Medical Image Segmentation on CVC
91.98F1 ScoreALL U-KAN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ALL U-KANArchitecture=fully KA-based2026.02 | 91.98 | 85.37 | |
| U-KANArchitecture=KAN-incorporated2026.02 | 91.88 | 85.05 | |
| U-MambaArchitecture=Mamba-based2026.02 | 91.63 | 84.79 | |
| U-Net++2026.02 | 91.53 | 86.11 | |
| Att-Unet2026.02 | 91.46 | 84.52 | |
| U-Net2026.02 | 91.06 | 83.79 | |
| Rolling-UNet2026.02 | 90.48 | 82.87 | |
| U-NeXtArchitecture=MLP-based2026.02 | 85.36 | 74.83 | |
| Medical SAM32025.10 | 83.76 | — | |
| UniMedVL2025.10 | 35.84 | — | |
| SAM32025.10 | 0 | — |