Intra-subject Cardiac Registration on ACDC (test)
79.82DiceFMIR
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FMIRTime (s)=0.62, Foundation Model=DINO ViT-B2026.01 | 79.82 | 9.07 | 0.049 | |
| FMIR(SAM)Time (s)=1.79, Foundation Model=SAM2026.01 | 79.72 | 9.06 | 0.046 | |
| uniGradICONFramework=Unified2025.03 | 79.56 | — | 0.81 | |
| FMIR(-CR)Time (s)=0.61, Channel Regularization=Removed, Training Mode=Unsupervised2026.01 | 79.43 | 8.57 | 0.045 | |
| uniGradICONTime (s)=4.95, Retraining=Direct application without retraining2026.01 | 78.89 | 9.05 | 0.049 | |
| RDPTime (s)=0.362026.01 | 78.06 | 9.02 | 0.076 | |
| CorrMLPTime (s)=0.282026.01 | 77.31 | 9 | 0.056 | |
| CorrMLPFramework=Task-specific2025.03 | 77.31 | — | 0.05 | |
| MemWarpTime (s)=0.582026.01 | 76.74 | 9.67 | 0.108 | |
| LKU-NetTime (s)=0.222026.01 | 76.53 | 9.13 | 0.049 | |
| UniReg (MLP)Framework=Unified2025.03 | 76.21 | — | 0.01 | |
| UniReg (C2F)Framework=Unified2025.03 | 76.1 | — | 0.01 | |
| IIRP-NetFramework=Task-specific2025.03 | 75.37 | — | 0.01 | |
| VoxelMorphTime (s)=0.182026.01 | 75.26 | 9.33 | 0.044 | |
| DeedsFramework=Task-specific2025.03 | 75.01 | — | 1.06 | |
| TransMorphTime (s)=0.262026.01 | 74.97 | 9.44 | 0.045 | |
| TransMorphFramework=Task-specific2025.03 | 74.97 | — | 0.04 | |
| RANFramework=Task-specific2025.03 | 71.48 | — | 0.01 | |
| LapIRNFramework=Task-specific2025.03 | 71.43 | — | 0.06 | |
| NiftyRegFramework=Task-specific2025.03 | 63.97 | — | 0.11 | |
| InitialDescription=Baseline results before registration2026.01 | 58.14 | 11.95 | — | |
| InitialFramework=Task-specific2025.03 | 58.14 | — | 0 |