Image Registration on IXI
80.23DSCDrivenMorph
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| DrivenMorphTime(s)=0.38, Param(M)=6.23, FLOPs(G)=151.82026.06 | 80.23 | 0.0033 | — | — | — | — | 2.479 | 0.92 | |
| GroupMorphTime(s)=0.46, Param(M)=1.37, FLOPs(G)=237.32026.06 | 79.02 | 0.0097 | — | — | — | — | 2.582 | 0.951 | |
| TransMorphTime(s)=0.19, Param(M)=46.69, FLOPs(G)=713.52026.06 | 78.55 | 0.029 | — | — | — | — | 2.639 | 0.964 | |
| ElasticDemonsTime(s)=25.162026.06 | 77.52 | 0.0001 | — | — | — | — | 2.766 | 0.977 | |
| SyNTime(s)=21.732026.06 | 77.2 | 0.0001 | — | — | — | — | 2.79 | 0.989 | |
| XMorpherTime(s)=1.62, Param(M)=14.80, FLOPs(G)=13552026.06 | 77 | 0.0301 | — | — | — | — | 2.731 | 0.97 | |
| Vit-V-NetTime(s)=0.33, Param(M)=110.6, FLOPs(G)=10502026.06 | 76.81 | 0.0655 | — | — | — | — | 2.75 | 0.977 | |
| VoxelMorphTime(s)=0.14, Param(M)=1.10, FLOPs(G)=512.52026.06 | 76.6 | 0.0448 | — | — | — | — | 2.779 | 0.99 | |
| Initial2026.06 | 53.71 | — | — | — | — | — | 3.568 | 1.862 | |
| CVS2025.12 | — | — | 74.8 | 75.4 | 58.2 | 186.5 | — | — | |
| FireANTs2025.12 | — | — | 75.3 | 75.4 | 60.1 | 138.2 | — | — | |
| NeurAlign2025.12 | — | — | 75.8 | 75.8 | 68.3 | 8.1 | — | — | |
| SynthMorph2025.12 | — | — | 69.1 | 69.3 | 57.7 | 0 | — | — | |
| SynthMorphwhite-matter=true2025.12 | — | — | 68.3 | 68.4 | 59.9 | 0 | — | — | |
| uGradICON2025.12 | — | — | 74 | 74.6 | 63.1 | 48.9 | — | — | |
| uGradICONsegmentation-guided=true2025.12 | — | — | 74.9 | 75.5 | 63.9 | 60.2 | — | — |