| ISIC 2018 (test) | DuAT | Dice Score92.3 | | 143 | 2mo ago |
| ISIC 2017 (test) | Ours | Dice Score91.4 | | 134 | 2mo ago |
| ISIC 2018 | | Dice Coefficient95.6 | | 119 | 17d ago |
| PH2 | MCGU-Net | DIC0.9763 | | 92 | 29d ago |
| PH2 (test) | | DSC96.01 | | 71 | 1mo ago |
| ISIC 2016 | M-BFF-Net | Dice Score (D)96.28 | | 49 | 23d ago |
| ISIC 2017 | SAM2+OBBSeg(Circle) | Dice Score93.7 | | 43 | 17d ago |
| HAM10000 | MambaLiteUNet | Dice Coefficient95.16 | | 39 | 29d ago |
| Skin Lesion Average | SAM2+OBBSeg(Circle) | Dice94.4 | | 20 | 17d ago |
| ISIC2017, ISIC2018, HAM10000, and PH2 (Average) | MambaLiteUNet | Mean IoU87.12 | | 15 | 3mo ago |
| Skin Lesion Segmentation Complexity Analysis | | Params (M)0.038 | | 15 | 3mo ago |
| ISIC18 | MedCAGD | Dice Coefficient91.56 | | 15 | 23d ago |
| PH2 external (test) | Attention-Mamba | DSC91.56 | | 14 | 2mo ago |
| ISIC 2016 (test) | Siamese-Diffusion | mDice94.31 | | 12 | 4mo ago |
| ISIC + PH2 2016 (test) | DALE | Dice93.6 | | 12 | 4mo ago |
| ISIC Official 256 2018 | MS-DKC-AttNextTopo-VCSF | Dice88.72 | | 7 | 1mo ago |
| HAM10000 (Age ≥ 20) | TransUNet + MoE | Dice Score90.4 | | 7 | 2mo ago |
| HAM10000 (Age ≥ 40) | TransUNet + dMoE | Dice Coefficient89 | | 7 | 2mo ago |
| HAM10000 Age ≥ 60 | TransUNet + Prompt-GDRO | Dice Score89.1 | | 7 | 2mo ago |
| HAM10000 (Age ≥ 80) | TransUNet + GDRO | Dice Score87.9 | | 7 | 2mo ago |
| ISIC 2018 (20% labeled) | CrossMatch | Dice Coefficient85.43 | | 6 | 4mo ago |
| ISIC 2018 (10% labeled) | CrossMatch | Dice Score84.71 | | 6 | 4mo ago |
| ISIC 2018 (5% labeled) | CrossMatch | Dice84.1 | | 6 | 4mo ago |
| Average (ISIC2018, PH2, HAM10000) (test) | MLFFM-SegDiff | Accuracy95.89 | | 5 | 29d ago |
| ISIC 2018 (val) | | Dice Coefficient94.27 | | 4 | 1mo ago |
