Medical Image Segmentation on ACDC (5-fold cross-validation)
0.898Mean DSCFullSup
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| FullSupType=FSL, Backbone=UNet2022.03 | 0.898 | 0.882 | 6.9 | 0.883 | 5.9 | 0.93 | 8.1 | 7 | |
| IGSBackbone=U-Net, Fine-tuning=true, Acceleration=x162021.08 | 0.874 | — | — | — | — | — | — | — | |
| Dual-Branch NetworkType=WSL, Backbone=UNet2022.03 | 0.872 | 0.861 | 7.9 | 0.842 | 9.7 | 0.913 | 12.1 | 9.9 | |
| IGSBackbone=U-Net-Att, Fine-tuning=true, Acceleration=x162021.08 | 0.871 | — | — | — | — | — | — | — | |
| Center undersamplingBackbone=U-Net, Fine-tuning=true, Acceleration=x162021.08 | 0.857 | — | — | — | — | — | — | — | |
| Center undersamplingBackbone=U-Net-Att, Fine-tuning=true, Acceleration=x162021.08 | 0.857 | — | — | — | — | — | — | — | |
| RLossType=WSL, Backbone=UNet2022.03 | 0.856 | 0.856 | 7.9 | 0.817 | 6 | 0.896 | 7 | 6.9 | |
| EMType=WSL, Backbone=UNet2022.03 | 0.846 | 0.839 | 25.7 | 0.812 | 47.4 | 0.887 | 43.8 | 39 | |
| MLossType=WSL, Backbone=UNet2022.03 | 0.839 | 0.809 | 17.1 | 0.832 | 28.2 | 0.876 | 37.9 | 27.7 | |
| S2LType=WSL, Backbone=UNet2022.03 | 0.832 | 0.833 | 14.6 | 0.806 | 37.1 | 0.856 | 65.2 | 38.9 | |
| FastMRI undersamplingBackbone=U-Net, Fine-tuning=true, Acceleration=x162021.08 | 0.814 | — | — | — | — | — | — | — | |
| FastMRI undersamplingBackbone=U-Net-Att, Fine-tuning=true, Acceleration=x162021.08 | 0.805 | — | — | — | — | — | — | — | |
| IGSBackbone=U-Net, Fine-tuning=false, Acceleration=x162021.08 | 0.79 | — | — | — | — | — | — | — | |
| RWType=WSL, Backbone=UNet2022.03 | 0.788 | 0.813 | 11.1 | 0.708 | 9.8 | 0.844 | 9.2 | 10 | |
| USTMType=WSL, Backbone=UNet2022.03 | 0.786 | 0.815 | 54.7 | 0.756 | 112.2 | 0.785 | 139.6 | 102.2 | |
| MTType=SSL, Backbone=UNet2022.03 | 0.761 | 0.653 | 18.6 | 0.785 | 11.4 | 0.846 | 19 | 16.3 | |
| UAMTType=SSL, Backbone=UNet2022.03 | 0.76 | 0.66 | 22.3 | 0.773 | 10.3 | 0.847 | 17.1 | 16.6 | |
| Center undersamplingBackbone=U-Net, Fine-tuning=false, Acceleration=x162021.08 | 0.757 | — | — | — | — | — | — | — | |
| IGSBackbone=U-Net-Att, Fine-tuning=false, Acceleration=x162021.08 | 0.748 | — | — | — | — | — | — | — | |
| DANType=SSL, Backbone=UNet2022.03 | 0.743 | 0.639 | 20.6 | 0.764 | 9.4 | 0.825 | 15.9 | 15.3 | |
| AdventType=SSL, Backbone=UNet2022.03 | 0.741 | 0.615 | 20.2 | 0.76 | 8.5 | 0.848 | 11.7 | 13.5 | |
| Center undersamplingBackbone=U-Net-Att, Fine-tuning=false, Acceleration=x162021.08 | 0.734 | — | — | — | — | — | — | — | |
| PSType=SSL, Backbone=UNet2022.03 | 0.724 | 0.659 | 26.8 | 0.724 | 16 | 0.79 | 24.5 | 22.5 | |
| PCEType=WSL, Backbone=UNet2022.03 | 0.686 | 0.625 | 187.2 | 0.668 | 165.1 | 0.766 | 167.7 | 173.3 | |
| FastMRI undersamplingBackbone=U-Net, Fine-tuning=false, Acceleration=x162021.08 | 0.658 | — | — | — | — | — | — | — | |
| FastMRI undersamplingBackbone=U-Net-Att, Fine-tuning=false, Acceleration=x162021.08 | 0.583 | — | — | — | — | — | — | — |