File size: 869 Bytes
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"model_type": "attention_unet",
"backbone": "convnext",
"img_size": 256,
"in_channels": 3,
"out_channels": 1,
"auto_map": {
"AutoConfig": "modeling_attention_unet.AttentionUNetConfig",
"AutoModel": "modeling_attention_unet.AttentionUNetForSegmentation"
},
"training": {
"loss": "bce_dice",
"lr": 0.001,
"weight_decay": 0.0001,
"warmup_ratio": 0.05,
"scheduler": "cosine",
"batch_size": 64,
"epochs": 50,
"optimiser": "AdamW"
},
"test_metrics": {
"dice": 0.9411258697509766,
"iou": 0.8887985348701477,
"f1": 0.94112581440282,
"precision": 0.9617935460534044,
"recall": 0.9213276440087947,
"accuracy": 0.9803045654296875,
"loss": 0.0876474380493164
},
"dataset": "andreribeiro87/kvasir-seg-augmented",
"note": "Best test-Dice model from architecture sweep (no HPO applied)"
} |