| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| ISIC 2017 (test) | Ours | Dice Score91.4 | 113 | 11d ago | |
| ISIC 2018 (test) | DuAT | Dice Score92.3 | 87 | 11d ago | |
| PH2 | MCGU-Net | DIC0.9763 | 70 | 1mo ago | |
| ISIC 2018 | Residual Multi-scale dual attention Unet | Dice Coefficient91.52 | 59 | 19d ago | |
| PH2 (test) | EAM-Net | DSC95.15 | 34 | 11d ago | |
| HAM10000 | PVT-GDLA | Dice Coefficient95.01 | 12 | 1mo ago | |
| ISIC 2016 (test) | Siamese-Diffusion | mDice94.31 | 12 | 1mo ago | |
| ISIC + PH2 2016 (test) | DALE | Dice93.6 | 12 | 1mo ago | |
| ISIC18 | M0.514 | 7 | 1mo ago | ||
| ISIC 2018 (20% labeled) | CrossMatch | Dice Coefficient85.43 | 6 | 1mo ago | |
| ISIC 2018 (10% labeled) | CrossMatch | Dice Score84.71 | 6 | 1mo ago | |
| ISIC 2018 (5% labeled) | CrossMatch | Dice84.1 | 6 | 1mo ago | |
| ISBI 2017 | Residual Multi-scale dual attention Unet | JSI83.83 | 4 | 1mo ago | |
| HAM10K (test) | DSC (mean ± std across runs)93.12 | 3 | 9d ago | ||
| ISIC-2017, ISIC-2018, and PH2 Macro-average (test) | BPC-Net | Accuracy92.58 | 2 | 11d ago | |
| ISIC 2018 (Full labeled) | Dice Coefficient86.84 | 1 | 1mo ago |
