Cardiac substructure segmentation on MMWHS CT to MRI (test)
81.6Dice (AA)Supervised training
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Supervised trainingadaptation=none, training=supervised2025.11 | 81.6 | 86.3 | 92.3 | 80 | 85.1 | 3.4 | 2.1 | 1.7 | 1.6 | 2.2 | |
| DAFormer2025.11 | 75.2 | 59.4 | 72 | 57.1 | 65.9 | 4.7 | 13.8 | 11.6 | 7.8 | 9.5 | |
| MA-UDA2025.11 | 71 | 67.4 | 77.5 | 59.1 | 68.7 | 4.4 | 6.9 | 5.6 | 4.2 | 5.3 | |
| TCSA-UDA2025.11 | 69 | 74.9 | 83.5 | 59.2 | 71.6 | 5.3 | 4.5 | 5.7 | 5 | 5.1 | |
| SECASA2025.11 | 68.3 | 74.6 | 81 | 55.9 | 69.9 | 4.9 | 3.6 | 5.4 | 3.2 | 4.3 | |
| ADR2025.11 | 66.9 | 69.1 | 81 | 48.3 | 66.3 | 6.9 | 5.5 | 3.4 | 4 | 4.9 | |
| EBM2025.11 | 65.9 | 64.2 | 76.9 | 49.1 | 64 | 6.9 | 7.5 | 5.6 | 3.8 | 6 | |
| SIFA V22025.11 | 65.3 | 62.3 | 78.9 | 47.3 | 63.4 | 7.3 | 7.4 | 3.8 | 4.4 | 5.7 | |
| CRST2025.11 | 65.1 | 66.9 | 77.2 | 50 | 64.8 | 6.4 | 6.3 | 5.5 | 4 | 5.6 | |
| CycleGAN2025.11 | 64.3 | 30.7 | 65 | 43 | 50.7 | 5.8 | 9.8 | 6 | 5 | 6.6 | |
| AdaOutput2025.11 | 52.3 | 71.1 | 79.5 | 49.2 | 63.2 | 9 | 3.5 | 5.1 | 5.4 | 5.8 | |
| AdvEnt2025.11 | 52.3 | 71.1 | 79.5 | 49.2 | 63.2 | 9 | 3.5 | 5.1 | 5.4 | 5.8 | |
| PnP-AdaNet2025.11 | 43.7 | 47 | 77.7 | 48.6 | 54.3 | 11.4 | 14.5 | 4.5 | 5.3 | 8.9 | |
| W/o adaptationadaptation=none2025.11 | 18.5 | 7.3 | 53.5 | 2.1 | 20.4 | 7.1 | 25.8 | 8.7 | 29.9 | 17.9 |