{
  "experiment_id": "unetpp_topk_bce_dice_32_inbreast_clahe",
  "model": "unetpp",
  "encoder": "resnet34",
  "loss_function": "topk_bce_dice",
  "patch_size": 32,
  "dataset": "inbreast",
  "positive_ratio": 0.7,
  "best_epoch": 55,
  "best_val_dice": 0.7123792199417949,
  "training_config": {
    "epochs": 100,
    "batch_size": 8,
    "lr": 0.0001,
    "weight_decay": 0.0001,
    "optimizer": "adamw",
    "scheduler": "cosine",
    "warmup_epochs": 5,
    "early_stopping_patience": 25,
    "gradient_clip_norm": 1.0,
    "mixed_precision": true,
    "num_workers": 4,
    "accelerator": "auto"
  },
  "train_history": [
    {
      "epoch": 1,
      "loss": 0.790372761964798,
      "dice": 0.37501487527787686
    },
    {
      "epoch": 2,
      "loss": 0.6223672082424164,
      "dice": 0.5436733814477921
    },
    {
      "epoch": 3,
      "loss": 0.562293957233429,
      "dice": 0.5731209606155753
    },
    {
      "epoch": 4,
      "loss": 0.5154229889512062,
      "dice": 0.6076959516108036
    },
    {
      "epoch": 5,
      "loss": 0.5294651380777359,
      "dice": 0.5957999941110611
    },
    {
      "epoch": 6,
      "loss": 0.5312491270303726,
      "dice": 0.5853069534897805
    },
    {
      "epoch": 7,
      "loss": 0.49946494978666306,
      "dice": 0.6080852100849151
    },
    {
      "epoch": 8,
      "loss": 0.492670096039772,
      "dice": 0.6075590391755104
    },
    {
      "epoch": 9,
      "loss": 0.48081130772829056,
      "dice": 0.6188396475911141
    },
    {
      "epoch": 10,
      "loss": 0.4680272773504257,
      "dice": 0.62616181614995
    },
    {
      "epoch": 11,
      "loss": 0.47812161535024644,
      "dice": 0.616497624874115
    },
    {
      "epoch": 12,
      "loss": 0.44485624533891677,
      "dice": 0.6432616852521896
    },
    {
      "epoch": 13,
      "loss": 0.43069845318794253,
      "dice": 0.6597068075537682
    },
    {
      "epoch": 14,
      "loss": 0.43902639132738114,
      "dice": 0.6476258342266082
    },
    {
      "epoch": 15,
      "loss": 0.42533048379421234,
      "dice": 0.6577900266051292
    },
    {
      "epoch": 16,
      "loss": 0.45348884698748587,
      "dice": 0.6387269160151482
    },
    {
      "epoch": 17,
      "loss": 0.4550891271829605,
      "dice": 0.6403337931632995
    },
    {
      "epoch": 18,
      "loss": 0.44853389474749567,
      "dice": 0.6364001782536507
    },
    {
      "epoch": 19,
      "loss": 0.4344820004403591,
      "dice": 0.6496963509321213
    },
    {
      "epoch": 20,
      "loss": 0.4447181769311428,
      "dice": 0.6403092493414879
    },
    {
      "epoch": 21,
      "loss": 0.40757838991284373,
      "dice": 0.6777100278735161
    },
    {
      "epoch": 22,
      "loss": 0.4225599922835827,
      "dice": 0.6614318032562733
    },
    {
      "epoch": 23,
      "loss": 0.43164122864604,
      "dice": 0.6538505172431469
    },
    {
      "epoch": 24,
      "loss": 0.41745173585414885,
      "dice": 0.6645867516100407
    },
    {
      "epoch": 25,
      "loss": 0.40753848072886467,
      "dice": 0.6765820450186729
    },
    {
      "epoch": 26,
      "loss": 0.42213055622577667,
      "dice": 0.6662255576848983
    },
    {
      "epoch": 27,
      "loss": 0.4159574039578438,
      "dice": 0.6701101279258728
    },
    {
      "epoch": 28,
      "loss": 0.37884059610962867,
      "dice": 0.6974928537011147
    },
    {
      "epoch": 29,
      "loss": 0.39384524124860765,
      "dice": 0.6871280182898044
    },
    {
      "epoch": 30,
      "loss": 0.3862941330969334,
      "dice": 0.6901215022206306
    },
    {
      "epoch": 31,
      "loss": 0.4046876421570778,
      "dice": 0.6822441989481449
    },
    {
      "epoch": 32,
      "loss": 0.40810013031959536,
      "dice": 0.6682609667778016
    },
    {
      "epoch": 33,
