Full heart segmentation on MMWHS-MRI (test)
57.97Myo DiceDiffAtlas
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DiffAtlasTraining Setting=Full2025.03 | 57.97 | 46.42 | 70.67 | 41.11 | 75.7 | 43.93 | 73.11 | 44.14 | 65.77 | 41.64 | 68.64 | 43.45 | |
| GenMed-Naivecategory=our method2026.05 | 57.97 | 46.42 | 70.67 | 41.11 | 75.7 | 43.93 | 73.11 | 44.14 | 65.77 | 41.64 | 68.64 | 43.45 | |
| GenMed-Fullcategory=our method2026.05 | 56.63 | 36.36 | 72.56 | 40.19 | 74.99 | 46.25 | 76.01 | 50.01 | 67.53 | 44.63 | 69.54 | 43.49 | |
| ICMDTraining Setting=Full2025.03 | 53.14 | 55.4 | 32.97 | 21.98 | 65.51 | 40.97 | 61.84 | 37.48 | 39.87 | 27.1 | 50.67 | 36.59 | |
| Input-Cond Diffusioncategory=input-conditioned generative method2026.05 | 53.14 | 55.4 | 32.97 | 21.98 | 65.51 | 40.97 | 61.84 | 37.48 | 39.87 | 27.1 | 50.67 | 36.59 | |
| GenMed-Fullzero-shot=true, cross-domain=CT training set → MRI test set2026.05 | 47.26 | 28.4 | 62 | 31.19 | 70.37 | 38.58 | 65.76 | 32.73 | 54.17 | 21.7 | 59.91 | 30.52 | |
| GenMed-Naivezero-shot=true, cross-domain=CT training set → MRI test set2026.05 | 46.43 | 24.8 | 61.59 | 30.55 | 70.42 | 38.13 | 69.14 | 33.14 | 51.79 | 21.08 | 59.22 | 29.54 | |
| ICFTraining Setting=Full2025.03 | 41.11 | 38.9 | 51.63 | 20.28 | 67.63 | 31.98 | 49.66 | 22 | 50.05 | 28.99 | 52.02 | 28.43 | |
| nnU-Netcategory=discriminative method2026.05 | 41.11 | 38.9 | 51.63 | 20.28 | 67.63 | 31.98 | 49.66 | 22 | 50.05 | 28.99 | 52.02 | 28.43 | |
| RBATraining Setting=Full2025.03 | 38.28 | 42.01 | 53.1 | 30.49 | 63.19 | 34.32 | 59.34 | 28.18 | 49.76 | 26.84 | 52.73 | 32.37 | |
| Registration Atlascategory=atlas-based method2026.05 | 38.28 | 42.01 | 53.1 | 30.49 | 63.19 | 34.32 | 59.34 | 28.18 | 49.76 | 26.84 | 52.73 | 32.37 | |
| Registration Atlaszero-shot=true, cross-domain=CT training set → MRI test set2026.05 | 31.7 | 34.53 | 42.01 | 24.88 | 50.71 | 27.71 | 43.05 | 29.92 | 39.72 | 23.55 | 41.44 | 28.12 | |
| nnU-Netzero-shot=true, cross-domain=CT training set → MRI test set2026.05 | 26.89 | 28.38 | 45.95 | 19.39 | 41.96 | 19.34 | 31.33 | 13.69 | 30.18 | 16.34 | 35.26 | 19.42 | |
| SwinUNETRcategory=discriminative method2026.05 | 23.64 | 30.88 | 51.18 | 21.15 | 48.39 | 16.74 | 48.01 | 22.33 | 38.05 | 17.09 | 41.85 | 21.64 | |
| SwinUNETRzero-shot=true, cross-domain=CT training set → MRI test set2026.05 | 22.49 | 25.33 | 37.41 | 16.02 | 40.63 | 17.86 | 31 | 13.26 | 30.02 | 15.32 | 32.31 | 17.56 | |
| Input-Cond Diffusionzero-shot=true, cross-domain=CT training set → MRI test set2026.05 | 14.09 | 14.56 | 48.6 | 37.04 | 41.35 | 22.6 | 38.93 | 27.47 | 16.55 | 16.82 | 31.9 | 23.7 |