Image Registration on HCP
80.5Dice ScoreGradICON
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| GradICONTransformation=DVF, Regularization Loss=GradICON, Similarity Loss=LNCC, standard training protocol=true, instance optimization=true2022.06 | 80.5 | 0.0004 | — | — | — | — | — | — | — | |
| GradICON (std. protocol)Transformation=DVF, Regularization Loss=GradICON, Similarity Loss=LNCC, Instance Optimization=true2022.06 | 80.5 | 0.0004 | — | — | — | — | — | — | — | |
| CARLInstance Optimization=true2024.05 | 80.4 | 0.001 | — | — | — | — | — | — | — | |
| GradICONinstance optimization=true2023.04 | 80.2 | 0.0004 | 0.123 | — | — | — | — | — | — | |
| GradICONInstance Optimization=true2024.05 | 80.2 | 0.0005 | — | — | — | — | — | — | — | |
| ConstrICONinstance optimization=true2023.04 | 80.1 | 0 | 0.0035 | — | — | — | — | — | — | |
| ConstrICONInstance Optimization=true2024.05 | 80.1 | 0 | — | — | — | — | — | — | — | |
| sm-shapesTransformation=A, SVF, Regularization Loss=Diff., Similarity Loss=DICE, official_source_code=true2022.06 | 79.8 | 0.2981 | — | — | — | — | — | — | — | |
| sm-shapesTransformation=A,SVF, Regularization Loss=Diff., Similarity Loss=DICE2022.06 | 79.8 | 0.2981 | — | — | — | — | — | — | — | |
| SynthMorphvariant=shape2023.04 | 79.7 | — | 0.298 | — | — | — | — | — | — | |
| CARL2024.05 | 79.6 | 0.006 | — | — | — | — | — | — | — | |
| ConstrICONinstance optimization=false2023.04 | 79.3 | 0 | 0.0004 | — | — | — | — | — | — | |
| ConstrICON2024.05 | 79.3 | 0 | — | — | — | — | — | — | — | |
| uniGradICONInstance Optimization=true2024.05 | 78.9 | 0.0002 | — | — | — | — | — | — | — | |
| CARLRotation Augmentation=true, Instance Optimization=true2024.05 | 78.9 | 0.003 | — | — | — | — | — | — | — | |
| EasyReg2024.05 | 78.8 | — | — | — | — | — | — | — | — | |
| GradICONTransformation=DVF, Regularization Loss=GradICON, Similarity Loss=LNCC, standard training protocol=true, instance optimization=false2022.06 | 78.7 | 0.0012 | — | — | — | — | — | — | — | |
| GradICON (LNCC)Transformation=DVF, Regularization Loss=GradICON, Similarity Loss=LNCC, Instance Optimization=false2022.06 | 78.7 | 0.0012 | — | — | — | — | — | — | — | |
| GradICONinstance optimization=false2023.04 | 78.6 | 0.0012 | 0.309 | — | — | — | — | — | — | |
| GradICON2024.05 | 78.6 | 0.001 | — | — | — | — | — | — | — | |
| sm-brainsTransformation=A, SVF, Regularization Loss=Diff., Similarity Loss=DICE, official_source_code=true2022.06 | 78.4 | 0.0364 | — | — | — | — | — | — | — | |
| sm-brainsTransformation=A,SVF, Regularization Loss=Diff., Similarity Loss=DICE2022.06 | 78.4 | 0.0364 | — | — | — | — | — | — | — | |
| SynthMorphvariant=brain2023.04 | 78.4 | — | 0.364 | — | — | — | — | — | — | |
| CARLRotation Augmentation=true2024.05 | 77.8 | 0.001 | — | — | — | — | — | — | — | |
| ANTS SyN2023.04 | 77.2 | 0 | 1.3 | — | — | — | — | — | — | |
| ANTS2024.05 | 77.2 | 0 | — | — | — | — | — | — | — | |
| uniGradICON2024.05 | 76.2 | 0.0001 | — | — | — | — | — | — | — | |
| SyNTransformation=A, VF, Regularization Loss=Gaussian, Similarity Loss=MI, official_source_code=true2022.06 | 75.8 | 0 | — | — | — | — | — | — | — | |
| SyNTransformation=A,VF, Regularization Loss=Gaussian, Similarity Loss=MI2022.06 | 75.8 | 0 | — | — | — | — | — | — | — | |
| ANTS SyNOnlymode=SyNOnly2023.04 | 75.8 | 0 | 0.035 | — | — | — | — | — | — | |
| KeyMorph2024.05 | 67.2 | 0 | — | — | — | — | — | — | — | |
| FreeSurfer-AffineTransformation=A, Similarity Loss=TB, official_source_code=true2022.06 | 62.1 | 0 | — | — | — | — | — | — | — | |
| FreeSurfer-AffineTransformation=A, Regularization Loss=TB2022.06 | 62.1 | 0 | — | — | — | — | — | — | — | |
| Initial2022.06 | 53.4 | — | — | — | — | — | — | — | — | |
| ANTs2026.01 | — | — | — | 66.8 | 54.2 | 86.9 | 1.201 | 0.863 | 1.476 | |
| Ours2026.01 | — | — | — | 75.9 | 66.4 | 92.2 | 0.856 | 0.576 | 0.849 | |
| SynthMorph2026.01 | — | — | — | 73.9 | 58.7 | 87.5 | 1.032 | 0.815 | 1.309 | |
| VoxelMorphSimilarity Metric=NCC2026.01 | — | — | — | 75.1 | 56.3 | 85.3 | 1.066 | 0.767 | 1.275 | |
| VoxelMorphSimilarity Metric=MI2026.01 | — | — | — | 70.6 | 60.5 | 89.3 | 1.011 | 0.712 | 1.15 |