Segmentation on ISIC 2018
91.27DICEMAIL-Seg
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MAIL-SegBase network=SegNet, Params=12.58, Flops=7.892026.02 | 91.27 | 84.46 | |
| EMCADParams=26.8, Flops=5.62026.02 | 90.91 | 84.12 | |
| DRIFA-NetParams=67.3, Flops=19.942026.02 | 90.55 | 83.87 | |
| PolypPVTParams=25.1, Flops=5.32026.02 | 90.42 | 83.85 | |
| MADGNetParams=31, Flops=14.22026.02 | 90.2 | 83.76 | |
| HamSegParams=8.57M2026.03 | 89.38 | 81.22 | |
| MTTU-NetParams=71.6, Flops=20.92026.02 | 89.22 | 82.58 | |
| FreqConvMambaParams=∼16M2026.03 | 89.19 | 80.64 | |
| TransFuseParams=143, Flops=82.72026.02 | 89.14 | 82.31 | |
| SwinUNetParams=27.2, Flops=6.22026.02 | 88.77 | 81.93 | |
| M-IDoLInference Mode=Fine-tuned2026.04 | 88.59 | — | |
| M-IDoL2026.04 | 88.59 | — | |
| VM-UNetParams=∼36M2026.03 | 88.1 | 78.89 | |
| PandermInference Mode=Fine-tuned2026.04 | 88.02 | — | |
| CoSMIC2026.04 | 87.81 | — | |
| AttnUNetParams=34.9, Flops=66.62026.02 | 87.8 | 80.54 | |
| TransUNetParams=∼105M2026.03 | 87.47 | 79.5 | |
| LVM-Med2026.04 | 87.37 | — | |
| UNetParams=34.5, Flops=65.52026.02 | 87.32 | 80.24 | |
| UNet++Params=9.2, Flops=34.72026.02 | 87.3 | 80.25 | |
| TransUNetParams=105, Flops=38.52026.02 | 87.28 | 81.2 | |
| SwinUNetParams=∼27M2026.03 | 87.16 | 79.54 | |
| U-NetParams=–2026.03 | 87.06 | 79.08 | |
| DINO2026.04 | 86.82 | — | |
| SwAVDermInference Mode=Fine-tuned2026.04 | 86.61 | — | |
| MedCoss2026.04 | 86.34 | — | |
| UniMed2026.04 | 86.24 | — | |
| MAE2026.04 | 86.11 | — | |
| SwinViT2026.04 | 85.29 | — | |
| Unimiss+2026.04 | 83.64 | — |