Medical Image Segmentation on MM-WHS Cardiac CT → Cardiac MRI
90.94Dice (LVM)Fully supervised
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Fully supervised2025.09 | 90.94 | 94.47 | 92.98 | 96.13 | 93.63 | |
| GenericSSL2025.09 | 74.16 | 55.07 | 86.13 | 54.55 | 67.48 | |
| PSIGAN2025.09 | 69.95 | 42.81 | 79.04 | 39.79 | 57.9 | |
| Ours-AD2025.09 | 68.31 | 63.97 | 86.77 | 56.59 | 68.91 | |
| Ours-PL2025.09 | 66.95 | 63.37 | 83.83 | 50 | 66.04 | |
| CycleGAN2025.09 | 65.91 | 36.21 | 79.55 | 18.84 | 50.13 | |
| CyCADA2025.09 | 64.56 | 47.64 | 81.55 | 31.39 | 56.28 | |
| Ours-GS2025.09 | 63.1 | 70.56 | 86.24 | 61.66 | 70.39 | |
| ADVENT2025.09 | 62.6 | 47.63 | 80.92 | 33.15 | 56.08 | |
| FPL+2025.09 | 59.84 | 54.97 | 79.12 | 44.37 | 59.58 | |
| Diff-style2025.09 | 57.3 | 25.89 | 64.69 | 3.12 | 37.75 | |
| SIFA2025.09 | 51.57 | 67.15 | 78.23 | 66.07 | 65.75 | |
| FDA2025.09 | 35.82 | 14.77 | 53.69 | 0.74 | 26.26 | |
| No Adaptation2025.09 | 25.94 | 22.11 | 45.25 | 10.31 | 25.9 |