Cardiac Image Segmentation on MM-WHS MR to CT 2017 (test)
90.8Dice (AA)MA-UDA
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| MA-UDA2025.11 | 90.8 | 88.7 | 77.6 | 67.4 | 81.1 | 5.7 | 3.8 | 7.6 | 5.2 | 5.6 | |
| Supervised trainingadaptation=none, training=supervised2025.11 | 89.3 | 91.4 | 92.8 | 88 | 90.4 | 2.3 | 2.9 | 1.5 | 3.2 | 2.5 | |
| ADR2025.11 | 87.9 | 86.8 | 82.1 | 64.2 | 80.2 | 5.9 | 4.1 | 4.8 | 5.7 | 5.1 | |
| DAFormer2025.11 | 85.5 | 88.2 | 74.5 | 60.2 | 77.1 | 12.1 | 9.2 | 7.7 | 4.9 | 8.5 | |
| Supervised-onlyadaptation_type=Supervised baseline2023.05 | 85 | 87.1 | 75.2 | 63 | 77.6 | 2.2 | 3.3 | 5.1 | 5.1 | 3.9 | |
| SECASA2025.11 | 83.8 | 85.2 | 82.9 | 71.7 | 80.9 | 9.6 | 4.2 | 3.9 | 3.9 | 5.4 | |
| TCSA-UDA2025.11 | 82.5 | 87.1 | 85.7 | 74.3 | 82.4 | 13.2 | 7.2 | 3.5 | 3.6 | 6.9 | |
| SIFA-v2Adaptation framework=UDA, Labeled source scans=162022.03 | 81.3 | 79.5 | 73.8 | 61.6 | 74.1 | 7.9 | 6.2 | 5.5 | 8.5 | 7 | |
| SIFA V22025.11 | 81.3 | 79.5 | 73.8 | 61.6 | 74.1 | 7.9 | 6.2 | 5.5 | 8.5 | 7 | |
| SIFA-v1Adaptation framework=UDA, Labeled source scans=162022.03 | 81.1 | 76.4 | 75.7 | 58.7 | 73 | 10.6 | 7.4 | 6.7 | 7.8 | 8.1 | |
| CRST2025.11 | 79.6 | 80.5 | 78.3 | 63.7 | 75.5 | 8.8 | 6.4 | 4.5 | 7.5 | 6.8 | |
| AdvEnt2025.11 | 79.5 | 83 | 79.5 | 57.7 | 75 | 13.9 | 9.3 | 6.9 | 4.5 | 8.7 | |
| EBM2025.11 | 78.9 | 80.7 | 75.7 | 60.4 | 74.9 | 8.6 | 6.4 | 4.7 | 8.2 | 7.1 | |
| meta-hallucinator2023.05 | 75.6 | 75.1 | 82.3 | 69.6 | 75.6 | 5.1 | 4.3 | 4.9 | 4.8 | 4.8 | |
| PnP-AdaNetAdaptation framework=UDA, Labeled source scans=162022.03 | 74 | 68.9 | 61.9 | 50.8 | 63.9 | 12.8 | 6.3 | 17.4 | 14.7 | 12.8 | |
| PnP-AdaNet2025.11 | 74 | 68.9 | 61.9 | 50.8 | 63.9 | 12.8 | 6.3 | 17.4 | 14.7 | 12.8 | |
| CycleGAN2025.11 | 73.8 | 75.7 | 52.3 | 28.7 | 57.6 | 11.5 | 13.6 | 9.2 | 8.6 | 10.8 | |
| AdaOutput2025.11 | 73.5 | 80.4 | 76.1 | 48.6 | 69.6 | 15.5 | 5.8 | 5.2 | 6.6 | 8.3 | |
| MT-UDAAdaptation framework=UDA+SSL, Labeled source scans=42022.03 | 72.7 | 71.4 | 60.7 | 41.7 | 61.6 | 5.3 | 5.7 | 6.7 | 6.1 | 5.9 | |
