Full heart segmentation on MMWHS-CT (test)
78.76Myo DiceGenMed-Full
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| GenMed-Fullcategory=our method2026.05 | 78.76 | 74.14 | 88.16 | 77.2 | 87.31 | 74.89 | 79.97 | 65.46 | 84.83 | 65.46 | 83.81 | 71.43 | |
| DiffAtlasTraining Setting=Full2025.03 | 78.02 | 73.75 | 87.27 | 74.74 | 86.68 | 74.41 | 80.25 | 65.87 | 84.02 | 66.79 | 83.25 | 71.11 | |
| GenMed-Naivecategory=our method2026.05 | 78.02 | 73.75 | 87.27 | 74.74 | 86.68 | 74.41 | 80.25 | 65.87 | 84.02 | 66.79 | 83.25 | 71.11 | |
| ICMDTraining Setting=Full2025.03 | 58.03 | 52.63 | 41.98 | 26.05 | 68.51 | 45.64 | 66.47 | 41.81 | 39.98 | 25.56 | 54.99 | 38.34 | |
| Input-Cond Diffusioncategory=input-conditioned generative method2026.05 | 58.03 | 52.63 | 41.98 | 26.05 | 68.51 | 45.64 | 66.47 | 41.81 | 39.98 | 25.56 | 54.99 | 38.34 | |
| ICFTraining Setting=Full2025.03 | 57.88 | 47.18 | 60.05 | 22.41 | 73.31 | 42.62 | 49.68 | 25.35 | 69.24 | 43.25 | 62.03 | 36.16 | |
| nnU-Netcategory=discriminative method2026.05 | 57.88 | 47.18 | 60.05 | 22.41 | 73.31 | 42.62 | 49.68 | 25.35 | 69.24 | 43.25 | 62.03 | 36.16 | |
| GenMed-Naivezero-shot=true, cross-domain=MRI training set → CT test set2026.05 | 54.24 | 33.72 | 72.22 | 36.97 | 61.9 | 21.58 | 69.14 | 32.06 | 61.49 | 27.78 | 63.8 | 30.42 | |
| SwinUNETRcategory=discriminative method2026.05 | 54.22 | 43.67 | 60.63 | 22.05 | 67.59 | 32.77 | 47.46 | 20.15 | 64.21 | 34.99 | 58.82 | 30.73 | |
| GenMed-Fullzero-shot=true, cross-domain=MRI training set → CT test set2026.05 | 54.08 | 34.15 | 73.43 | 40.4 | 61.65 | 21.13 | 69.27 | 32.34 | 61.81 | 28.71 | 64.05 | 31.34 | |
| RBATraining Setting=Full2025.03 | 51.13 | 40.56 | 65.28 | 30.66 | 60.04 | 31.13 | 66.96 | 39.54 | 55.38 | 29.47 | 59.76 | 34.27 | |
| Registration Atlascategory=atlas-based method2026.05 | 51.13 | 40.56 | 65.28 | 30.66 | 60.04 | 31.13 | 66.96 | 39.54 | 55.38 | 29.47 | 59.76 | 34.27 | |
| Input-Cond Diffusionzero-shot=true, cross-domain=MRI training set → CT test set2026.05 | 46.52 | 20.84 | 41.53 | 11.84 | 67.41 | 18.54 | 66.62 | 18.21 | 16.25 | 4.91 | 47.67 | 14.87 | |
| Registration Atlaszero-shot=true, cross-domain=MRI training set → CT test set2026.05 | 32.44 | 32.61 | 51.43 | 23.3 | 52.76 | 23.18 | 51.26 | 26.25 | 40.43 | 23.06 | 45.67 | 25.68 | |
| nnU-Netzero-shot=true, cross-domain=MRI training set → CT test set2026.05 | 25.03 | 30.29 | 47.54 | 20.01 | 56.74 | 24.12 | 52.59 | 21.85 | 48.46 | 18.22 | 46.07 | 22.9 | |
| SwinUNETRzero-shot=true, cross-domain=MRI training set → CT test set2026.05 | 24.06 | 28.03 | 51.22 | 23.58 | 45.23 | 17.86 | 42.88 | 17.97 | 48.93 | 20.45 | 42.46 | 21.58 |