Brain MRI Registration on Mindboggle
60.6DSCMLPMorph
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MLPMorphArchitecture Type=Full-resolution MLP, CPU (s)=5.12, GPU (s)=0.262023.11 | 60.6 | — | — | — | — | 1.863 | |
| TransMatchArchitecture Type=Hybrid CNN-Transformer, CPU (s)=4.19, GPU (s)=0.182023.11 | 58.5 | — | — | — | — | 1.92 | |
| TransMorphArchitecture Type=Hybrid CNN-Transformer, CPU (s)=4.84, GPU (s)=0.232023.11 | 58.2 | — | — | — | — | 2.243 | |
| LKU-NetArchitecture Type=CNN-based, CPU (s)=4.34, GPU (s)=0.192023.11 | 57.8 | — | — | — | — | 2.123 | |
| Swin-VoxelMorphArchitecture Type=Transformer-based, CPU (s)=5.96, GPU (s)=0.342023.11 | 57.6 | — | — | — | — | 2.026 | |
| VoxelMorphArchitecture Type=CNN-based, CPU (s)=3.88, GPU (s)=0.162023.11 | 56.5 | — | — | — | — | 2.383 | |
| MLP-MixerArchitecture Type=MLP-based, CPU (s)=4.43, GPU (s)=0.202023.11 | 55.7 | — | — | — | — | 2.139 | |
| Before registration2023.11 | 34.7 | — | — | — | — | — | |
| CVS2025.12 | — | 53.5 | 76.6 | 216.4 | 7.429 | — | |
| FireANTs2025.12 | — | 59.7 | 79 | 160.4 | 0.53 | — | |
| NeurAlign2025.12 | — | 70.3 | 82.3 | 17.4 | 0.831 | — | |
| SynthMorph2025.12 | — | 57.7 | 80.6 | 0 | 0.185 | — | |
| SynthMorph-wmsupervision=white-matter2025.12 | — | 59.6 | 81.1 | 0 | 0.173 | — | |
| uGradICON2025.12 | — | 61.8 | 82.1 | 85 | 0.436 | — | |
| uGradICON-segsupervision=segmentation2025.12 | — | 62.6 | 82.2 | 95.8 | 0.445 | — |