Recursive Uncertainty-Gated Image Registration for Learning-based Algorithms

arXiv:2609.28081 · eess.IV, cs.CV · Submitted 2026-09-23 · Read on arXiv

eess.IV, cs.CV

Submitted: 2026-09-23

Updated: 2026-09-23

Terminology

• Ablation — 27× in this paper · explained in 1 episode
• Iterative Refinement — 12× in this paper · explained in 3 episodes
• Accuracy — 10× in this paper · explained in 1 episode
• Ablation study — 8× in this paper · explained in 1 episode
• Epistemic Uncertainty — 7× in this paper · explained in 10 episodes
• Alignment — 4× in this paper · explained in 1 episode
• Consistency — 4× in this paper · explained in 3 episodes
• Loss Function — 4× in this paper · explained in 2 episodes
• Recursive Uncertainty-Gated Image Registration — 4× in this paper
• Model-Agnostic — 2× in this paper · explained in 2 episodes
• Pairwise Comparisons — 2× in this paper · explained in 2 episodes
• Regularization — 2× in this paper · explained in 3 episodes
• Segmentation Masks — 2× in this paper · explained in 2 episodes
• Temporal consistency — 2× in this paper · explained in 2 episodes
• Adaptability — 1× in this paper · explained in 1 episode
• Automatic Cardiac Diagnosis Challenge — 1× in this paper
• Cardiac Acquisitions for Multi-structure Ultrasound Segmentation — 1× in this paper
• Domain Shift — 1× in this paper · explained in 4 episodes
• Downstream Tasks — 1× in this paper · explained in 2 episodes
• Elias — 1× in this paper · explained in 2 episodes
• Foundation Model — 1× in this paper · explained in 3 episodes
• Interpretability — 1× in this paper · explained in 15 episodes
• Meta-learning — 1× in this paper · explained in 2 episodes
• Multimodal Fusion — 1× in this paper · explained in 3 episodes
• Robustness — 1× in this paper · explained in 5 episodes
• Uncertainty Quantification — 1× in this paper · explained in 8 episodes

Sources

• VoxelMorph: A Learning Framework for Deformable Medical Image Registration
• Test-Time Training for Deformable Multi-Scale Image Registration
• Unsupervised Learning for Fast Probabilistic Diffeomorphic Registration
• Heteroscedastic Uncertainty Estimation Framework for Unsupervised Registration
• Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles
• uniGradICON: A Foundation Model for Medical Image Registration

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