      "loss": 0.3924942642748356,
      "dice": 0.6950389829277992
    },
    {
      "epoch": 34,
      "loss": 0.3906671787202358,
      "dice": 0.6881455175876617
    },
    {
      "epoch": 35,
      "loss": 0.3792849962115288,
      "dice": 0.6896847148537636
    },
    {
      "epoch": 36,
      "loss": 0.41277338615059855,
      "dice": 0.6761700484752655
    },
    {
      "epoch": 37,
      "loss": 0.4284817700386047,
      "dice": 0.6571650800704956
    },
    {
      "epoch": 38,
      "loss": 0.43433169662952426,
      "dice": 0.6524774298071861
    },
    {
      "epoch": 39,
      "loss": 0.4217983953952789,
      "dice": 0.6683438060283661
    },
    {
      "epoch": 40,
      "loss": 0.4252296370267868,
      "dice": 0.663772486358881
    },
    {
      "epoch": 41,
      "loss": 0.40917328622937205,
      "dice": 0.6745485395789147
    },
    {
      "epoch": 42,
      "loss": 0.3890837832689285,
      "dice": 0.6919472246766091
    },
    {
      "epoch": 43,
      "loss": 0.396574509203434,
      "dice": 0.6908746910989284
    },
    {
      "epoch": 44,
      "loss": 0.41060029849410057,
      "dice": 0.6792526477426291
    },
    {
      "epoch": 45,
      "loss": 0.4148198215067387,
      "dice": 0.6765105689167976
    },
    {
      "epoch": 46,
      "loss": 0.3916181156337261,
      "dice": 0.6850686400532723
    },
    {
      "epoch": 47,
      "loss": 0.4060303903222084,
      "dice": 0.6756408538818359
    },
    {
      "epoch": 48,
      "loss": 0.39920308953523637,
      "dice": 0.6823787885308266
    },
    {
      "epoch": 49,
      "loss": 0.39120570275187494,
      "dice": 0.68563147264719
    },
    {
      "epoch": 50,
      "loss": 0.39450800988078116,
      "dice": 0.687294433414936
    },
    {
      "epoch": 51,
      "loss": 0.39865101355314253,
      "dice": 0.6875972310304642
    },
    {
      "epoch": 52,
      "loss": 0.3543074296116829,
      "dice": 0.7178907200098038
    },
    {
      "epoch": 53,
      "loss": 0.3809498964548111,
      "dice": 0.6943909430503845
    },
    {
      "epoch": 54,
      "loss": 0.3719590193927288,
      "dice": 0.7151506097316742
    },
    {
      "epoch": 55,
      "loss": 0.3857419136166573,
      "dice": 0.6964866387248039
    },
    {
      "epoch": 56,
      "loss": 0.36293502393364907,
      "dice": 0.7093324500024318
    },
    {
      "epoch": 57,
      "loss": 0.3898604590892792,
      "dice": 0.6906537078619003
    },
    {
      "epoch": 58,
      "loss": 0.36947636219859126,
      "dice": 0.7121735242605209
    },
    {
      "epoch": 59,
      "loss": 0.3627192469984293,
      "dice": 0.7141454884707927
    },
    {
      "epoch": 60,
      "loss": 0.3709700935482979,
      "dice": 0.7073827686607838
    },
    {
      "epoch": 61,
      "loss": 0.37646160906553267,
      "dice": 0.7004259678125382
    },
    {
      "epoch": 62,
      "loss": 0.36774686229228976,
      "dice": 0.7083542770147324
    },
    {
      "epoch": 63,
      "loss": 0.33928567627072337,
      "dice": 0.7325214985609054
    },
    {
      "epoch": 64,
      "loss": 0.31962146067619324,
      "dice": 0.7472936106920243
    },
    {
      "epoch": 65,
      "loss": 0.3468577044010162,
      "dice": 0.7220683148503304
    },
    {
      "epoch": 66,
      "loss": 0.3261160987019539,
      "dice": 0.7433410524129868
    },
    {
      "epoch": 67,
      "loss": 0.3719949353337288,
      "dice": 0.7108931183516979
    },
    {
      "epoch": 68,
      "loss": 0.33532356967031957,
      "dice": 0.7286831696629524
    },
    {
      "epoch": 69,
      "loss": 0.33944921070337297,
      "dice": 0.7274884452223778
    },
    {
      "epoch": 70,
      "loss": 0.34044067579507825,
      "dice": 0.7307599856853485
    },
    {
      "epoch": 71,
      "loss": 0.3419046800136566,
      "dice": 0.732618643283844
