Skin Lesion Segmentation on ISIC 2018 (val)
94.27Dice CoefficientSAM-Adapter
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SAM-AdapterBackbone=ViT-B, External Val.=Yes, Explainability=No2026.06 | 94.27 | — | |
| DilatedSkinNetExplainability=No2026.06 | 94.2 | 89.1 | |
| PEFT-MedSAMBackbone=ViT-B, Explainability=Yes, Parameter Efficiency=4.3% fine-tuned2026.06 | 94.11 | 89.18 | |
| AttenUNet XBackbone=CNN, External Val.=Yes, Explainability=No2026.06 | 92.11 | 85.33 |