Segmentation on HAM10000 (Hard Samples)
79.92IoUUGDD-Net
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| UGDD-NetSpatial-Frequency=true, Uncertainty-aware=true2026.05 | 79.92 | 87.78 | 17.03 | 6.28 | 11.72 | |
| UDELUncertainty-aware=true2026.05 | 77.1 | 85.79 | 18.96 | 7.31 | 14.35 | |
| SFma-UNetSpatial-Frequency=true2026.05 | 76.93 | 85.66 | 19.94 | 7.51 | 17.15 | |
| WinGraphUNet2026.05 | 76.79 | 85.52 | 19.94 | 7.51 | 19.44 | |
| CDMT-UNetSpatial-Frequency=true2026.05 | 76.79 | 85.52 | 20.55 | 7.87 | 19.44 | |
| DPMF-NetSpatial-Frequency=true2026.05 | 76.66 | 85.41 | 20.76 | 8.24 | 16.37 | |
| CFFormer2026.05 | 76.34 | 85.27 | 22.99 | 9.85 | 18.8 | |
| F2CAU-NetUncertainty-aware=true2026.05 | 76.15 | 84.99 | 21.03 | 8.51 | 14.88 | |
| MPBA-Net2026.05 | 75.82 | 84.7 | 21.69 | 8.87 | 18.23 | |
| DPGNetUncertainty-aware=true2026.05 | 75.14 | 84.33 | 21.98 | 8.94 | 15.35 | |
| DEviSUncertainty-aware=true2026.05 | 74.75 | 84.09 | 22.12 | 9.24 | 14.76 | |
| AHF-U-NetUncertainty-aware=true2026.05 | 74.26 | 83.81 | 22.04 | 8.99 | 15.72 | |
| DSU-Net2026.05 | 73.72 | 83.17 | 23.53 | 9.98 | 18.56 | |
| BDFormer2026.05 | 73.27 | 82.84 | 21.35 | 8.64 | 19.92 | |
| SF-UNetSpatial-Frequency=true2026.05 | 73.19 | 82.72 | 20.99 | 8.39 | 16.28 | |
| DMA-Net2026.05 | 72.58 | 82.31 | 22.55 | 9.64 | 16.82 | |
| SkinMambaSpatial-Frequency=true2026.05 | 72.02 | 82.19 | 20.04 | 7.68 | 16.65 | |
| VM-UNet2026.05 | 71.99 | 81.97 | 23.95 | 10.11 | 16.56 | |
| H-Net2026.05 | 71.45 | 81.76 | 24.47 | 10.23 | 16.49 | |
| U-Net2026.05 | 70.71 | 81.23 | 25.14 | 10.56 | 16.4 | |
| Swin-Unet2026.05 | 69.77 | 80.23 | 25.91 | 11.23 | 19.97 |