    },
    {
      "epoch": 72,
      "loss": 0.33990614232420924,
      "dice": 0.7372116785347461
    },
    {
      "epoch": 73,
      "loss": 0.32732391089200974,
      "dice": 0.7442898620329798
    },
    {
      "epoch": 74,
      "loss": 0.35721283757686617,
      "dice": 0.722908773958683
    },
    {
      "epoch": 75,
      "loss": 0.34920044578611853,
      "dice": 0.7218741585612297
    },
    {
      "epoch": 76,
      "loss": 0.37254687055945396,
      "dice": 0.7089952233433724
    },
    {
      "epoch": 77,
      "loss": 0.4001426338851452,
      "dice": 0.6896204497814179
    },
    {
      "epoch": 78,
      "loss": 0.3712805387675762,
      "dice": 0.7062526994943619
    },
    {
      "epoch": 79,
      "loss": 0.3799663890302181,
      "dice": 0.6996192393302918
    },
    {
      "epoch": 80,
      "loss": 0.39441791236400603,
      "dice": 0.6887459243535996
    }
  ],
  "val_history": [
    {
      "epoch": 1,
      "loss": 0.775896705687046,
      "dice": 0.4121559956111014,
      "iou": 0.2978820998687297
    },
    {
      "epoch": 2,
      "loss": 0.6954534146934748,
      "dice": 0.49261162243783474,
      "iou": 0.37055451155174524
    },
    {
      "epoch": 3,
      "loss": 0.6579454317688942,
      "dice": 0.5098527469672263,
      "iou": 0.37840863899327815
    },
    {
      "epoch": 4,
      "loss": 0.6344683188945055,
      "dice": 0.5259084478020668,
      "iou": 0.40326771209947765
    },
    {
      "epoch": 5,
      "loss": 0.6310639572329819,
      "dice": 0.5332769539672881,
      "iou": 0.4075456802966073
    },
    {
      "epoch": 6,
      "loss": 0.5771183432079852,
      "dice": 0.6269937111064792,
      "iou": 0.4899475376587361
    },
    {
      "epoch": 7,
      "loss": 0.5770930298604071,
      "dice": 0.5564741985872388,
      "iou": 0.41460470063611865
    },
    {
      "epoch": 8,
      "loss": 0.5713260476477444,
      "dice": 0.6171756361145526,
      "iou": 0.48039731045719236
    },
    {
      "epoch": 9,
      "loss": 0.6025870917364955,
      "dice": 0.5773134676273912,
      "iou": 0.4413897703634575
    },
    {
      "epoch": 10,
      "loss": 0.5745390066877007,
      "dice": 0.5848816785728559,
      "iou": 0.4423606530763209
    },
    {
      "epoch": 11,
      "loss": 0.5289600854739547,
      "dice": 0.6332460131961852,
      "iou": 0.4925433868775144
    },
    {
      "epoch": 12,
      "loss": 0.536174354609102,
      "dice": 0.6421834737993777,
      "iou": 0.4962126398459077
    },
    {
      "epoch": 13,
      "loss": 0.46183518832549453,
      "dice": 0.6538179782219231,
      "iou": 0.5084525858983397
    },
    {
      "epoch": 14,
      "loss": 0.5202610394917428,
      "dice": 0.6338639543391764,
      "iou": 0.49168004118837416
    },
    {
      "epoch": 15,
      "loss": 0.49730393756181,
      "dice": 0.6450247685424984,
      "iou": 0.5031211709138006
    },
    {
      "epoch": 16,
      "loss": 0.50240772170946,
      "dice": 0.6104320627637208,
      "iou": 0.4713846208760515
    },
    {
      "epoch": 17,
      "loss": 0.6549368249252439,
      "dice": 0.5743312695994973,
      "iou": 0.4261026307940483
    },
    {
      "epoch": 18,
      "loss": 0.6486284404527396,
      "dice": 0.5961485640145838,
      "iou": 0.4573849674779922
    },
    {
      "epoch": 19,
      "loss": 0.5510467020794749,
      "dice": 0.6234017701353878,
      "iou": 0.4776615572627634
    },
    {
      "epoch": 20,
      "loss": 0.5163895189762115,
      "dice": 0.6461934726685286,
      "iou": 0.49951643228996545
    },
    {
      "epoch": 21,
      "loss": 0.8490020385943353,
      "dice": 0.587303549866192,
      "iou": 0.454261570062954
    },
    {
      "epoch": 22,
      "loss": 0.47331155790016055,
      "dice": 0.676203666254878,
      "iou": 0.536527955904603
    },
    {
