Lesion Segmentation on ISIC 2018
93.31Dice ScoreRad-VLSM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Rad-VLSM2026.05 | 93.31 | — | — | 87.86 | |
| Zig-RiR2026.05 | 91.7 | — | — | 86.89 | |
| BSBP-RWKV2026.05 | 91.48 | — | — | 86.11 | |
| FCBFormer2026.05 | 91.29 | — | — | 84.87 | |
| CTO2026.05 | 91.2 | — | — | 84.5 | |
| H2Former2026.05 | 91.17 | — | — | 84.35 | |
| SAM3Prompting strategy=bounding box2026.03 | 90.82 | 119.78 | 46.25 | — | |
| MiM-ISTD2026.05 | 90.62 | — | — | 83.79 | |
| nnUNet2026.05 | 90.22 | — | — | 83.76 | |
| H-vmunetParams (M)=8.97, GFLOPs=0.7422026.04 | 89.98 | 14.67 | — | 81.78 | |
| UNeXt2026.05 | 89.81 | — | — | 81.64 | |
| Swin-Unet2026.05 | 89.72 | — | — | 82.9 | |
| VM-UNet2026.05 | 89.71 | — | — | 81.35 | |
| WTCM-UNetParams (M)=28.74, GFLOPs=3.122026.04 | 89.44 | 15.24 | — | 80.9 | |
| DeepLabv3+2026.05 | 89.38 | — | — | 82.49 | |
| TransUNet2026.05 | 88.75 | — | — | 81.78 | |
| SegFormer2026.05 | 88.75 | — | — | 81.78 | |
| Med-FastSAM2026.05 | 87.84 | — | — | 80.38 | |
| EGE-UNet2026.05 | 87.83 | — | — | 79.56 | |
| STM-UNet2026.05 | 87.51 | — | — | 79.84 | |
| SAMed2026.05 | 86.93 | — | — | 78.98 | |
| MALUNet2026.05 | 86.72 | — | — | 78.63 | |
| UCTransNet2026.05 | 86.71 | — | — | 78.43 | |
| SAM2Prompting strategy=bounding box2026.03 | 85.43 | 246.11 | 95 | — | |
| Att-UNet2026.05 | 83.88 | — | — | 75.94 | |
| UNet2026.05 | 83.86 | — | — | 75.07 |