916290283, "S1/dice": 0.9681034088134766, "STMUS-NDA/miou": 0.8233860731124878, "STMUS-NDA/dice": 0.8998695015907288, "STU-Hospital/miou": 0.85629802942276, "STU-Hospital/dice": 0.9225530624389648, "TN3K/miou": 0.7760767340660095, "TN3K/dice": 0.859663188457489, "TNSCUI/miou": 0.8083716034889221, "TNSCUI/dice": 0.8862021565437317, "UBPD/miou": 0.6848683953285217, "UBPD/dice": 0.7903969287872314, "US105/miou": 0.7390364408493042, "US105/dice": 0.8491935729980469}
{"step": 20654, "epoch": 14, "timestamp": "2026-05-27T02:22:29.086Z", "val_loss": 2.295369331410389, "lr": 1.159191242997622e-05, "mem": 57.06226396560669, "miou": 0.8389717936515808, "dice": 0.9009712338447571, "BUSI/miou": 0.7280267477035522, "BUSI/dice": 0.8174524307250977, "Brachial-Plexus/miou": 0.6300457119941711, "Brachial-Plexus/dice": 0.7617734670639038, "C-TRUS/miou": 0.5806292295455933, "C-TRUS/dice": 0.7161355018615723, "CAMUS/miou": 0.8358127474784851, "CAMUS/dice": 0.9083404541015625, "HC18/miou": 0.9269800186157227, "HC18/dice": 0.953548014163971, "PFUS/miou": 0.6157631278038025, "PFUS/dice": 0.7457643151283264, "RegPro/miou": 0.7670862078666687, "RegPro/dice": 0.8452954292297363, "TG3K/miou": 0.8834747076034546, "TG3K/dice": 0.9360786080360413, "EchoCP/miou": 0.7704271674156189, "EchoCP/dice": 0.8668919801712036, "JNU-IFM/miou": 0.8292800784111023, "JNU-IFM/dice": 0.9044520258903503, "MUP/miou": 0.9296141862869263, "MUP/dice": 0.9621056914329529, "RVENet/miou": 0.9380391836166382, "RVENet/dice": 0.9676039218902588, "SegThy/miou": 0.8266554474830627, "SegThy/dice": 0.8941866159439087, "TDSC-ABUS/miou": 0.6259607672691345, "TDSC-ABUS/dice": 0.7196325063705444, "ThyroidUSCineClip/miou": 0.7600358128547668, "ThyroidUSCineClip/dice": 0.8481629490852356, "US-Nerve/miou": 0.6821118593215942, "US-Nerve/dice": 0.7993941307067871, "AbdomenUS/miou": 0.5732933878898621, "AbdomenUS/dice": 0.6764400005340576, "AUL/miou": 0.67156583070755, "AUL/dice": 0.764094352722168, "ASUS/miou": 0.5091587901115417, "ASUS/dice": 0.661840558052063, "BrEaST/miou": 0.7630945444107056, "BrEaST/dice": 0.8489369750022888, "BUID/miou": 0.8445497751235962, "BUID/dice": 0.9143134355545044, "BUS/miou": 0.8268112540245056, "BUS/dice": 0.9008474946022034, "BUS-UC/miou": 0.8776664733886719, "BUS-UC/dice": 0.9331442713737488, "BUS-UCLM/miou": 0.7855252027511597, "BUS-UCLM/dice": 0.8679002523422241, "BUSI-WHU/miou": 0.8014069199562073, "BUSI-WHU/dice": 0.8834424018859863, "CardiacNet/miou": 0.8052916526794434, "CardiacNet/dice": 0.8806837797164917, "CardiacUDC/miou": 0.8251371383666992, "CardiacUDC/dice": 0.9008243680000305, "CDNet/miou": 0.7527452707290649, "CDNet/dice": 0.8430898189544678, "Common-Carotid-Artery/miou": 