{
  "experiment_id": "unetpp_bce_dice_256_inbreast",
  "model": "unetpp",
  "encoder": "resnet34",
  "loss_function": "bce_dice",
  "patch_size": 256,
  "dataset": "inbreast",
  "positive_ratio": 0.7,
  "best_epoch": 27,
  "best_val_dice": 0.6653010896407068,
  "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": 0.5873266385793686,
      "dice": 0.3603019255949184
    },
    {
      "epoch": 2,
      "loss": 0.45011010974645616,
      "dice": 0.5475914720892906
    },
    {
      "epoch": 3,
      "loss": 0.36381872147321703,
      "dice": 0.6342446988224983
    },
    {
      "epoch": 4,
      "loss": 0.3129693212211132,
      "dice": 0.679719329148531
    },
    {
      "epoch": 5,
      "loss": 0.28498219725489615,
      "dice": 0.7255144928395748
    },
    {
      "epoch": 6,
      "loss": 0.2538562726974487,
      "dice": 0.6895992465615273
    },
    {
      "epoch": 7,
      "loss": 0.20648683911561966,
      "dice": 0.7032542009651661
    },
    {
      "epoch": 8,
      "loss": 0.16993428821116685,
      "dice": 0.735261320233345
    },
    {
      "epoch": 9,
      "loss": 0.14858924967050552,
      "dice": 0.7558936718106269
    },
    {
      "epoch": 10,
      "loss": 0.14269844883680344,
      "dice": 0.7619547170400619
    },
    {
      "epoch": 11,
      "loss": 0.13238435353338718,
      "dice": 0.7771561095714569
    },
    {
      "epoch": 12,
      "loss": 0.12446622660756111,
      "dice": 0.7900077776908875
    },
    {
      "epoch": 13,
      "loss": 0.12050891024619341,
      "dice": 0.7936584684252739
    },
    {
      "epoch": 14,
      "loss": 0.11375219450891018,
      "dice": 0.8062277534008027
    },
    {
      "epoch": 15,
      "loss": 0.11146789163351059,
      "dice": 0.8105387614965439
    },
    {
      "epoch": 16,
      "loss": 0.13190041989088058,
      "dice": 0.7709289890527725
    },
    {
      "epoch": 17,
      "loss": 0.14141353844106197,
      "dice": 0.7518681623935699
    },
    {
      "epoch": 18,
      "loss": 0.12327867441624403,
      "dice": 0.7832900917381048
    },
    {
      "epoch": 19,
      "loss": 0.12037795792520047,
      "dice": 0.7865880420207977
    },
    {
      "epoch": 20,
      "loss": 0.11374170611798763,
      "dice": 0.7988980009555816
    },
    {
      "epoch": 21,
      "loss": 0.11266036134213209,
      "dice": 0.7988631241321563
    },
    {
      "epoch": 22,
      "loss": 0.10767498826980591,
      "dice": 0.8085293439626694
    },
    {
      "epoch": 23,
      "loss": 0.103538126334548,
      "dice": 0.8147631387710571
    },
    {
      "epoch": 24,
      "loss": 0.09824163720756769,
      "dice": 0.8256802283525467
    },
    {
      "epoch": 25,
      "loss": 0.10031680465489626,
      "dice": 0.8204960802793503
    },
    {
      "epoch": 26,
      "loss": 0.09102856310456992,
      "dice": 0.837659140586853
    },
    {
      "epoch": 27,
      "loss": 0.0941592306047678,
      "dice": 0.832490745306015
    },
    {
      "epoch": 28,
      "loss": 0.0933156419545412,
      "dice": 0.8336119668483735
    },
    {
      "epoch": 29,
      "loss": 0.09129783721268177,
      "dice": 0.8378188909292221
    },
    {
      "epoch": 30,
      "loss": 0.0898591370433569,
      "dice": 0.8388991823196411
    },
    {
      "epoch": 31,
      "loss": 0.08557635566592217,
      "dice": 0.8477534409761429
    },
    {
      "epoch": 32,
      "loss": 0.08780842071026564,
      "dice": 0.842110548377037
    },
    {
      "epoch": 33,
      "loss": 0.08371693117544055,
      "dice": 0.8512517812848092
    },
    {
      "epoch": 34,
      "loss": 0.08835295350849628,
      "dice": 0.8421033039093018
    },
    {
      "epoch": 35,
      "loss": 0.08559270345419645,
      "dice": 0.8469066240787506
    },
    {
      "epoch": 36,
      "loss": 0.1024944039657712,
      "dice": 0.8176585422754288
    },
    {
      "epoch": 37,
      "loss": 0.10762549804896117,
      "dice": 0.805746883392334
    },
    {
      "epoch": 38,
      "loss": 0.10327928084135056,
      "dice": 0.8146436569690705
    },
    {
      "epoch": 39,
      "loss": 0.0917966126985848,
