{ "model_type": "unet3plus", "backbone": "efficientnet", "img_size": 256, "in_channels": 3, "out_channels": 1, "inter_ch": 64, "auto_map": { "AutoConfig": "modeling_unet3plus.UNet3PlusConfig", "AutoModel": "modeling_unet3plus.UNet3PlusForSegmentation" }, "training": { "loss": "dice_focal", "focal_gamma": 1.1217038657488427, "focal_dice_weight": 0.3012325073214737, "lr": 0.0017935009239058379, "weight_decay": 2.5092757604508502e-06, "warmup_ratio": 0.12072068963857166, "scheduler": "cosine_with_restarts", "batch_size": 64, "epochs": 55, "optimiser": "AdamW" }, "test_metrics": { "dice": 0.9233709573745728, "iou": 0.8576500415802002, "f1": 0.9233709475438584, "precision": 0.9474478438948487, "recall": 0.9004874267475651, "accuracy": 0.9744630432128907, "loss": 0.09141451492905617 }, "dataset": "andreribeiro87/kvasir-seg-augmented", "hpo": "Optuna MedianPruner, 60 trials (28 completed, 32 pruned), best eval_loss=0.0537" }