Liver Segmentation on TotalSegmentator
75.3Dice CoefficientPolyCL-S
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PolyCL-SEncoder Backbone=ResU-Net2025.05 | 75.3 | 45.463 | |
| PolyCL-SEncoder Backbone=TransUNet2025.05 | 74.9 | 56.065 | |
| PolyCL-MEncoder Backbone=TransUNet2025.05 | 74 | 57.518 | |
| PolyCL-OEncoder Backbone=ResU-Net2025.05 | 73.3 | 52.315 | |
| PolyCL-OEncoder Backbone=TransUNet2025.05 | 72.7 | 57.397 | |
| PolyCL-MEncoder Backbone=ResU-Net2025.05 | 72 | 49.32 | |
| SimCLREncoder Backbone=U-Net2025.05 | 65.2 | 56.517 | |
| U-NetEncoder Backbone=-2025.05 | 64.6 | 55.894 | |
| PolyCL-OEncoder Backbone=U-Net2025.05 | 64.3 | 54.212 | |
| PolyCL-SEncoder Backbone=U-Net2025.05 | 64 | 56.179 | |
| PT ResU-NetEncoder Backbone=-2025.05 | 63.5 | 54.856 | |
| PolyCL-MEncoder Backbone=U-Net2025.05 | 63.3 | 55.717 | |
| ResU-NetEncoder Backbone=-2025.05 | 62.7 | 50.797 | |
| SupConEncoder Backbone=U-Net2025.05 | 61.2 | 57.665 | |
| nnU-NetEncoder Backbone=-2025.05 | 60.9 | 60.301 | |
| TransUNetEncoder Backbone=-2025.05 | 60.4 | 73.717 | |
| SimCLREncoder Backbone=TransUNet2025.05 | 60.3 | 72.919 | |
| SimCLREncoder Backbone=ResU-Net2025.05 | 59 | 61.295 | |
| Peng et al.Encoder Backbone=-2025.05 | 51.1 | 28.369 | |
| SupConEncoder Backbone=TransUNet2025.05 | 46.7 | 88.845 | |
| SupConEncoder Backbone=ResU-Net2025.05 | 44.5 | 73.557 | |
| Chaitanya et al.Encoder Backbone=-2025.05 | 36 | 28.251 |