Cardiac Segmentation on ACDC 10% labeled scans
90.27DiceSPCL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SPCLSupervision=Semi-supervised2026.01 | 90.27 | 82.76 | 1.64 | — | |
| ABDSupervision=Semi-supervised2026.01 | 89.47 | 81.36 | 3.69 | — | |
| DGCLSupervision=Semi-supervised2026.01 | 89.42 | 81.26 | 3.12 | — | |
| BASSSupervision=Semi-supervised2026.01 | 89.38 | 81.84 | 2.24 | — | |
| ADMTSupervision=Semi-supervised2026.01 | 89.27 | 81.07 | 1.92 | — | |
| BUSSupervision=Semi-supervised2026.01 | 89.11 | 80.85 | 2.76 | — | |
| CrossMatchLab.=7(10%), Unlab.=63(90%)2024.05 | 89.08 | 81.44 | 1.52 | 0.52 | |
| UGPCLSupervision=Semi-supervised2026.01 | 88.62 | 80.53 | 2.97 | — | |
| UniMatchLab.=7(10%), Unlab.=63(90%)2024.05 | 88.08 | 80.1 | 2.09 | 0.45 | |
| URCALab.=7(10%), Unlab.=63(90%)2024.05 | 87.86 | — | 4.21 | 1.36 | |
| DMDLab.=7(10%), Unlab.=63(90%)2024.05 | 87.52 | 78.62 | 4.81 | 1.6 | |
| SS-NetLab.=7(10%), Unlab.=63(90%)2024.05 | 86.78 | 77.67 | 6.07 | 1.4 | |
| MC-NetLab.=7(10%), Unlab.=63(90%)2024.05 | 86.44 | 77.04 | 5.5 | 1.84 | |
| SupOnlySupervision=Supervised-only2026.01 | 85.05 | 74.92 | 7.59 | — | |
| SASSNetLab.=7(10%), Unlab.=63(90%)2024.05 | 84.5 | 74.34 | 5.42 | 1.86 | |
| DTCLab.=7(10%), Unlab.=63(90%)2024.05 | 84.29 | 73.92 | 12.81 | 4.01 | |
| URPCLab.=7(10%), Unlab.=63(90%)2024.05 | 83.1 | 72.41 | 4.84 | 1.53 | |
| UA-MTLab.=7(10%), Unlab.=63(90%)2024.05 | 81.65 | 70.64 | 6.88 | 2.02 | |
| U-NetLab.=7(10%), Unlab.=02024.05 | 79.41 | 68.11 | 9.35 | 2.7 |