0.9177992939949036, "Common-Carotid-Artery/dice": 0.9565999507904053, "EchoNet-Dynamic/miou": 0.8588437438011169, "EchoNet-Dynamic/dice": 0.9223554730415344, "EchoNet-Pediatric/miou": 0.8486999869346619, "EchoNet-Pediatric/dice": 0.9157811403274536, "FASS/miou": 0.6946154236793518, "FASS/dice": 0.8068702220916748, "FALLMUD/miou": 0.6519016623497009, "FALLMUD/dice": 0.7811765670776367, "Fast-U-Net/miou": 0.9208315014839172, "Fast-U-Net/dice": 0.9583462476730347, "GIST514-DB/miou": 0.7618874311447144, "GIST514-DB/dice": 0.8533387780189514, "LUSS/miou": 0.625540554523468, "LUSS/dice": 0.7485050559043884, "MI-SegNet/miou": 0.8988355994224548, "MI-SegNet/dice": 0.9453750252723694, "MMOTU-2d/miou": 0.8225175738334656, "MMOTU-2d/dice": 0.8887714147567749, "PPL/miou": 0.7815287113189697, "PPL/dice": 0.8706982731819153, "S1/miou": 0.9377254247665405, "S1/dice": 0.9677804708480835, "STMUS-NDA/miou": 0.8221177458763123, "STMUS-NDA/dice": 0.8990281820297241, "STU-Hospital/miou": 0.8540662527084351, "STU-Hospital/dice": 0.9212281107902527, "TN3K/miou": 0.773193895816803, "TN3K/dice": 0.8581709265708923, "TNSCUI/miou": 0.8071188926696777, "TNSCUI/dice": 0.8853499293327332, "UBPD/miou": 0.6915100812911987, "UBPD/dice": 0.7958481907844543, "US105/miou": 0.7509307861328125, "US105/dice": 0.8571068644523621}
{"step": 22031, "epoch": 15, "timestamp": "2026-05-27T02:52:14.034Z", "val_loss": 2.1794704411992964, "lr": 9.2986263902823e-06, "mem": 57.06908464431763, "miou": 0.8379228115081787, "dice": 0.9004873037338257, "BUSI/miou": 0.7466013431549072, "BUSI/dice": 0.8327914476394653, "Brachial-Plexus/miou": 0.643448531627655, "Brachial-Plexus/dice": 0.7736798524856567, "C-TRUS/miou": 0.5689319372177124, "C-TRUS/dice": 0.7043696045875549, "CAMUS/miou": 0.8304426670074463, "CAMUS/dice": 0.9050422310829163, "HC18/miou": 0.9273801445960999, "HC18/dice": 0.9535195231437683, "PFUS/miou": 0.6141733527183533, "PFUS/dice": 0.7447516322135925, "RegPro/miou": 0.7949698567390442, "RegPro/dice": 0.8652836084365845, "TG3K/miou": 0.8909937143325806, "TG3K/dice": 0.9405568242073059, "EchoCP/miou": 0.7761608362197876, "EchoCP/dice": 0.8704338669776917, "JNU-IFM/miou": 0.8143462538719177, "JNU-IFM/dice": 0.8941507935523987, "MUP/miou": 0.9287230968475342, "MUP/dice": 0.9616007804870605, "RVENet/miou": 0.9366346001625061, "RVENet/dice": 0.9667701125144958, "SegThy/miou": 0.819357693195343, "SegThy/dice": 0.8890084624290466, "TDSC-ABUS/miou": 0.6278598308563232, "TDSC-ABUS/dice": 0.7214475274085999, "ThyroidUSCineClip/miou": 0.7857547402381897, "ThyroidUSCineClip/dice": 0.8676897883415222, "US-Nerve/miou": 0.6857072710990906, "US-Nerve/dice": 0.8022898435592651, "AbdomenUS/miou": 0.557599663734436, "AbdomenUS/dice": 