Medical Image Segmentation on BUSI (three fixed-seed random data splits)
0.6614mIoUALL U-KAN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ALL U-KANArchitecture=fully KA-based2026.02 | 0.6614 | 0.7864 | |
| U-KANArchitecture=KAN-incorporated2026.02 | 0.6338 | 0.764 | |
| U-MambaArchitecture=Mamba-based2026.02 | 0.6181 | 0.7555 | |
| Rolling-UNet2026.02 | 0.61 | 0.7467 | |
| U-NeXtArchitecture=MLP-based2026.02 | 0.5906 | 0.7308 | |
| U-Net++2026.02 | 0.5741 | 0.7211 | |
| U-Net2026.02 | 0.5722 | 0.7191 | |
| Att-Unet2026.02 | 0.5518 | 0.7022 |