Cardiac MRI Segmentation on ACDC In-Distribution (test)
94Dice (Pool)BCP
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| BCPLabeled Subjects=19 (27%), Unlabeled Subjects=51 (73%)2025.12 | 94 | 83.2 | 87.3 | 88.2 | 3.65 | 5 | 9.11 | 5.92 | |
| PPCLabeled Subjects=19 (27%), Unlabeled Subjects=51 (73%)2025.12 | 93.9 | 83.8 | 87 | 88.2 | 3.26 | 3.76 | 7.75 | 4.92 | |
| PathCo-LatticELabeled Subjects=19 (27%), Unlabeled Subjects=51 (73%)2025.12 | 93.8 | 87.5 | 92.6 | 91.3 | 2.5 | 2.34 | 6.11 | 3.65 | |
| PathCo-LatticELabeled Subjects=7 (10%), Unlabeled Subjects=63 (90%)2025.12 | 93.5 | 86.4 | 90.6 | 90.2 | 2.5 | 2.37 | 7.96 | 4.27 | |
| PPCLabeled Subjects=11 (16%), Unlabeled Subjects=59 (84%)2025.12 | 93.4 | 84.5 | 88.3 | 88.7 | 3.05 | 3.6 | 7.69 | 4.78 | |
| PathCo-LatticELabeled Subjects=11 (16%), Unlabeled Subjects=59 (84%)2025.12 | 93.4 | 87.1 | 91.7 | 90.7 | 2.46 | 2.19 | 6.75 | 3.8 | |
| BCPLabeled Subjects=7 (10%), Unlabeled Subjects=63 (90%)2025.12 | 93.3 | 81.7 | 84.7 | 86.6 | 3.59 | 5.62 | 9.93 | 6.38 | |
| MC-NetLabeled Subjects=19 (27%), Unlabeled Subjects=51 (73%)2025.12 | 93.2 | 81.6 | 83.9 | 86.2 | 3.04 | 5.56 | 6.35 | 4.98 | |
| BCPLabeled Subjects=11 (16%), Unlabeled Subjects=59 (84%)2025.12 | 92.9 | 80.9 | 85.9 | 86.6 | 4.3 | 6.02 | 9.89 | 6.74 | |
| PPCLabeled Subjects=7 (10%), Unlabeled Subjects=63 (90%)2025.12 | 92 | 82 | 87.9 | 87.3 | 3.4 | 4.02 | 6.97 | 4.8 | |
| SS-NetLabeled Subjects=19 (27%), Unlabeled Subjects=51 (73%)2025.12 | 91.5 | 81.1 | 80.6 | 84.4 | 4.14 | 5.72 | 7.55 | 5.8 | |
| MC-NetLabeled Subjects=11 (16%), Unlabeled Subjects=59 (84%)2025.12 | 90.9 | 80.7 | 80.4 | 84 | 5.07 | 6.26 | 7.98 | 6.44 | |
| SS-NetLabeled Subjects=11 (16%), Unlabeled Subjects=59 (84%)2025.12 | 89.5 | 79.9 | 79 | 82.8 | 5.36 | 6.21 | 8.4 | 6.66 | |
| MC-NetLabeled Subjects=7 (10%), Unlabeled Subjects=63 (90%)2025.12 | 89.3 | 79.6 | 76.5 | 81.8 | 5.2 | 6.72 | 10.32 | 7.41 | |
| SS-NetLabeled Subjects=7 (10%), Unlabeled Subjects=63 (90%)2025.12 | 89.1 | 76.3 | 75.6 | 80.3 | 5.73 | 8.45 | 10.27 | 8.15 |