0.6656860709190369, "AUL/miou": 0.65605229139328, "AUL/dice": 0.7530804872512817, "ASUS/miou": 0.5114368796348572, "ASUS/dice": 0.6643957495689392, "BrEaST/miou": 0.7857741117477417, "BrEaST/dice": 0.8730303645133972, "BUID/miou": 0.8412772417068481, "BUID/dice": 0.912369966506958, "BUS/miou": 0.8184419870376587, "BUS/dice": 0.8956987857818604, "BUS-UC/miou": 0.8741605281829834, "BUS-UC/dice": 0.9308339953422546, "BUS-UCLM/miou": 0.7874893546104431, "BUS-UCLM/dice": 0.868836522102356, "BUSI-WHU/miou": 0.8022287487983704, "BUSI-WHU/dice": 0.8842173218727112, "CardiacNet/miou": 0.8062814474105835, "CardiacNet/dice": 0.8812149167060852, "CardiacUDC/miou": 0.8253232836723328, "CardiacUDC/dice": 0.9010345339775085, "CDNet/miou": 0.759454607963562, "CDNet/dice": 0.8467499613761902, "Common-Carotid-Artery/miou": 0.9190957546234131, "Common-Carotid-Artery/dice": 0.9572829604148865, "EchoNet-Dynamic/miou": 0.8583860993385315, "EchoNet-Dynamic/dice": 0.9221015572547913, "EchoNet-Pediatric/miou": 0.8477519154548645, "EchoNet-Pediatric/dice": 0.9152776002883911, "FASS/miou": 0.6923854351043701, "FASS/dice": 0.8048046231269836, "FALLMUD/miou": 0.6618581414222717, "FALLMUD/dice": 0.7887541651725769, "Fast-U-Net/miou": 0.920573353767395, "Fast-U-Net/dice": 0.9581299424171448, "GIST514-DB/miou": 0.7553468942642212, "GIST514-DB/dice": 0.8485919833183289, "LUSS/miou": 0.6210952997207642, "LUSS/dice": 0.7445143461227417, "MI-SegNet/miou": 0.9032195806503296, "MI-SegNet/dice": 0.9477619528770447, "MMOTU-2d/miou": 0.8357389569282532, "MMOTU-2d/dice": 0.8999935388565063, "PPL/miou": 0.7804851531982422, "PPL/dice": 0.8697596788406372, "S1/miou": 0.9366785287857056, "S1/dice": 0.9672225117683411, "STMUS-NDA/miou": 0.8243309855461121, "STMUS-NDA/dice": 0.9005248546600342, "STU-Hospital/miou": 0.8477156162261963, "STU-Hospital/dice": 0.9175171256065369, "TN3K/miou": 0.7702574133872986, "TN3K/dice": 0.8551136255264282, "TNSCUI/miou": 0.8107840418815613, "TNSCUI/dice": 0.8868359923362732, "UBPD/miou": 0.6909053921699524, "UBPD/dice": 0.7954049110412598, "US105/miou": 0.7510274648666382, "US105/dice": 0.8571564555168152}
{"step": 23408, "epoch": 16, "timestamp": "2026-05-27T03:21:55.247Z", "val_loss": 2.166690649575745, "lr": 7.453518575755373e-06, "mem": 57.06908464431763, "miou": 0.8367132544517517, "dice": 0.899059534072876, "BUSI/miou": 0.7332433462142944, "BUSI/dice": 0.8225967884063721, "Brachial-Plexus/miou": 0.6450545191764832, "Brachial-Plexus/dice": 0.7750390768051147, "C-TRUS/miou": 0.5690325498580933, "C-TRUS/dice": 0.7028908133506775, "CAMUS/miou": 0.8365610241889954, "CAMUS/dice": 0.9087096452713013, "HC18/miou": 0.927866518497467, "HC18/dice": 0.9538016319274902, "PFUS/miou": 