Research map / Image generation / Image restoration
An Artificial Agent for Robust Image Registration
Read the paperCheck 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 |
|---|---|---|---|
| Use the learned agent instead of human manual registration | 3-D rigid image registration · Spine E1 | success rate (TRE≤10 mm): 70% -> 92% | Helped |
| Use the learned agent instead of human manual registration | 3-D rigid image registration · Heart E2 | success rate (MME≤20 mm): 96% -> 100% | Helped |
| Use the learned agent instead of semantic registration | 3-D rigid image registration · Spine E1 | success rate (TRE≤10 mm): 24% -> 92% | Helped |
| Use the learned agent instead of semantic registration | 3-D rigid image registration · Heart E2 | success rate (MME≤20 mm): 72% -> 100% | Helped |
| Add the refinement CNN after coarse alignment (ablation) | Proposed method · Spine E1 | median TRE (mm): 3.4mm -> 2.5mm | Helped |
| Use DSL rather than DRL for policy training | Registration agent · Modified 2-D spine registration | registration performance | Helped |
Closest papers by meaning
- Deep Learning in Medical Image Registration: Magic or Mirage? (NeurIPS 2024 · similarity 0.87)
- A Plug-and-Play Image Registration Network (ICLR 2024 · similarity 0.87)
- CARL: A Framework for Equivariant Image Registration (CVPR 2025 · similarity 0.85)
- Uncertainty Estimation for Pretrained Medical Image Registration Models via Transformation Equivariance (NeurIPS 2026 · similarity 0.84)
- Intraoperative 2D/3D Image Registration via Differentiable X-ray Rendering (CVPR 2024 · similarity 0.84)
- SACB-Net: Spatial-awareness Convolutions for Medical Image Registration (CVPR 2025 · similarity 0.84)
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.