Medical Image Segmentation on ACDC (Region Dice and HD95)
90.53RV DicennUNet
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| nnUNetSupervision level=100%2026.03 | 90.53 | 1.62 | 90.36 | 1.12 | 94.94 | 1.2 | |
| MedSAM2Supervision level=100%2026.03 | 87.89 | 6.27 | 88.03 | 1.37 | 92.05 | 4.13 | |
| nnUNetSupervision level=30%2026.03 | 87.75 | 2.87 | 87.32 | 2.8 | 93.37 | 1.6 | |
| Ours - Static MemorySupervision level=100%2026.03 | 85.26 | 2.83 | 84.74 | 1.78 | 91.75 | 2 | |
| MedSAM2Supervision level=30%2026.03 | 83.06 | 11.48 | 86.17 | 1.98 | 91.78 | 4.12 | |
| UNetSupervision level=100%2026.03 | 82.03 | 6.54 | 86.83 | 3.05 | 92.18 | 4.28 | |
| nnUNetSupervision level=10%2026.03 | 81.72 | 6.64 | 83.41 | 2.6 | 90.19 | 3.75 | |
| MedSAM2Supervision level=10%2026.03 | 79.81 | 13.54 | 81.61 | 3.41 | 88.76 | 6.24 | |
| Ours - Static Memory - FLSupervision level=100%, Training protocol=Federated Learning2026.03 | 79.54 | 2.98 | 83.03 | 1.7 | 91.39 | 1.6 | |
| Ours - Static MemorySupervision level=30%2026.03 | 78.6 | 3.27 | 81.79 | 2.35 | 90.7 | 2.35 | |
| UNetSupervision level=30%2026.03 | 75.8 | 15.21 | 82.33 | 4.97 | 89.63 | 9.33 | |
| Ours - Static MemorySupervision level=10%2026.03 | 72.71 | 6.3 | 78 | 3.72 | 87.92 | 5.5 | |
| SwinUNETRSupervision level=100%2026.03 | 71.06 | 49.87 | 79.67 | 51.16 | 80.69 | 46.57 | |
| SwinUNETRSupervision level=10%2026.03 | 50.04 | 75.02 | 55.01 | 73.91 | 70.4 | 82.64 | |
| SwinUNETRSupervision level=30%2026.03 | 49.53 | 71.14 | 54.9 | 70.96 | 69.17 | 83.78 | |
| UNetSupervision level=10%2026.03 | 43.2 | 74.2 | 64.59 | 35.93 | 74.51 | 39.44 |