0.6026450395584106, "PFUS/dice": 0.7333840727806091, "RegPro/miou": 0.7683616280555725, "RegPro/dice": 0.8393440246582031, "TG3K/miou": 0.8891169428825378, "TG3K/dice": 0.939437210559845, "EchoCP/miou": 0.7753063440322876, "EchoCP/dice": 0.8701062798500061, "JNU-IFM/miou": 0.8100431561470032, "JNU-IFM/dice": 0.890643298625946, "MUP/miou": 0.9270081520080566, "MUP/dice": 0.9607597589492798, "RVENet/miou": 0.9368937015533447, "RVENet/dice": 0.9669215083122253, "SegThy/miou": 0.8228265643119812, "SegThy/dice": 0.891457736492157, "TDSC-ABUS/miou": 0.6435830593109131, "TDSC-ABUS/dice": 0.7404881715774536, "ThyroidUSCineClip/miou": 0.775801420211792, "ThyroidUSCineClip/dice": 0.8602783679962158, "US-Nerve/miou": 0.6801034808158875, "US-Nerve/dice": 0.7974518537521362, "AbdomenUS/miou": 0.5509950518608093, "AbdomenUS/dice": 0.659122884273529, "AUL/miou": 0.6714655756950378, "AUL/dice": 0.7626492977142334, "ASUS/miou": 0.5124666094779968, "ASUS/dice": 0.6650127172470093, "BrEaST/miou": 0.7586442232131958, "BrEaST/dice": 0.8448940515518188, "BUID/miou": 0.8458929657936096, "BUID/dice": 0.9153090715408325, "BUS/miou": 0.8190357089042664, "BUS/dice": 0.8964728713035583, "BUS-UC/miou": 0.8771786689758301, "BUS-UC/dice": 0.9328131079673767, "BUS-UCLM/miou": 0.7686761617660522, "BUS-UCLM/dice": 0.8547924757003784, "BUSI-WHU/miou": 0.8005852699279785, "BUSI-WHU/dice": 0.8827081322669983, "CardiacNet/miou": 0.8052396774291992, "CardiacNet/dice": 0.8806276917457581, "CardiacUDC/miou": 0.8252578973770142, "CardiacUDC/dice": 0.9011882543563843, "CDNet/miou": 0.7511800527572632, "CDNet/dice": 0.8409484028816223, "Common-Carotid-Artery/miou": 0.9176545739173889, "Common-Carotid-Artery/dice": 0.9564566612243652, "EchoNet-Dynamic/miou": 0.858826756477356, "EchoNet-Dynamic/dice": 0.9223432540893555, "EchoNet-Pediatric/miou": 0.845960259437561, "EchoNet-Pediatric/dice": 0.9141326546669006, "FASS/miou": 0.6903040409088135, "FASS/dice": 0.8032745718955994, "FALLMUD/miou": 0.6693902015686035, "FALLMUD/dice": 0.7958027720451355, "Fast-U-Net/miou": 0.9209513664245605, "Fast-U-Net/dice": 0.9582903385162354, "GIST514-DB/miou": 0.7596516609191895, "GIST514-DB/dice": 0.8515521287918091, "LUSS/miou": 0.6184016466140747, "LUSS/dice": 0.7434150576591492, "MI-SegNet/miou": 0.9002262949943542, "MI-SegNet/dice": 0.9459630250930786, "MMOTU-2d/miou": 0.8366957902908325, "MMOTU-2d/dice": 0.9005957841873169, "PPL/miou": 0.7790162563323975, "PPL/dice": 0.8686150908470154, "S1/miou": 0.9376832246780396, "S1/dice": 0.967748761177063, "STMUS-NDA/miou": 0.8238567113876343, "STMUS-NDA/dice": 0.9001429080963135, "STU-Hospital/miou": 0.8526780605316162, "STU-Hospital/dice": 0.9204391837120056, "TN3K/miou": 0.7764679193496704, "TN3K/dice": 0.861240029335022, "TNSCUI/miou": 0.8148134350776672, "TNSCUI/dice": 0.8911444544792175, "UBPD/miou": 0.6958686113357544, "UBPD/dice": 0.8007100224494934, "US105/miou": 0.7468274831771851, "US105/dice": 0.8544228672981262}