      "dice": 0.8357302701473236
    },
    {
      "epoch": 40,
      "loss": 0.09426613917946816,
      "dice": 0.8320476427674294
    },
    {
      "epoch": 41,
      "loss": 0.0898306617885828,
      "dice": 0.839696581363678
    },
    {
      "epoch": 42,
      "loss": 0.09281182330846786,
      "dice": 0.8329614298343658
    },
    {
      "epoch": 43,
      "loss": 0.09430887497588993,
      "dice": 0.8300997039079666
    },
    {
      "epoch": 44,
      "loss": 0.08475630467385054,
      "dice": 0.8478204183578492
    },
    {
      "epoch": 45,
      "loss": 0.08750782089680434,
      "dice": 0.8436607990264893
    },
    {
      "epoch": 46,
      "loss": 0.08533110495656729,
      "dice": 0.8481833639144898
    },
    {
      "epoch": 47,
      "loss": 0.08231576139479875,
      "dice": 0.852788414478302
    },
    {
      "epoch": 48,
      "loss": 0.08362157576531172,
      "dice": 0.8497159245014191
    },
    {
      "epoch": 49,
      "loss": 0.0806527143344283,
      "dice": 0.8559677767753601
    },
    {
      "epoch": 50,
      "loss": 0.08015740758553147,
      "dice": 0.8562674890756607
    },
    {
      "epoch": 51,
      "loss": 0.08240234892815351,
      "dice": 0.8528604691028595
    },
    {
      "epoch": 52,
      "loss": 0.07616411898285151,
      "dice": 0.8639035375118256
    }
  ],
  "val_history": [
    {
      "epoch": 1,
      "loss": 0.5456136930733919,
      "dice": 0.39182786946184933,
      "iou": 0.2592885681660846
    },
    {
      "epoch": 2,
      "loss": 0.49608367774635553,
      "dice": 0.3552196645177901,
      "iou": 0.22530025290325284
    },
    {
      "epoch": 3,
      "loss": 0.45675346720963717,
      "dice": 0.4356913527008146,
      "iou": 0.29515226249350235
    },
    {
      "epoch": 4,
      "loss": 0.4207388311624527,
      "dice": 0.5777682315092534,
      "iou": 0.42030157428234816
    },
    {
      "epoch": 5,
      "loss": 0.4207390323281288,
      "dice": 0.6108023319393396,
      "iou": 0.45770819834433496
    },
    {
      "epoch": 6,
      "loss": 0.3559073400683701,
      "dice": 0.5809363536536694,
      "iou": 0.4288471955806017
    },
    {
      "epoch": 7,
      "loss": 0.2978130686096847,
      "dice": 0.5670670403633267,
      "iou": 0.4300382826477289
    },
    {
      "epoch": 8,
      "loss": 0.2609754139557481,
      "dice": 0.5834439087775536,
      "iou": 0.4418947322992608
    },
    {
      "epoch": 9,
      "loss": 0.24099743156693876,
      "dice": 0.6210548023227602,
      "iou": 0.4777393219410442
    },
    {
      "epoch": 10,
      "loss": 0.24852450471371412,
      "dice": 0.5860358526551863,
      "iou": 0.4459292558312882
    },
    {
      "epoch": 11,
      "loss": 0.21616038645152003,
      "dice": 0.6264321770868264,
      "iou": 0.48046054619771894
    },
    {
      "epoch": 12,
      "loss": 0.23087176238186657,
      "dice": 0.5932509683771059,
      "iou": 0.45469316403614357
    },
    {
      "epoch": 13,
      "loss": 0.2132268939167261,
      "dice": 0.6209076780360192,
      "iou": 0.47941394918598235
    },
    {
      "epoch": 14,
      "loss": 0.2175501991296187,
      "dice": 0.6139634057180956,
      "iou": 0.47649152629310265
    },
    {
      "epoch": 15,
      "loss": 0.21075216704048216,
      "dice": 0.6271597471786663,
      "iou": 0.4791258340119384
    },
    {
      "epoch": 16,
      "loss": 0.20292894705198705,
      "dice": 0.633273248327896,
      "iou": 0.48777430306654423
    },
    {
      "epoch": 17,
      "loss": 0.20094410656020045,
      "dice": 0.6320569028612226,
      "iou": 0.48425341700203717
    },
    {
      "epoch": 18,
      "loss": 0.2072975457413122,
      "dice": 0.6163006958086044,
      "iou": 0.47088160878047347
    },
    {
      "epoch": 19,
      "loss": 0.20484194066375494,
      "dice": 0.6133084036409855,
      "iou": 0.4625561134889722
    },
    {
      "epoch": 20,
      "loss": 0.19081807718612254,
      "dice": 0.6395813440904021,
      "iou": 0.4860425819642842
    },
    {
      "epoch": 21,
      "loss": 0.1953667177585885,
      "dice": 0.6282745671924204,
      "iou": 0.48841299425112084