| MT-UDAadaptation_type=Few-shot UDA2023.05 | 67.2 | 80 | 72.1 | 56.2 | 68.9 | 6.3 | 4.1 | 5.7 | 6.8 | 5.7 | |
| TCSMlearning_paradigm=Semi-supervised learning2023.05 | 65.3 | 62.7 | 50.9 | 38.3 | 54.3 | 5.6 | 6.2 | 9.6 | 8.2 | 7.4 | |
| DCAM+UA-MTAdaptation framework=UDA+SSL, Labeled source scans=42022.03 | 61.3 | 59.7 | 46.5 | 19.2 | 46.7 | 5.6 | 8.3 | 8.2 | 10.6 | 8.2 | |
| MTlearning_paradigm=Semi-supervised learning2023.05 | 59 | 59.3 | 45.3 | 35.9 | 49.9 | 6.8 | 6.6 | 10.3 | 9.9 | 8.4 | |
| VoxelMorphadaptation_type=Data augmentation2023.05 | 57.6 | 67.2 | 41.1 | 35.7 | 50.4 | 6.6 | 7.2 | 9.9 | 9.8 | 8.4 | |
| SIFA-v2Adaptation framework=UDA, Labeled source scans=42022.03 | 50.5 | 59.6 | 31.9 | 28.9 | 42.7 | 8.8 | 7.3 | 15.8 | 13.2 | 11.3 | |
| CycleGANadaptation_type=Image adaptation2023.05 | 43.7 | 49.8 | 43.2 | 23.1 | 40 | 25.4 | 12.9 | 17.9 | 36.4 | 23.1 | |
| SIFAadaptation_type=Image and feature adaptation2023.05 | 42.3 | 61 | 46.4 | 42 | 47.9 | 10.2 | 8 | 10.5 | 8.2 | 9.2 | |
| ADDAadaptation_type=Feature adaptation2023.05 | 35.5 | 4.2 | 2.1 | 36.9 | 19.7 | 30.9 | 47.9 | 57.4 | 11.8 | 37 | |
| DCAM+MTAdaptation framework=UDA+SSL, Labeled source scans=42022.03 | 35.3 | 31.6 | 48.4 | 11.2 | 31.6 | 39.9 | 39.8 | 10.5 | 14.6 | 23.7 | |
| ISTNadaptation_type=Data augmentation2023.05 | 34 | 61 | 47.1 | 32.9 | 43.8 | 10 | 5.4 | 9.7 | 10.7 | 9 | |
| W/o adaptationadaptation=none2025.11 | 30.8 | 36.8 | 18.3 | 7.2 | 23.3 | 20.2 | 8.9 | 33.6 | 27.8 | 22.6 | |
| UA-MTAdaptation framework=SSL, Labeled source scans=42022.03 | 20.1 | 40.5 | 2.5 | 11.3 | 18.6 | 40.1 | 23.3 | 43.2 | 20.9 | 31.9 | |
| DCAMAdaptation framework=UDA, Labeled source scans=42022.03 | 19.3 | 28.1 | 34.1 | 6.4 | 22 | 32.5 | 21.8 | 17.7 | 22.8 | 23.7 | |
| W/o adaptationadaptation_type=No adaptation baseline2023.05 | 18.9 | 4.6 | 20.7 | 11.6 | 14 | 48.2 | 30.8 | 35.2 | 40.6 | 38.7 | |
| W/o AdaptationAdaptation framework=None, Labeled source scans=42022.03 | 5.6 | 17.8 | 12.1 | 5.5 | 10.3 | 36.9 | 24.6 | 38.5 | 35.6 | 33.9 | |
| MTAdaptation framework=SSL, Labeled source scans=42022.03 | 3.6 | 26.8 | 14.5 | 4.6 | 12.4 | 34.5 | 22.7 | 5.7 | 17.6 | 20.1 |