{"step": 24785, "epoch": 17, "timestamp": "2026-05-27T03:51:37.785Z", "val_loss": 2.208045201585782, "lr": 6.1020216643508385e-06, "mem": 57.06456804275513, "miou": 0.8358443379402161, "dice": 0.8978283405303955, "BUSI/miou": 0.7351554036140442, "BUSI/dice": 0.8218607902526855, "Brachial-Plexus/miou": 0.6327263116836548, "Brachial-Plexus/dice": 0.7650595307350159, "C-TRUS/miou": 0.5633600354194641, "C-TRUS/dice": 0.7001236081123352, "CAMUS/miou": 0.8427038788795471, "CAMUS/dice": 0.9125082492828369, "HC18/miou": 0.9285094141960144, "HC18/dice": 0.9541506767272949, "PFUS/miou": 0.5989323258399963, "PFUS/dice": 0.728161096572876, "RegPro/miou": 0.7409834265708923, "RegPro/dice": 0.8202210664749146, "TG3K/miou": 0.8930080533027649, "TG3K/dice": 0.9417675733566284, "EchoCP/miou": 0.7732728123664856, "EchoCP/dice": 0.8688597679138184, "JNU-IFM/miou": 0.8321362137794495, "JNU-IFM/dice": 0.9055697321891785, "MUP/miou": 0.9256887435913086, "MUP/dice": 0.9591723680496216, "RVENet/miou": 0.9381765127182007, "RVENet/dice": 0.9676340818405151, "SegThy/miou": 0.8189837336540222, "SegThy/dice": 0.889110267162323, "TDSC-ABUS/miou": 0.6205059885978699, "TDSC-ABUS/dice": 0.7144150733947754, "ThyroidUSCineClip/miou": 0.7610529661178589, "ThyroidUSCineClip/dice": 0.8487654328346252, "US-Nerve/miou": 0.6785061955451965, "US-Nerve/dice": 0.7969856858253479, "AbdomenUS/miou": 0.5449793338775635, "AbdomenUS/dice": 0.6589738726615906, "AUL/miou": 0.6814038753509521, "AUL/dice": 0.7712113857269287, "ASUS/miou": 0.518646240234375, "ASUS/dice": 0.670799732208252, "BrEaST/miou": 0.7633239030838013, "BrEaST/dice": 0.8491801023483276, "BUID/miou": 0.84614497423172, "BUID/dice": 0.9153354167938232, "BUS/miou": 0.821084201335907, "BUS/dice": 0.8980808258056641, "BUS-UC/miou": 0.872672975063324, "BUS-UC/dice": 0.9295873641967773, "BUS-UCLM/miou": 0.7683442831039429, "BUS-UCLM/dice": 0.8551461100578308, "BUSI-WHU/miou": 0.8028811812400818, "BUSI-WHU/dice": 0.8855113983154297, "CardiacNet/miou": 0.8074885010719299, "CardiacNet/dice": 0.8820189237594604, "CardiacUDC/miou": 0.8323804140090942, "CardiacUDC/dice": 0.9057073593139648, "CDNet/miou": 0.7567647695541382, "CDNet/dice": 0.8456017971038818, "Common-Carotid-Artery/miou": 0.9219611287117004, "Common-Carotid-Artery/dice": 0.9589552879333496, "EchoNet-Dynamic/miou": 0.8588352799415588, "EchoNet-Dynamic/dice": 0.922481119632721, "EchoNet-Pediatric/miou": 0.8501923084259033, "EchoNet-Pediatric/dice": 