      "epoch": 23,
      "loss": 0.6600222280249,
      "dice": 0.5856042453087866,
      "iou": 0.44043517019599676
    },
    {
      "epoch": 24,
      "loss": 0.541101603070274,
      "dice": 0.6176620456390083,
      "iou": 0.4815794345922768
    },
    {
      "epoch": 25,
      "loss": 0.47103619342669845,
      "dice": 0.6658038925379515,
      "iou": 0.5176007864065468
    },
    {
      "epoch": 26,
      "loss": 0.5064980061724782,
      "dice": 0.6075548520311713,
      "iou": 0.4852272532880306
    },
    {
      "epoch": 27,
      "loss": 0.5972685839515179,
      "dice": 0.5830723289400339,
      "iou": 0.4500521805603057
    },
    {
      "epoch": 28,
      "loss": 0.5125639529433101,
      "dice": 0.6244451077654958,
      "iou": 0.482915117405355
    },
    {
      "epoch": 29,
      "loss": 0.49684298876672983,
      "dice": 0.6630696412175894,
      "iou": 0.5199435292743146
    },
    {
      "epoch": 30,
      "loss": 0.5650643554981798,
      "dice": 0.5881523601710796,
      "iou": 0.4611918395385146
    },
    {
      "epoch": 31,
      "loss": 0.42179069574922323,
      "dice": 0.6885815765708685,
      "iou": 0.5444251550361514
    },
    {
      "epoch": 32,
      "loss": 0.5011696028523147,
      "dice": 0.6533105517737567,
      "iou": 0.5149876200594008
    },
    {
      "epoch": 33,
      "loss": 0.47499617957510054,
      "dice": 0.6436999808065593,
      "iou": 0.5009360617259517
    },
    {
      "epoch": 34,
      "loss": 0.4460405691061169,
      "dice": 0.6744954008609056,
      "iou": 0.5324529339559376
    },
    {
      "epoch": 35,
      "loss": 0.4256613929755986,
      "dice": 0.6928837364539504,
      "iou": 0.5474804993718863
    },
    {
      "epoch": 36,
      "loss": 0.46307823178358376,
      "dice": 0.6205667592585087,
      "iou": 0.4823683868162334
    },
    {
      "epoch": 37,
      "loss": 0.5701617696322501,
      "dice": 0.6139210322871804,
      "iou": 0.4699833202175796
    },
    {
      "epoch": 38,
      "loss": 0.4698393172584474,
      "dice": 0.6355507513508201,
      "iou": 0.4972999431192875
    },
    {
      "epoch": 39,
      "loss": 0.49536599358543754,
      "dice": 0.6328774092253298,
      "iou": 0.4893687292933464
    },
    {
      "epoch": 40,
      "loss": 0.49825989990495145,
      "dice": 0.6357330968603492,
      "iou": 0.49601454520598054
    },
    {
      "epoch": 41,
      "loss": 0.462184231961146,
      "dice": 0.6755193183198571,
      "iou": 0.5297523350454867
    },
    {
      "epoch": 42,
      "loss": 0.5528767860960215,
      "dice": 0.6526658514048904,
      "iou": 0.5120761720463634
    },
    {
      "epoch": 43,
      "loss": 0.5168340294621885,
      "dice": 0.613579620490782,
      "iou": 0.47689338825875893
    },
    {
      "epoch": 44,
      "loss": 0.5050443287473172,
      "dice": 0.6211223159916699,
      "iou": 0.47776920534670353
    },
    {
      "epoch": 45,
      "loss": 0.5743887359276414,
      "dice": 0.6335705504170619,
      "iou": 0.4949173030327074
    },
    {
      "epoch": 46,
      "loss": 0.5082602628972381,
      "dice": 0.6798431570641696,
      "iou": 0.5394009691663086
    },
    {
      "epoch": 47,
      "loss": 0.626125690061599,
      "dice": 0.5989500232972205,
      "iou": 0.4649214716628194
    },
    {
      "epoch": 48,
      "loss": 0.4750502756796777,
      "dice": 0.6511410363018513,
      "iou": 0.5102210785262287
    },
    {
      "epoch": 49,
      "loss": 0.4175395807251334,
      "dice": 0.6978821335360408,
      "iou": 0.551766135264188
    },
    {
      "epoch": 50,
      "loss": 0.45197021146304905,
      "dice": 0.6707490645349026,
      "iou": 0.5327687677927315
    },
    {
      "epoch": 51,
      "loss": 0.45731475576758385,
      "dice": 0.6374987671151757,
      "iou": 0.4984272592701018
    },
    {
