Skin Lesion Segmentation on ISIC2017, ISIC2018, HAM10000, and PH2 (Average)
87.12Mean IoUMambaLiteUNet
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MambaLiteUNetModel Class=Mamba, Input Resolution=256x2562026.04 | 87.12 | 93.09 | 96.19 | 98.12 | 91.65 | |
| LB-UNetModel Class=CNN, Input Resolution=256x2562026.04 | 85.02 | 91.87 | 95.64 | 97.96 | 90.49 | |
| ULVM-UNetModel Class=Mamba, Input Resolution=256x2562026.04 | 84.89 | 91.8 | 95.61 | 97.89 | 89.99 | |
| EGE-UNetModel Class=CNN, Input Resolution=256x2562026.04 | 84.41 | 91.51 | 95.42 | 97.52 | 90.99 | |
| VM-UNet2Model Class=Mamba, Input Resolution=256x2562026.04 | 84.03 | 91.3 | 95.25 | 97.8 | 89.79 | |
| LightM-UNetModel Class=Mamba, Input Resolution=256x2562026.04 | 83.9 | 91.21 | 95.21 | 97.6 | 89.96 | |
| VM-UNetModel Class=Mamba, Input Resolution=256x2562026.04 | 83.73 | 91.13 | 95.1 | 97.36 | 89.66 | |
| MALUNetModel Class=CNN, Input Resolution=256x2562026.04 | 83.39 | 90.92 | 95.13 | 97.6 | 89.44 | |
| UNeXt-SModel Class=CNN, Input Resolution=256x2562026.04 | 82.1 | 90.16 | 94.56 | 97.36 | 87.38 | |
| TransFuseModel Class=Transformer, Input Resolution=256x2562026.04 | 81.76 | 89.95 | 94.42 | 96.44 | 90.36 | |
| C2SDGModel Class=CNN, Input Resolution=256x2562026.04 | 81.08 | 89.54 | 94.07 | 96.01 | 90.29 | |
| SCR-NetModel Class=CNN, Input Resolution=256x2562026.04 | 79.45 | 88.49 | 93.34 | 97.31 | 86.14 | |
| U-NetModel Class=CNN, Input Resolution=256x2562026.04 | 79.4 | 88.48 | 93.72 | 97.12 | 86.19 | |
| ASwin U-NetModel Class=Transformer, Input Resolution=256x2562026.04 | 79.09 | 88.29 | 93.68 | 96.88 | 86.74 | |
| UTNetV2Model Class=Transformer, Input Resolution=256x2562026.04 | 76.71 | 86.82 | 92.43 | 96.1 | 85.99 |