0.9166267514228821, "FASS/miou": 0.6947054266929626, "FASS/dice": 0.8064334392547607, "FALLMUD/miou": 0.6783820986747742, "FALLMUD/dice": 0.8018686175346375, "Fast-U-Net/miou": 0.9219398498535156, "Fast-U-Net/dice": 0.9589077234268188, "GIST514-DB/miou": 0.7657371163368225, "GIST514-DB/dice": 0.855178713798523, "LUSS/miou": 0.6244131326675415, "LUSS/dice": 0.7461605668067932, "MI-SegNet/miou": 0.9031429290771484, "MI-SegNet/dice": 0.9478090405464172, "MMOTU-2d/miou": 0.841116726398468, "MMOTU-2d/dice": 0.9034963846206665, "PPL/miou": 0.782917857170105, "PPL/dice": 0.8719746470451355, "S1/miou": 0.934435248374939, "S1/dice": 0.9659333229064941, "STMUS-NDA/miou": 0.8248869180679321, "STMUS-NDA/dice": 0.9012442827224731, "STU-Hospital/miou": 0.8604221343994141, "STU-Hospital/dice": 0.9249396920204163, "TN3K/miou": 0.7727026343345642, "TN3K/dice": 0.858408510684967, "TNSCUI/miou": 0.8087785243988037, "TNSCUI/dice": 0.8867189288139343, "UBPD/miou": 0.6915987133979797, "UBPD/dice": 0.7952015995979309, "US105/miou": 0.7541882991790771, "US105/dice": 0.8592710494995117}
{"step": 26162, "epoch": 18, "timestamp": "2026-05-27T04:21:26.156Z", "val_loss": 2.1566396549048013, "lr": 5.277413995388573e-06, "mem": 57.05748796463013, "miou": 0.837590217590332, "dice": 0.8993465900421143, "BUSI/miou": 0.7398803234100342, "BUSI/dice": 0.8271031379699707, "Brachial-Plexus/miou": 0.6411210298538208, "Brachial-Plexus/dice": 0.7716875672340393, "C-TRUS/miou": 0.575107991695404, "C-TRUS/dice": 0.7117707133293152, "CAMUS/miou": 0.838181734085083, "CAMUS/dice": 0.9098026752471924, "HC18/miou": 0.9276407957077026, "HC18/dice": 0.9536391496658325, "PFUS/miou": 0.60223388671875, "PFUS/dice": 0.7321975231170654, "RegPro/miou": 0.7932786345481873, "RegPro/dice": 0.8630471229553223, "TG3K/miou": 0.8909583687782288, "TG3K/dice": 0.9405011534690857, "EchoCP/miou": 0.7751711010932922, "EchoCP/dice": 0.8697838187217712, "JNU-IFM/miou": 0.8163151144981384, "JNU-IFM/dice": 0.8943663835525513, "MUP/miou": 0.9314092993736267, "MUP/dice": 0.963172972202301, "RVENet/miou": 0.9382140040397644, "RVENet/dice": 0.9676452875137329, "SegThy/miou": 0.8223257660865784, "SegThy/dice": 0.8905924558639526, "TDSC-ABUS/miou": 0.6237664818763733, "TDSC-ABUS/dice": 0.719480574131012, "ThyroidUSCineClip/miou": 0.7811022996902466, "ThyroidUSCineClip/dice": 0.8639172315597534, "US-Nerve/miou": 0.6863734722137451, "US-Nerve/dice": 0.8030702471733093, "AbdomenUS/miou": 0.5561015605926514, "AbdomenUS/dice": 0.6624521613121033, "AUL/miou": 0.6661734580993652, "AUL/dice": 0.7602023482322693, "ASUS/miou": 0.5186142325401306, "ASUS/dice": 0.6706299185752869, "BrEaST/miou": 0.7568107843399048, "BrEaST/dice": 0.8446757197380066, "BUID/miou": 