      "epoch": 52,
      "loss": 0.43805278185755014,
      "dice": 0.6805472811684012,
      "iou": 0.5380988791584969
    },
    {
      "epoch": 53,
      "loss": 0.4555210613179952,
      "dice": 0.6645109988749027,
      "iou": 0.5241566733457148
    },
    {
      "epoch": 54,
      "loss": 0.42087821918539703,
      "dice": 0.6939162902999669,
      "iou": 0.5628078199224547
    },
    {
      "epoch": 55,
      "loss": 0.3967697867192328,
      "dice": 0.7123792199417949,
      "iou": 0.5745663023553789
    },
    {
      "epoch": 56,
      "loss": 0.5276960872579366,
      "dice": 0.6218196081463248,
      "iou": 0.4851237303810194
    },
    {
      "epoch": 57,
      "loss": 0.8322996001224965,
      "dice": 0.6085700249532238,
      "iou": 0.48432371084345505
    },
    {
      "epoch": 58,
      "loss": 0.4168557124212384,
      "dice": 0.6944692907854915,
      "iou": 0.5523368599824607
    },
    {
      "epoch": 59,
      "loss": 0.4605299327522516,
      "dice": 0.6649470352567732,
      "iou": 0.5267102848738432
    },
    {
      "epoch": 60,
      "loss": 0.446508162189275,
      "dice": 0.6774872923269868,
      "iou": 0.53760423976928
    },
    {
      "epoch": 61,
      "loss": 0.4184672648552805,
      "dice": 0.7003667671233416,
      "iou": 0.5569274025037885
    },
    {
      "epoch": 62,
      "loss": 0.4285385669209063,
      "dice": 0.655214776401408,
      "iou": 0.5193986080703326
    },
    {
      "epoch": 63,
      "loss": 0.4150414743926376,
      "dice": 0.7001118711195886,
      "iou": 0.5602739488240331
    },
    {
      "epoch": 64,
      "loss": 0.4514993913471699,
      "dice": 0.6579349529929459,
      "iou": 0.5197988303843886
    },
    {
      "epoch": 65,
      "loss": 0.4200150794349611,
      "dice": 0.6901004863902926,
      "iou": 0.5435346509329975
    },
    {
      "epoch": 66,
      "loss": 0.384358725277707,
      "dice": 0.6847768793813884,
      "iou": 0.5508917616680264
    },
    {
      "epoch": 67,
      "loss": 0.435621275100857,
      "dice": 0.6989742079749703,
      "iou": 0.5544762215577066
    },
    {
      "epoch": 68,
      "loss": 0.47624826966784894,
      "dice": 0.6942797128576785,
      "iou": 0.5593703087652102
    },
    {
      "epoch": 69,
      "loss": 0.4658496561460197,
      "dice": 0.6754003437235951,
      "iou": 0.5394620590377599
    },
    {
      "epoch": 70,
      "loss": 0.41418867837637663,
      "dice": 0.6818554713390768,
      "iou": 0.5429642663802952
    },
    {
      "epoch": 71,
      "loss": 0.4442426497116685,
      "dice": 0.6590563398785889,
      "iou": 0.5323866142425686
    },
    {
      "epoch": 72,
      "loss": 0.36158707458525896,
      "dice": 0.7085440792143345,
      "iou": 0.5727171702310443
    },
    {
      "epoch": 73,
      "loss": 0.39780626399442554,
      "dice": 0.683409795165062,
      "iou": 0.5457658115774393
    },
    {
      "epoch": 74,
      "loss": 0.4243097787257284,
      "dice": 0.6975103868171573,
      "iou": 0.5584823722019792
    },
    {
      "epoch": 75,
      "loss": 0.42731179436668754,
      "dice": 0.6835113288834691,
      "iou": 0.5418088962323964
    },
    {
      "epoch": 76,
      "loss": 0.45226566423662007,
      "dice": 0.6819512466900051,
      "iou": 0.5406885787378997
    },
    {
      "epoch": 77,
      "loss": 0.45169081492349505,
      "dice": 0.6909670857712626,
      "iou": 0.5475279381498694
    },
    {
      "epoch": 78,
      "loss": 0.4283554581925273,
      "dice": 0.6648783599957824,
      "iou": 0.5295046220999211
    },
    {
      "epoch": 79,
      "loss": 0.5066915606148541,
      "dice": 0.6530642146244645,
      "iou": 0.5130676350090653
    },
    {
      "epoch": 80,
      "loss": 0.5865547331050038,
      "dice": 0.6329260277561843,
      "iou": 0.5016124726389535
    }
  ]
}