Medical Image Segmentation on MSD Heart (test)
96.85Dice ScoreMetaDCSeg
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| MetaDCSegNoise Level=0%2025.11 | 96.85 | — | 93.89 | 2.12 | |
| MetaDCSegNoise Level=20%2025.11 | 95.89 | — | 92.15 | 2.89 | |
| L2B*Noise Level=0%2025.11 | 95.42 | — | 91.23 | 3.45 | |
| MetaDCSegNoise Level=40%2025.11 | 94.87 | — | 90.34 | 3.78 | |
| L2B*Noise Level=20%2025.11 | 94.38 | — | 89.45 | 4.23 | |
| MADGNet*Noise Level=0%2025.11 | 93.68 | — | 88.12 | 4.89 | |
| MAXFormer*Noise Level=0%2025.11 | 93.24 | — | 87.34 | 5.12 | |
| ConDSeg*Noise Level=0%2025.11 | 93.06 | — | 87.05 | 5.45 | |
| HAMIL*Noise Level=0%2025.11 | 92.98 | — | 86.92 | 5.67 | |
| L2B*Noise Level=40%2025.11 | 92.89 | — | 86.78 | 5.67 | |
| MetaDCSegNoise Level=60%2025.11 | 92.76 | — | 86.56 | 5.12 | |
| MADGNet*Noise Level=20%2025.11 | 92.08 | — | 85.34 | 6.78 | |
| MAXFormer*Noise Level=20%2025.11 | 91.35 | — | 84.15 | 7.45 | |
| ConDSeg*Noise Level=20%2025.11 | 90.89 | — | 83.56 | 8.12 | |
| HAMIL*Noise Level=20%2025.11 | 90.12 | — | 82.45 | 8.56 | |
| L2B*Noise Level=60%2025.11 | 89.62 | — | 81.23 | 8.45 | |
| MADGNet*Noise Level=40%2025.11 | 89.15 | — | 80.45 | 9.45 | |
| MAXFormer*Noise Level=40%2025.11 | 88.02 | — | 78.62 | 10.34 | |
| ConDSeg*Noise Level=40%2025.11 | 87.54 | — | 77.89 | 11.23 | |
| HAMIL*Noise Level=40%2025.11 | 86.56 | — | 76.34 | 12.45 | |
| MADGNet*Noise Level=60%2025.11 | 83.78 | — | 72.12 | 14.56 | |
| UVI-Net (w/o inst opt.)Augmentation Scale=10x, Aggregation=Average of 3D-UNet, VNet, and UNETR, Note=w/o instance optimization2024.04 | 83.1 | — | — | — | |
| ConDSeg*Noise Level=60%2025.11 | 82.15 | — | 69.78 | 15.89 | |
| DDMAugmentation Scale=10x, Aggregation=Average of 3D-UNet, VNet, and UNETR2024.04 | 81.8 | — | — | — | |
| MAXFormer*Noise Level=60%2025.11 | 81.25 | — | 68.45 | 16.78 | |
| Fourier-Net+Augmentation Scale=10x, Aggregation=Average of 3D-UNet, VNet, and UNETR2024.04 | 80.9 | — | — | — | |
| VMAugmentation Scale=10x, Aggregation=Average of 3D-UNet, VNet, and UNETR2024.04 | 80.3 | — | — | — | |
| HAMIL*Noise Level=60%2025.11 | 80.14 | — | 66.89 | 18.23 | |
| R2NetAugmentation Scale=10x, Aggregation=Average of 3D-UNet, VNet, and UNETR2024.04 | 78.9 | — | — | — | |
| TMAugmentation Scale=10x, Aggregation=Average of 3D-UNet, VNet, and UNETR2024.04 | 77.3 | — | — | — | |
| VanillaAugmentation Scale=10x, Aggregation=Average of 3D-UNet, VNet, and UNETR2024.04 | 75.5 | — | — | — | |
| nnU-NetEvaluation Mode=Test Set Submission2018.09 | — | 92.77 | — | — |