0.8418803215026855, "BUID/dice": 0.9126567840576172, "BUS/miou": 0.8184016942977905, "BUS/dice": 0.895928680896759, "BUS-UC/miou": 0.8728702068328857, "BUS-UC/dice": 0.9297656416893005, "BUS-UCLM/miou": 0.7738016843795776, "BUS-UCLM/dice": 0.859947681427002, "BUSI-WHU/miou": 0.7997174263000488, "BUSI-WHU/dice": 0.882274329662323, "CardiacNet/miou": 0.8101906776428223, "CardiacNet/dice": 0.8838077187538147, "CardiacUDC/miou": 0.8318768739700317, "CardiacUDC/dice": 0.9054398536682129, "CDNet/miou": 0.7667546272277832, "CDNet/dice": 0.8521219491958618, "Common-Carotid-Artery/miou": 0.9226408004760742, "Common-Carotid-Artery/dice": 0.9592478275299072, "EchoNet-Dynamic/miou": 0.8592667579650879, "EchoNet-Dynamic/dice": 0.9226359724998474, "EchoNet-Pediatric/miou": 0.8494257926940918, "EchoNet-Pediatric/dice": 0.9161979556083679, "FASS/miou": 0.6935131549835205, "FASS/dice": 0.8059678673744202, "FALLMUD/miou": 0.6739247441291809, "FALLMUD/dice": 0.7978038787841797, "Fast-U-Net/miou": 0.9227842092514038, "Fast-U-Net/dice": 0.9593369364738464, "GIST514-DB/miou": 0.7604454755783081, "GIST514-DB/dice": 0.8517984747886658, "LUSS/miou": 0.6259592771530151, "LUSS/dice": 0.7471274733543396, "MI-SegNet/miou": 0.9010778069496155, "MI-SegNet/dice": 0.9466033577919006, "MMOTU-2d/miou": 0.8400894403457642, "MMOTU-2d/dice": 0.9026114344596863, "PPL/miou": 0.784142792224884, "PPL/dice": 0.8724705576896667, "S1/miou": 0.9367213249206543, "S1/dice": 0.9672240018844604, "STMUS-NDA/miou": 0.8250207901000977, "STMUS-NDA/dice": 0.9011496305465698, "STU-Hospital/miou": 0.8582303524017334, "STU-Hospital/dice": 0.9236608147621155, "TN3K/miou": 0.7739458680152893, "TN3K/dice": 0.8580299615859985, "TNSCUI/miou": 0.8132011294364929, "TNSCUI/dice": 0.8897592425346375, "UBPD/miou": 0.6997752785682678, "UBPD/dice": 0.804406464099884, "US105/miou": 0.7609515190124512, "US105/dice": 0.8637626767158508}
{"step": 27539, "epoch": 19, "timestamp": "2026-05-27T04:51:05.054Z", "val_loss": 2.1467463007036423, "lr": 5.000000146394377e-06, "mem": 57.06603288650513, "miou": 0.8384904265403748, "dice": 0.8998735547065735, "BUSI/miou": 0.7287177443504333, "BUSI/dice": 0.8148070573806763, "Brachial-Plexus/miou": 0.6515443325042725, "Brachial-Plexus/dice": 0.7791258096694946, "C-TRUS/miou": 0.5707345008850098, "C-TRUS/dice": 0.7057957649230957, "CAMUS/miou": 0.8377685546875, "CAMUS/dice": 0.9095062017440796, "HC18/miou": 0.927981436252594, "HC18/dice": 0.9538232088088989, "PFUS/miou": 0.6071838140487671, "PFUS/dice": 0.7354728579521179, "RegPro/miou": 0.7890741229057312, "RegPro/dice": 0.859563410282135, "TG3K/miou": 0.8938185572624207, "TG3K/dice": 0.9422600865364075, "EchoCP/miou": 0.7814651727676392, "EchoCP/dice": 