Medical Image Segmentation on ACDC 5% labeled (test)
0.8875DiceAD-MT
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| AD-MTlabeled data count=5%2023.11 | 0.8875 | 0.8041 | 1.48 | 0.5 | |
| CrossMatchLab.=3(5%), Unlab.=67(95%)2024.05 | 0.8827 | 0.8017 | 1.53 | 0.46 | |
| BCPlabeled data count=5%2023.11 | 0.8759 | 0.7867 | 1.9 | 0.67 | |
| PS-MTlabeled data count=5%2023.11 | 0.8694 | 0.779 | 4.65 | 2.18 | |
| UniMatchLab.=3(5%), Unlab.=67(95%)2024.05 | 0.8438 | 0.7554 | 5.06 | 1.04 | |
| URCALab.=3(5%), Unlab.=67(95%)2024.05 | 0.8331 | — | 6.95 | 2.16 | |
| Cross-ALDLabeled Scans=3 (5%), Unlabeled Scans=67 (95%), Para. (M)=1.83, MACs(G)=2.992023.10 | 0.806 | 0.6908 | 5.96 | 1.9 | |
| DMDLab.=3(5%), Unlab.=67(95%)2024.05 | 0.806 | 0.6908 | 5.96 | 1.9 | |
| CPSlabeled data count=5%2023.11 | 0.7015 | 0.6117 | 5.96 | 2.14 | |
| SS-NetLabeled Scans=3 (5%), Unlabeled Scans=67 (95%), Para. (M)=1.83, MACs(G)=2.992023.10 | 0.6582 | 0.5538 | 6.67 | 2.28 | |
| SS-Netlabeled data count=5%2023.11 | 0.6582 | 0.5538 | 6.67 | 2.28 | |
| SS-NetLab.=3(5%), Unlab.=67(95%)2024.05 | 0.6582 | 0.5538 | 6.67 | 2.28 | |
| MC-NetLabeled Scans=3 (5%), Unlabeled Scans=67 (95%), Para. (M)=2.58, MACs(G)=5.392023.10 | 0.6285 | 0.5229 | 7.62 | 2.33 | |
| MC-Net+labeled data count=5%2023.11 | 0.6285 | 0.5229 | 7.62 | 2.33 | |
| MC-NetLab.=3(5%), Unlab.=67(95%)2024.05 | 0.6285 | 0.5229 | 7.62 | 2.33 | |
| SASSNetLabeled Scans=3 (5%), Unlabeled Scans=67 (95%), Para. (M)=1.81, MACs(G)=3.022023.10 | 0.5777 | 0.4614 | 20.05 | 6.06 | |
| SASSNetlabeled data count=5%2023.11 | 0.5777 | 0.4614 | 20.05 | 6.06 | |
| SASSNetLab.=3(5%), Unlab.=67(95%)2024.05 | 0.5777 | 0.4614 | 20.05 | 6.06 | |
| DTCLabeled Scans=3 (5%), Unlabeled Scans=67 (95%), Para. (M)=1.81, MACs(G)=3.022023.10 | 0.569 | 0.4567 | 23.36 | 7.39 | |
| DTClabeled data count=5%2023.11 | 0.569 | 0.4567 | 23.36 | 7.39 | |
| DTCLab.=3(5%), Unlab.=67(95%)2024.05 | 0.569 | 0.4567 | 23.36 | 7.39 | |
| URPCLabeled Scans=3 (5%), Unlabeled Scans=67 (95%), Para. (M)=1.83, MACs(G)=3.022023.10 | 0.5587 | 0.4464 | 13.6 | 3.74 | |
| URPClabeled data count=5%2023.11 | 0.5587 | 0.4464 | 13.6 | 3.74 | |
| URPCLab.=3(5%), Unlab.=67(95%)2024.05 | 0.5587 | 0.4464 | 13.6 | 3.74 | |
| U-NetLabeled Scans=3 (5%), Unlabeled Scans=0, Para. (M)=1.81, MACs(G)=2.992023.10 | 0.4783 | 0.3701 | 31.16 | 12.62 | |
| U-Net (SupOnly)labeled data count=5%2023.11 | 0.4783 | 0.3701 | 31.16 | 12.62 | |
| U-NetLab.=3(5%), Unlab.=02024.05 | 0.4783 | 0.3701 | 31.16 | 12.62 | |
| UA-MTLabeled Scans=3 (5%), Unlabeled Scans=67 (95%), Para. (M)=1.81, MACs(G)=2.992023.10 | 0.4604 | 0.3597 | 20.08 | 7.75 | |
| UA-MTlabeled data count=5%2023.11 | 0.4604 | 0.3597 | 20.08 | 7.75 | |
| UA-MTLab.=3(5%), Unlab.=67(95%)2024.05 | 0.4604 | 0.3597 | 20.08 | 7.75 |