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An Unsupervised Learning Model for Deformable Medical Image Registration
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Replace pair-specific iterative registration with a learned CNN registration function | VoxelMorph · Brain MRI test set | Avg. Dice: 0.749 (0.135) -> 0.742 (0.139) | No clear effect |
| Replace pair-specific iterative registration with a learned CNN registration function | VoxelMorph-1 vs ANTs · Brain MRI test set | CPU sec: 9059 (2023) -> 57(1) | Helped |
| Use the larger decoder architecture (ablation) | VoxelMorph-1 · Brain MRI test set | Avg. Dice: 0.742 (0.139) -> 0.750 (0.137) | Helped |
| Use the larger decoder architecture (ablation) | VoxelMorph-1 · Brain MRI test set | CPU sec: 57(1) -> 144 (1) | Hurt |
| Train on ABIDE scans only instead of all datasets | VoxelMorph-1 · ABIDE test scans | Avg. Dice: 0.715(0.140) -> 0.729(0.142) | Helped |
| Train on ABIDE scans only instead of all datasets | VoxelMorph-2 · ABIDE test scans | Avg. Dice: 0.718(0.141) -> 0.734(0.140) | Helped |
| Set the smoothing regularization parameter to zero (ablation) | VoxelMorph · Brain MRI validation set | Avg. Dice | Helped |
| Vary the smoothing regularization parameter (ablation) | VoxelMorph · Brain MRI validation set | Avg. Dice | No clear effect |
Closest papers by meaning
- Correlation-aware Coarse-to-fine MLPs for Deformable Medical Image Registration (CVPR 2024 · similarity 0.89)
- Deep Learning in Medical Image Registration: Magic or Mirage? (NeurIPS 2024 · similarity 0.89)
- A Plug-and-Play Image Registration Network (ICLR 2024 · similarity 0.89)
- Intraoperative 2D/3D Image Registration via Differentiable X-ray Rendering (CVPR 2024 · similarity 0.87)
- CARL: A Framework for Equivariant Image Registration (CVPR 2025 · similarity 0.87)
- PolyPose: Deformable 2D/3D Registration via Polyrigid Transformations (NeurIPS 2025 · similarity 0.87)
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