Skin Lesion Segmentation on HAM10000
95.16Dice CoefficientMambaLiteUNet
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| MambaLiteUNet2026.04 | 95.16 | 97.55 | 90.77 | 98.33 | 95.24 | — | — | — | — | |
| PVT-GDLA2026.03 | 95.01 | 97.38 | — | — | — | — | — | — | — | |
| PVT-SelfAttn2026.03 | 94.78 | 97.06 | — | — | — | — | — | — | — | |
| PVT-DiffAttn2026.03 | 94.73 | 97.1 | — | — | — | — | — | — | — | |
| CENet2026.03 | 94.71 | 97.04 | — | — | — | — | — | — | — | |
| PVT-LinearAttn2026.03 | 94.68 | 96.87 | — | — | — | — | — | — | — | |
| LB-UNet2026.04 | 94.36 | 97.1 | 89.33 | 97.44 | 96.07 | — | — | — | — | |
| ULVM-UNet2026.04 | 94.06 | 97.03 | 88.78 | 98.43 | 92.91 | — | — | — | — | |
| LightM-UNet2026.04 | 93.93 | 96.9 | 88.56 | 97.6 | 94.84 | — | — | — | — | |
| MLFFM-SegDiff2026.06 | 93.61 | 96.71 | 88 | 98.06 | 92.86 | — | — | 93.61 | 94.37 | |
| TransUNet2026.03 | 93.53 | 96.49 | — | — | — | — | — | — | — | |
| VM-UNet22026.04 | 93.5 | 96.64 | 87.79 | 97.04 | 95.46 | — | — | — | — | |
| EGE-UNet2026.04 | 93.48 | 96.61 | 87.78 | 96.81 | 96.02 | — | — | — | — | |
| UCTransNet2026.03 | 93.46 | 96.84 | — | — | — | — | — | — | — | |
| U-Net2026.06 | 93.34 | 96.47 | 87.52 | 97.8 | 92.8 | — | — | 93.34 | 93.89 | |
| SwinUNETR2026.06 | 93.2 | 96.4 | 87.27 | 97.77 | 92.63 | — | — | 93.2 | 93.79 | |
| VM-UNet2026.04 | 92.87 | 96.34 | 86.68 | 97.08 | 94.15 | — | — | — | — | |
| Att-UNet2026.03 | 92.68 | 96.1 | — | — | — | — | — | — | — | |
| Swin-Unet2026.03 | 92.63 | 96.16 | — | — | — | — | — | — | — | |
| MALUNet2026.04 | 92.58 | 96.24 | 86.18 | 97.44 | 92.69 | — | — | — | — | |
| DeepLabv3+2026.03 | 92.51 | 96.07 | — | — | — | — | — | — | — | |
| SCR-Net2026.04 | 92.39 | 96.09 | 85.86 | 96.85 | 93.86 | — | — | — | — | |
| MissFormer2026.03 | 92.11 | 96.21 | — | — | — | — | — | — | — | |
| UNeXt-S2026.04 | 91.71 | 95.9 | 84.69 | 97.97 | 89.78 | — | — | — | — | |
| U-Net2026.03 | 91.67 | 95.67 | — | — | — | — | — | — | — | |
| TransFuse2026.04 | 91.65 | 95.53 | 84.59 | 95.02 | 97.03 | — | — | — | — | |
| U-Net2026.04 | 90.75 | 95.21 | 83.07 | 96.02 | 92.84 | — | — | — | — | |
| ASwin U-Net2026.04 | 90.09 | 94.56 | 81.96 | 93.52 | 97.66 | — | — | — | — | |
| DermoSegDiff2026.06 | 90.02 | 94.91 | 81.87 | 98 | 86.39 | — | — | 90.02 | 94.08 | |
| C2SDG2026.04 | 89.71 | 94.37 | 81.34 | 93.48 | 97 | — | — | — | — | |
| TransUNet + dMoEbase_architecture=TransUNet2026.05 | 88.4 | — | 83.4 | — | — | 80.1 | 72.5 | — | — | |
| TransUNet + MoEbase_architecture=TransUNet2026.05 | 88.2 | — | 83.3 | — | — | 79.6 | 72.1 | — | — | |
| TransUNet2026.05 | 87.6 | — | 82.4 | — | — | 79.2 | 71.4 | — | — | |
| TransUNet + Prompt-GDRObase_architecture=TransUNet2026.05 | 87.3 | — | 82 | — | — | 80.1 | 72.9 | — | — | |
| TransUNet + GDRObase_architecture=TransUNet2026.05 | 87 | — | 81.5 | — | — | 79.3 | 71.8 | — | — | |
| TransUNet + FairDRObase_architecture=TransUNet2026.05 | 86.4 | — | 80.8 | — | — | 78.8 | 71.4 | — | — | |
| UTNetV22026.04 | 86.25 | 92.32 | 75.82 | 91.33 | 95.24 | — | — | — | — | |
| TransUNet + FEBSbase_architecture=TransUNet2026.05 | 85.8 | — | 79.8 | — | — | 75.7 | 66.7 | — | — | |
| Generic U-Net2026.06 | 73.63 | 84.91 | 58.28 | 87.04 | 78.99 | — | — | 73.63 | 69.33 |