0.8739618062973022, "JNU-IFM/miou": 0.8191519975662231, "JNU-IFM/dice": 0.8966575860977173, "MUP/miou": 0.931554913520813, "MUP/dice": 0.9632205367088318, "RVENet/miou": 0.9386411309242249, "RVENet/dice": 0.967915952205658, "SegThy/miou": 0.8195762634277344, "SegThy/dice": 0.8881056904792786, "TDSC-ABUS/miou": 0.631827712059021, "TDSC-ABUS/dice": 0.7305205464363098, "ThyroidUSCineClip/miou": 0.7629247903823853, "ThyroidUSCineClip/dice": 0.8505986928939819, "US-Nerve/miou": 0.6818174719810486, "US-Nerve/dice": 0.7995986938476562, "AbdomenUS/miou": 0.5491064190864563, "AbdomenUS/dice": 0.6595906019210815, "AUL/miou": 0.6667388677597046, "AUL/dice": 0.7555636763572693, "ASUS/miou": 0.5092086791992188, "ASUS/dice": 0.6617594361305237, "BrEaST/miou": 0.7604538202285767, "BrEaST/dice": 0.8465773463249207, "BUID/miou": 0.8431661128997803, "BUID/dice": 0.9136174917221069, "BUS/miou": 0.8280069231987, "BUS/dice": 0.901982843875885, "BUS-UC/miou": 0.8763300776481628, "BUS-UC/dice": 0.9321756958961487, "BUS-UCLM/miou": 0.7679142951965332, "BUS-UCLM/dice": 0.8547307848930359, "BUSI-WHU/miou": 0.802699863910675, "BUSI-WHU/dice": 0.8849690556526184, "CardiacNet/miou": 0.8077782988548279, "CardiacNet/dice": 0.8823015093803406, "CardiacUDC/miou": 0.8303071856498718, "CardiacUDC/dice": 0.9041250944137573, "CDNet/miou": 0.7597877979278564, "CDNet/dice": 0.8473573923110962, "Common-Carotid-Artery/miou": 0.9207732677459717, "Common-Carotid-Artery/dice": 0.9582098722457886, "EchoNet-Dynamic/miou": 0.8578431010246277, "EchoNet-Dynamic/dice": 0.9218151569366455, "EchoNet-Pediatric/miou": 0.8501301407814026, "EchoNet-Pediatric/dice": 0.9167189598083496, "FASS/miou": 0.6948968768119812, "FASS/dice": 0.8074052333831787, "FALLMUD/miou": 0.6641631126403809, "FALLMUD/dice": 0.7916118502616882, "Fast-U-Net/miou": 0.9210166335105896, "Fast-U-Net/dice": 0.9583734273910522, "GIST514-DB/miou": 0.7598403096199036, "GIST514-DB/dice": 0.8513312339782715, "LUSS/miou": 0.6243987083435059, "LUSS/dice": 0.7469326853752136, "MI-SegNet/miou": 0.9027870893478394, "MI-SegNet/dice": 0.9476220011711121, "MMOTU-2d/miou": 0.8328055143356323, "MMOTU-2d/dice": 0.8956941366195679, "PPL/miou": 0.7842223644256592, "PPL/dice": 0.8722336888313293, "S1/miou": 0.9367650747299194, "S1/dice": 0.9672276377677917, "STMUS-NDA/miou": 0.8243426084518433, "STMUS-NDA/dice": 0.9006308317184448, "STU-Hospital/miou": 0.8564159274101257, "STU-Hospital/dice": 0.9226011037826538, "TN3K/miou": 0.7762472629547119, "TN3K/dice": 0.8599798679351807, "TNSCUI/miou": 0.8118386268615723, "TNSCUI/dice": 0.889332115650177, "UBPD/miou": 0.7052053213119507, "UBPD/dice": 0.8088635206222534, "US105/miou": 0.7539637088775635, "US105/dice": 0.8591950535774231}