Medical Image Segmentation on MoNuSeg
85.14DiceDeco-Mamba-V1
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Deco-Mamba-V1Architecture=Deco-Mamba-V12026.03 | 85.14 | — | — | — | — | |
| Deco-Mamba-V0Architecture=Deco-Mamba-V02026.03 | 83.41 | — | — | — | — | |
| HistoSeg++2026.07 | 83.3 | 71.44 | 76.12 | 92.33 | 2.4399 | |
| UNet++2026.07 | 81.83 | 69.34 | 75.31 | 90.29 | 2.7901 | |
| Feature Discrepancy Loss2025.07 | 81.69 | 68.65 | — | — | — | |
| UNet 3+2026.07 | 81.58 | 69.05 | 77.79 | 86.71 | 2.874 | |
| Swin-UMambaArchitecture=Swin-UMamba2026.03 | 81.45 | — | — | — | — | |
| U2-Net2026.07 | 81.33 | 68.89 | 77.2 | 86.88 | 13.445 | |
| EoSeg2026.06 | 80.51 | 67.45 | — | — | — | |
| nnU-Net2026.07 | 80.42 | 67.6 | 81.63 | 80.88 | 3.3357 | |
| TransUNet2026.07 | 80.22 | 67.89 | 81.58 | 79.17 | 3.5602 | |
| PAG-TransYnetArchitecture=PAG-TransYnet2026.03 | 79.62 | — | — | — | — | |
| SelfReg + SwinUNet2026.06 | 79.38 | 65.87 | — | — | — | |
| EViT-UNet2026.06 | 79.27 | 65.87 | — | — | — | |
| UCTransNetArchitecture=UCTransNet2026.03 | 79.08 | — | — | — | — | |
| UCTransNet2026.06 | 79.08 | 65.5 | — | — | — | |
| Swin-UNet2026.07 | 79.01 | 65.38 | 72.38 | 87.88 | 3.7871 | |
| TransUNetArchitecture=TransUNet2026.03 | 78.53 | — | — | — | — | |
| TransUNet2026.06 | 78.53 | 65.05 | — | — | — | |
| MRUNet2026.06 | 78.22 | 64.83 | — | — | — | |
| Swin-UNetArchitecture=Swin-UNet2026.03 | 77.69 | — | — | — | — | |
| SwimUNet2026.06 | 77.69 | 63.77 | — | — | — | |
| Cascaded-MERITArchitecture=Cascaded-MERIT2026.03 | 77.56 | — | — | — | — | |
| TransUNet2025.07 | 77.46 | 63.85 | — | — | — | |
| MedT2026.06 | 77.46 | 63.37 | — | — | — | |
| PVT-EMCAD-B2Architecture=PVT-EMCAD-B22026.03 | 77.42 | — | — | — | — | |
| VM-UNetArchitecture=VM-UNet2026.03 | 77.29 | — | — | — | — | |
| HoVer-Net2026.07 | 77.26 | 62.9 | 77.67 | 77.54 | 3.8687 | |
| UNet++Architecture=UNet++2026.03 | 77.01 | — | — | — | — | |
| UNet++2026.06 | 77.01 | 63.04 | — | — | — | |
| Att-UNetArchitecture=Att-UNet2026.03 | 76.67 | — | — | — | — | |
| AttUNet2026.06 | 76.67 | 63.47 | — | — | — | |
| Mamba-UnetArchitecture=Mamba-Unet2026.03 | 76.54 | — | — | — | — | |
| U-NetArchitecture=U-Net2026.03 | 76.45 | — | — | — | — | |
| U-Net2026.06 | 76.45 | 62.86 | — | — | — | |
| SwinUNet2025.07 | 76.38 | 62.54 | — | — | — | |
| UNet2026.07 | 73.42 | 59.62 | 74.87 | 73.04 | 3.6609 |