Skin Lesion Segmentation Complexity Analysis
0.038Params (M)LB-UNet
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LB-UNetModel Class=CNN, Input Resolution=256x2562026.04 | 0.038 | 0.098 | |
| ULVM-UNetModel Class=Mamba, Input Resolution=256x2562026.04 | 0.049 | 0.06 | |
| EGE-UNetModel Class=CNN, Input Resolution=256x2562026.04 | 0.053 | 0.072 | |
| MALUNetModel Class=CNN, Input Resolution=256x2562026.04 | 0.175 | 0.083 | |
| UNeXt-SModel Class=CNN, Input Resolution=256x2562026.04 | 0.302 | 0.103 | |
| LightM-UNetModel Class=Mamba, Input Resolution=256x2562026.04 | 0.403 | 0.391 | |
| MambaLiteUNetModel Class=Mamba, Input Resolution=256x2562026.04 | 0.494 | 0.326 | |
| SCR-NetModel Class=CNN, Input Resolution=256x2562026.04 | 0.801 | 1.567 | |
| U-NetModel Class=CNN, Input Resolution=256x2562026.04 | 7.773 | 13.758 | |
| UTNetV2Model Class=Transformer, Input Resolution=256x2562026.04 | 12.8 | 15.5 | |
| C2SDGModel Class=CNN, Input Resolution=256x2562026.04 | 22.001 | 7.972 | |
| VM-UNet2Model Class=Mamba, Input Resolution=256x2562026.04 | 22.771 | 4.4 | |
| TransFuseModel Class=Transformer, Input Resolution=256x2562026.04 | 26.27 | 11.53 | |
| VM-UNetModel Class=Mamba, Input Resolution=256x2562026.04 | 27.427 | 4.112 | |
| ASwin U-NetModel Class=Transformer, Input Resolution=256x2562026.04 | 46.91 | 14.181 |