    },
    {
      "epoch": 22,
      "loss": 0.1827101414091885,
      "dice": 0.6528453370556235,
      "iou": 0.5022255554795265
    },
    {
      "epoch": 23,
      "loss": 0.18726075266022235,
      "dice": 0.6417150390334427,
      "iou": 0.4948356901295483
    },
    {
      "epoch": 24,
      "loss": 0.1981257755542174,
      "dice": 0.6219437920954078,
      "iou": 0.4728682921268046
    },
    {
      "epoch": 25,
      "loss": 0.19188719103112817,
      "dice": 0.6274739936925471,
      "iou": 0.48588332487270236
    },
    {
      "epoch": 26,
      "loss": 0.20638873451389372,
      "dice": 0.5998832886107266,
      "iou": 0.4571918733417988
    },
    {
      "epoch": 27,
      "loss": 0.1745345025556162,
      "dice": 0.6653010896407068,
      "iou": 0.5202670598810073
    },
    {
      "epoch": 28,
      "loss": 0.19811679131817073,
      "dice": 0.6034042967949063,
      "iou": 0.4667091271840036
    },
    {
      "epoch": 29,
      "loss": 0.23090740479528904,
      "dice": 0.5517293460434303,
      "iou": 0.4252210584236309
    },
    {
      "epoch": 30,
      "loss": 0.1910075000487268,
      "dice": 0.6324037960730493,
      "iou": 0.4826320833526552
    },
    {
      "epoch": 31,
      "loss": 0.20108458795584738,
      "dice": 0.611518528778106,
      "iou": 0.4643245581537485
    },
    {
      "epoch": 32,
      "loss": 0.19882367283571512,
      "dice": 0.614867661613971,
      "iou": 0.4728277875110507
    },
    {
      "epoch": 33,
      "loss": 0.18797338916920125,
      "dice": 0.6264103227294981,
      "iou": 0.4874257354531437
    },
    {
      "epoch": 34,
      "loss": 0.18786932271905243,
      "dice": 0.6386866671964526,
      "iou": 0.49609375558793545
    },
    {
      "epoch": 35,
      "loss": 0.1773530257632956,
      "dice": 0.6583833945915103,
      "iou": 0.507591282017529
    },
    {
      "epoch": 36,
      "loss": 0.20169867132790387,
      "dice": 0.6028109285980463,
      "iou": 0.46346668247133493
    },
    {
      "epoch": 37,
      "loss": 0.22012695530429482,
      "dice": 0.5749867568374611,
      "iou": 0.4406534628069494
    },
    {
      "epoch": 38,
      "loss": 0.17441879026591778,
      "dice": 0.6630519788013771,
      "iou": 0.5164410514989868
    },
    {
      "epoch": 39,
      "loss": 0.1983357765711844,
      "dice": 0.6099398331716657,
      "iou": 0.4645172064192593
    },
    {
      "epoch": 40,
      "loss": 0.18738415790721774,
      "dice": 0.6129280914901756,
      "iou": 0.4699094191309996
    },
    {
      "epoch": 41,
      "loss": 0.20084804366342723,
      "dice": 0.6083242348395288,
      "iou": 0.46548059268388897
    },
    {
      "epoch": 42,
      "loss": 0.1885703323641792,
      "dice": 0.6347095053642988,
      "iou": 0.4869427398662083
    },
    {
      "epoch": 43,
      "loss": 0.18738912546541542,
      "dice": 0.6359479390084743,
      "iou": 0.4891260419972241
    },
    {
      "epoch": 44,
      "loss": 0.22026742924936116,
      "dice": 0.57893741998123,
      "iou": 0.443141623865813
    },
    {
      "epoch": 45,
      "loss": 0.18448238482233137,
      "dice": 0.6193639092380181,
      "iou": 0.47979999968083575
    },
    {
      "epoch": 46,
      "loss": 0.1906266484875232,
      "dice": 0.6084169549139915,
      "iou": 0.46628748243529117
    },
    {
      "epoch": 47,
      "loss": 0.20616978383623064,
      "dice": 0.6019758579786867,
      "iou": 0.4579244999331422
    },
    {
      "epoch": 48,
      "loss": 0.17884761316236109,
      "dice": 0.6524681197479367,
      "iou": 0.5091237436281517
    },
    {
      "epoch": 49,
      "loss": 0.18130909861065447,
      "dice": 0.621561179519631,
      "iou": 0.47854680026648566
    },
    {
      "epoch": 50,
      "loss": 0.18974454572889954,
      "dice": 0.6281690048053861,
      "iou": 0.48320523276925087
    },
    {
      "epoch": 51,
      "loss": 0.18213904928416014,
      "dice": 0.6461067502386868,
      "iou": 0.4952645960729569
    },
    {
      "epoch": 52,
      "loss": 0.20194423419889063,
      "dice": 0.6112396125681698,
      "iou": 0.4730872188229114
    }
  ]
}