Cardiac Segmentation on ACDC (Dice, IoU, HD95)
93.42Average DiceMedFlowSeg
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| MedFlowSegCategory=Proposed2026.04 | 93.42 | 87.73 | 5.27 | 94.68 | 89.9 | 90.32 | 82.35 | 95.27 | 90.97 | |
| EnsemDiffCategory=Generative Segmentation Methods2026.04 | 92.76 | 86.61 | 6.25 | 94.52 | 89.61 | 89.03 | 80.23 | 94.73 | 89.99 | |
| MedSegDiff-V2Category=Generative Segmentation Methods2026.04 | 92.68 | 86.39 | 6.03 | 94.07 | 88.8 | 90.18 | 82.11 | 93.79 | 88.3 | |
| MedSegDiffCategory=Generative Segmentation Methods2026.04 | 91.89 | 85.12 | 7.16 | 92.55 | 86.13 | 87.92 | 78.44 | 93.19 | 87.25 | |
| SegDiffCategory=Generative Segmentation Methods2026.04 | 91.8 | 84.9 | 6.84 | 91.68 | 84.64 | 89.34 | 80.73 | 94.37 | 89.34 | |
| FlowSDFCategory=Generative Segmentation Methods2026.04 | 91.43 | 84.25 | 6.38 | 91.28 | 83.95 | 88.71 | 79.71 | 94.3 | 89.21 | |
| nnUNetCategory=Deterministic Segmentation Methods2026.04 | 90.29 | 82.35 | 7.49 | 88.92 | 80.05 | 89.13 | 80.38 | 92.84 | 86.63 | |
| TransUNetCategory=Deterministic Segmentation Methods2026.04 | 89.71 | 81.56 | 8.5 | 86.67 | 76.47 | 87.27 | 77.41 | 95.18 | 90.8 | |
| SwinUNetCategory=Deterministic Segmentation Methods2026.04 | 88.07 | 78.94 | 9.03 | 85.77 | 75.09 | 84.42 | 73.04 | 94.03 | 88.73 | |
| UNetCategory=Deterministic Segmentation Methods2026.04 | 87.55 | 78.37 | 9.58 | 87.1 | 77.2 | 80.63 | 67.58 | 94.92 | 90.33 |