Liver Segmentation on LiTS (Liver Tumor Segmentation)
89.7DiceU-Net
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| U-NetEncoder Backbone=-2025.05 | 89.7 | — | — | — | — | 13.496 | |
| PolyCL-OEncoder Backbone=ResU-Net2025.05 | 89.6 | — | — | — | — | 11.664 | |
| PolyCL-SEncoder Backbone=TransUNet2025.05 | 89.6 | — | — | — | — | 12.722 | |
| PolyCL-MEncoder Backbone=U-Net2025.05 | 89.5 | — | — | — | — | 11.69 | |
| PolyCL-SEncoder Backbone=U-Net2025.05 | 89.4 | — | — | — | — | 12.864 | |
| PolyCL-SEncoder Backbone=ResU-Net2025.05 | 89.4 | — | — | — | — | 12.957 | |
| PolyCL-OEncoder Backbone=TransUNet2025.05 | 89.3 | — | — | — | — | 11.835 | |
| SimCLREncoder Backbone=U-Net2025.05 | 89.2 | — | — | — | — | 13.507 | |
| SimCLREncoder Backbone=TransUNet2025.05 | 89.1 | — | — | — | — | 13.394 | |
| SimCLREncoder Backbone=ResU-Net2025.05 | 89 | — | — | — | — | 12.936 | |
| TransUNetEncoder Backbone=-2025.05 | 88.9 | — | — | — | — | 12.68 | |
| PolyCL-MEncoder Backbone=TransUNet2025.05 | 88.9 | — | — | — | — | 13.37 | |
| PolyCL-OEncoder Backbone=U-Net2025.05 | 88.8 | — | — | — | — | 11.795 | |
| SupConEncoder Backbone=ResU-Net2025.05 | 88.8 | — | — | — | — | 13.921 | |
| PolyCL-MEncoder Backbone=ResU-Net2025.05 | 88.8 | — | — | — | — | 11.511 | |
| SupConEncoder Backbone=U-Net2025.05 | 88.5 | — | — | — | — | 14.709 | |
| SupConEncoder Backbone=TransUNet2025.05 | 88.5 | — | — | — | — | 15.105 | |
| PVTFormerPublication=Proposed2024.01 | 86.78 | 78.46 | 80.7 | 96.11 | 82.86 | 3.5 | |
| Peng et al. (2021)Encoder Backbone=-2025.05 | 86.6 | — | — | — | — | 15.144 | |
| TransResUNetPublication=IEEE CMBS 20232024.01 | 86.38 | 78.23 | 80.85 | 95.77 | 82.83 | 3.54 | |
| nnU-NetEncoder Backbone=-2025.05 | 86.3 | — | — | — | — | 21.407 | |
| DoubleU-NetPublication=IEEE CBMS 20202024.01 | 86.24 | 77.89 | 80.68 | 95 | 81.28 | 3.69 | |
| TransNetRPublication=MIDL 20232024.01 | 86.11 | 77.95 | 80.16 | 96.34 | 82.3 | 3.54 | |
| Chaitanya et al. (2020)Encoder Backbone=-2025.05 | 84 | — | — | — | — | 8.754 | |
| U-NetPublication=MICCAI 20152024.01 | 82.06 | 73.4 | 77.82 | 91.1 | 78.98 | 3.79 | |
| UNeXtPublication=MICCAI 20222024.01 | 81.31 | 72.43 | 80.73 | 87.4 | 79.93 | 3.74 | |
| ColonSegNetPublication=IEEE Access 20212024.01 | 80.87 | 71.71 | 80.07 | 87.5 | 79.22 | 3.84 | |
| ResUNet++Publication=IEEE ISM 20192024.01 | 77.03 | 68.19 | 79.9 | 83.57 | 76.24 | 3.96 | |
| NanoNetPublication=IEEE CBMS 20212024.01 | 75.05 | 66.53 | 73.33 | 83.25 | 73.23 | 4.01 |