Research map / Image generation / Autoregressive and latent generation
Aladdin: Joint Atlas Building and Diffeomorphic Registration Learning With Pairwise Alignment
Check your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add image-space pairwise alignment loss (ablation) | Aladdin with specified atlas and MSE · OAI knee MRI test, atlas-as-a-bridge | Volume Dice (%) — All: 84.89(3.43) -> 85.48(3.09) | Helped |
| Add atlas-space pairwise alignment loss (ablation) | Aladdin with specified atlas and MSE · OAI knee MRI test, atlas-as-a-bridge | Volume Dice (%) — All: 84.89(3.43) -> 84.99(3.41) | Helped |
| Add both atlas-space and image-space pairwise losses (ablation) | Aladdin with specified atlas and MSE · OAI knee MRI test, atlas-as-a-bridge | Volume Dice (%) — All: 84.89(3.43) -> 84.72(3.54) | Hurt |
| Add image-space pairwise alignment loss (ablation) | Aladdin with learned atlas and MSE · OAI knee MRI test, atlas-as-a-bridge | Volume Dice (%) — All: 84.41(3.71) -> 85.24(3.38) | Helped |
| Add image-space pairwise alignment loss (ablation) | Aladdin with learned atlas and NCC · OAI knee MRI test, atlas-as-a-bridge | Volume Dice (%) — All: 84.94(3.55) -> 85.69(2.92) | Helped |
| Replace MSE with NCC (ablation) | Aladdin with learned atlas and image-space pairwise loss · OAI knee MRI test, atlas-as-a-bridge | Volume Dice (%) — All: 85.24(3.38) -> 85.69(2.92) | Helped |
| Learn the atlas instead of calculating it from warped-image averages (ablation) | Aladdin with MSE and no pairwise loss · OAI knee MRI test, atlas-as-a-bridge | Volume Dice (%) — All: 84.89(3.43) -> 84.41(3.71) | Hurt |
| Use a forward rather than backward atlas-building model (ablation) | Voxelmorph atlas-building setup · OAI knee MRI test, atlas-as-a-bridge | Volume Dice (%) — All: 75.15(6.49) -> 75.73(6.48) | Helped |
| Use affine pre-registration (ablation) | Voxelmorph atlas-building setup · OAI knee MRI test, atlas-as-a-bridge | Volume Dice (%) — All: 75.15(6.49) -> 83.19(2.44) | Helped |
| Use NCC rather than MSE (ablation) | Aladdin with learned atlas and image-space pairwise loss · OAI knee MRI test, atlas-as-a-bridge | Folds: 6.74 -> 31.61 | Hurt |
Closest papers by meaning
- Fast Symmetric Diffeomorphic Image Registration with Convolutional Neural Networks (CVPR 2020 · similarity 0.88)
- Affine Medical Image Registration With Coarse-To-Fine Vision Transformer (CVPR 2022 · similarity 0.87)
- Uncertainty Estimation for Pretrained Medical Image Registration Models via Transformation Equivariance (NeurIPS 2026 · similarity 0.85)
- MultiMorph: On-demand Atlas Construction (CVPR 2025 · similarity 0.85)
- CARL: A Framework for Equivariant Image Registration (CVPR 2025 · similarity 0.84)
- Hierarchical Uncertainty Estimation for Learning-based Registration in Neuroimaging (ICLR 2025 · similarity 0.83)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.