Colorectal Histopathology Segmentation on DigestPath WSI
98.73AccuracySAGE-ConvNeXt+ViT-UNet
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SAGE-ConvNeXt+ViT-UNet2025.11 | 98.73 | 86.21 | 91.26 | 362.31 | 67.85 | |
| Attention U-Net2025.11 | 98.03 | 80.3 | 85.36 | 416.23 | 61.31 | |
| ConvUNeXt2025.11 | 98.03 | 74.2 | 79.25 | 576.06 | 55.37 | |
| TransAttUNet2025.11 | 98.02 | 75.53 | 80.45 | 454.48 | 56 | |
| EViT-UNet2025.11 | 98.02 | 83.16 | 87.78 | 364.86 | 65.97 | |
| SegFormer2025.11 | 97.97 | 85.51 | 90.56 | 393.11 | 67.15 | |
| CAC-UNet2025.11 | 97.96 | 83.63 | 88.66 | 528.06 | 65.03 | |
| UCTransNet2025.11 | 97.95 | 84.44 | 89.44 | 427.2 | 66.35 | |
| ConvNeXt+ViT-UNet2025.11 | 97.95 | 83.46 | 88.69 | 482.08 | 65.16 | |
| TransUNet2025.11 | 97.92 | 82.25 | 87.28 | 419.77 | 63.18 | |
| SelfReg-UNet2025.11 | 97.77 | 78.06 | 83.04 | 417.45 | 60.09 |