Cardiac MRI Segmentation on M&Ms Zero-Shot Out-of-Distribution
92.7Dice (Pool)PathCo-LatticE
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| PathCo-LatticENumber of Labeled Subjects (ACDC)=7(10%), Number of Unlabeled Subjects (ACDC)=63(90%), Zero-Shot Protocol=true2025.12 | 92.7 | 85.1 | 87.1 | — | 88.3 | 2.505 | 2.372 | 7.961 | — | 4.279 | |
| PathCo-LatticENumber of Labeled Subjects (ACDC)=11(16%), Number of Unlabeled Subjects (ACDC)=59(84%), Zero-Shot Protocol=true2025.12 | 92.5 | 85.7 | 88.7 | — | 89 | 2.469 | 2.191 | 6.75 | — | 3.803 | |
| PathCo-LatticENumber of Labeled Subjects (ACDC)=19(27%), Number of Unlabeled Subjects (ACDC)=51(73%), Zero-Shot Protocol=true2025.12 | 92.5 | 86.1 | 89.9 | — | 89.5 | 2.509 | 2.347 | 6.114 | — | 3.656 | |
| PPCNumber of Labeled Subjects (ACDC)=11(16%), Number of Unlabeled Subjects (ACDC)=59(84%), Zero-Shot Protocol=true2025.12 | 91.2 | 80.8 | 83.1 | — | 85 | 3.057 | 3.604 | 7.691 | — | 4.784 | |
| PPCNumber of Labeled Subjects (ACDC)=19(27%), Number of Unlabeled Subjects (ACDC)=51(73%), Zero-Shot Protocol=true2025.12 | 91 | 80.1 | 81.8 | — | 84.3 | 3.263 | 3.764 | 7.759 | — | 4.928 | |
| BCPNumber of Labeled Subjects (ACDC)=7(10%), Number of Unlabeled Subjects (ACDC)=63(90%), Zero-Shot Protocol=true2025.12 | 90.3 | 76.1 | 77.5 | — | 81.3 | 3.598 | 5.621 | 9.93 | — | 6.383 | |
| PPCNumber of Labeled Subjects (ACDC)=7(10%), Number of Unlabeled Subjects (ACDC)=63(90%), Zero-Shot Protocol=true2025.12 | 90.3 | 78.8 | 83.1 | — | 84.1 | 3.192 | 4.102 | 7.64 | — | 4.978 | |
| BCPNumber of Labeled Subjects (ACDC)=19(27%), Number of Unlabeled Subjects (ACDC)=51(73%), Zero-Shot Protocol=true2025.12 | 90.3 | 77.1 | 79.6 | — | 82.3 | 3.655 | 5.005 | 9.112 | — | 5.924 | |
| MC-NetNumber of Labeled Subjects (ACDC)=19(27%), Number of Unlabeled Subjects (ACDC)=51(73%), Zero-Shot Protocol=true2025.12 | 89.7 | 78.3 | 79.6 | — | 82.5 | 4.003 | 4.48 | 8.706 | — | 5.73 | |
| MC-NetNumber of Labeled Subjects (ACDC)=11(16%), Number of Unlabeled Subjects (ACDC)=59(84%), Zero-Shot Protocol=true2025.12 | 89.1 | 79.3 | 76 | — | 81.5 | 4.446 | 4.271 | 10.113 | — | 6.276 | |
| BCPNumber of Labeled Subjects (ACDC)=11(16%), Number of Unlabeled Subjects (ACDC)=59(84%), Zero-Shot Protocol=true2025.12 | 89 | 74.9 | 79.3 | — | 81.1 | 4.306 | 6.028 | 9.893 | — | 6.742 | |
| MC-NetNumber of Labeled Subjects (ACDC)=7(10%), Number of Unlabeled Subjects (ACDC)=63(90%), Zero-Shot Protocol=true2025.12 | 88.8 | 77 | 73.1 | — | 79.6 | 4.611 | 5.106 | 11.454 | — | 7.057 | |
| SS-NetNumber of Labeled Subjects (ACDC)=19(27%), Number of Unlabeled Subjects (ACDC)=51(73%), Zero-Shot Protocol=true2025.12 | 88.3 | 78.1 | 75.5 | — | 80.6 | 5.032 | 4.682 | 10.345 | — | 6.686 | |
| SS-NetNumber of Labeled Subjects (ACDC)=11(16%), Number of Unlabeled Subjects (ACDC)=59(84%), Zero-Shot Protocol=true2025.12 | 86.7 | 76.2 | 74.2 | — | 79 | 6.166 | 5.275 | 11.402 | — | 7.614 | |
| SS-NetNumber of Labeled Subjects (ACDC)=7(10%), Number of Unlabeled Subjects (ACDC)=63(90%), Zero-Shot Protocol=true2025.12 | 86.6 | 72.6 | 72.8 | — | 77.3 | 5.553 | 6.886 | 11.428 | — | 7.956 |