Lesion Segmentation on HAM10000
6.45HD95UGDD-Net
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| UGDD-NetSpatial-Frequency=true, Uncertainty-aware=true2026.05 | 6.45 | 92.61 | 96.01 | 2.07 | 8.53 | |
| UDELUncertainty-aware=true2026.05 | 8.16 | 91.07 | 94.98 | 2.88 | 11.02 | |
| SkinMambaSpatial-Frequency=true2026.05 | 8.42 | 88.94 | 93.64 | 2.92 | 13.51 | |
| WinGraphUNet2026.05 | 8.57 | 90.44 | 94.65 | 2.98 | 15.87 | |
| SFma-UNetSpatial-Frequency=true2026.05 | 8.57 | 90.83 | 94.87 | 2.98 | 13.98 | |
| MambaLiteUNet (Ours)2026.04 | 8.65 | — | — | — | — | |
| CDMT-UNetSpatial-Frequency=true2026.05 | 8.93 | 90.44 | 94.65 | 3.09 | 15.87 | |
| DPMF-NetSpatial-Frequency=true2026.05 | 9.04 | 89.98 | 94.32 | 3.13 | 13.07 | |
| SF-UNetSpatial-Frequency=true2026.05 | 9.15 | 88.03 | 93.11 | 3.16 | 13.22 | |
| BDFormer2026.05 | 9.31 | 89.41 | 93.93 | 3.22 | 16.09 | |
| F2CAU-NetUncertainty-aware=true2026.05 | 9.32 | 90.05 | 94.36 | 3.18 | 11.67 | |
| H-vmunetParams (M)=8.97, GFLOPs=0.7422026.04 | 9.47 | 89.54 | 94.48 | — | — | |
| LB-UNet2026.04 | 9.72 | — | — | — | — | |
| MPBA-Net2026.05 | 9.97 | 89.35 | 93.86 | 3.37 | 14.29 | |
| DPGNetUncertainty-aware=true2026.05 | 10.03 | 89.74 | 94.18 | 3.4 | 12.21 | |
| AHF-U-NetUncertainty-aware=true2026.05 | 10.23 | 89.51 | 94.06 | 3.46 | 12.59 | |
| DMA-Net2026.05 | 10.47 | 88.69 | 93.48 | 3.49 | 13.94 | |
| DEviSUncertainty-aware=true2026.05 | 10.48 | 89.86 | 94.24 | 3.54 | 11.33 | |
| CFFormer2026.05 | 10.67 | 90.27 | 94.56 | 3.67 | 14.73 | |
| DSU-Net2026.05 | 10.83 | 89.46 | 93.95 | 3.71 | 14.31 | |
| VM-UNet2026.05 | 10.96 | 88.12 | 93.18 | 3.77 | 13.62 | |
| H-Net2026.05 | 11.06 | 87.02 | 92.45 | 3.93 | 13.02 | |
| U-Net2026.05 | 11.42 | 86.75 | 92.36 | 3.99 | 12.67 | |
| Swin-Unet2026.05 | 11.81 | 87.3 | 92.71 | 4.14 | 16.75 | |
| ULVM-UNet2026.04 | 12.23 | — | — | — | — | |
| LightM-UNet2026.04 | 12.52 | — | — | — | — | |
| WTCM-UNetParams (M)=28.74, GFLOPs=3.122026.04 | 12.75 | 86.31 | 92.65 | — | — | |
| VM-UNet22026.04 | 12.84 | — | — | — | — | |
| EGE-UNet2026.04 | 12.97 | — | — | — | — | |
| VM-UNet2026.04 | 13.4 | — | — | — | — | |
| MALUNet2026.04 | 13.7 | — | — | — | — | |
| SCR-Net2026.04 | 13.9 | — | — | — | — | |
| UNeXt-S2026.04 | 14.2 | — | — | — | — | |
| TransFuse2026.04 | 14.76 | — | — | — | — | |
| U-Net2026.04 | 15.35 | — | — | — | — | |
| C2SDG2026.04 | 16 | — | — | — | — | |
| ASwin U-Net2026.04 | 16.17 | — | — | — | — | |
| UTNetV22026.04 | 18.5 | — | — | — | — | |
| Att-U-NetYear=2018, Architecture Category=CNN-based, Evaluation Mode=Single-task2026.06 | — | 81.84 | — | — | — | |
| BTI-NetYear=2026, Architecture Category=Transformer-based, Evaluation Mode=Multi-task2026.06 | — | 89.8 | — | — | — | |
| MISSFormerYear=2023, Architecture Category=Transformer-based, Evaluation Mode=Single-task2026.06 | — | 86.82 | — | — | — | |
| Swin-UNetYear=2022, Architecture Category=Transformer-based, Evaluation Mode=Single-task2026.06 | — | 85.14 | — | — | — | |
| TransUNetYear=2024, Architecture Category=Transformer-based, Evaluation Mode=Single-task2026.06 | — | 83.84 | — | — | — | |
| U-NetYear=2015, Architecture Category=CNN-based, Evaluation Mode=Single-task2026.06 | — | 80.12 | — | — | — | |
| UNet++Year=2020, Architecture Category=CNN-based, Evaluation Mode=Single-task2026.06 | — | 84.73 | — | — | — |