Awesome-Medical-Image-Registration.md

Awesome-Medical-Image-Registration

This repository features a curated selection of research papers centered on Image Registration Models in Healthcare. The papers are systematically categorized based on the organ they focus on, including Brain, Abdomen, Chest, and others.

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Brain

Date	Title	Venue
2023	Unsupervised Deformable Image Registration with Absent Correspondences in Pre-operative and Post-recurrence Brain Tumor MRI Scans	MICCAI
2023	Fourier-Net+: Leveraging Band-Limited Representation for Efficient 3D Medical Image Registration	ArXiv
2023	Fourier-Net: Fast Image Registration with Band-Limited Deformation	AAAI
2023	Preserving Tumor Volumes for Unsupervised Medical Image Registration	ICCV
2023	Indescribable Multi-modal Spatial Evaluator	CVPR
2022	TransMorph: Transformer for unsupervised medical image registration	Medical Image Analysis
2022	DiffuseMorph: Unsupervised Deformable Image Registration Using Diffusion Model	ECCV
2022	KeyMorph: Robust Multi-modal Affine Registration via Unsupervised Keypoint Detection	MIDL
2022	A variational Bayesian method for similarity learning in non-rigid image registration	CVPR
2022	Affine Medical Image Registration with Coarse-to-Fine Vision Transformer	CVPR
2022	NODEO: A Neural Ordinary Differential Equation Based Optimization Framework for Deformable Image Registration	CVPR
2022	Dual-stream pyramid registration network	Medical Image Analysis
2022	Robust joint registration of multiple stains and MRI for multimodal 3D histology reconstruction: Application to the Allen human brain atlas	Medical Image Analysis
2022	Deformable MR-CT image registration using an unsupervised, dual-channel network for neurosurgical guidance	Medical Image Analysis
2022	Stochastic Planner-Actor-Critic for Unsupervised Deformable Image Registration	AAAI
2021	Leveraging unsupervised image registration for discovery of landmark shape descriptor	Medical Image Analysis
2021	Generative Adversarial Registration for Improved Conditional Deformable Templates	ICCV
2021	A Deep Network for Joint Registration and Parcellation of Cortical Surfaces	MICCAI
2021	Conditional Deformable Image Registration with Convolutional Neural Network	MICCAI
2021	SynthMorph: Learning Contrast-Invariant Registration Without Acquired Images	IEEE TMI
2021	CycleMorph: Cycle consistent unsupervised deformable image registration	Medical Image Analysis
2021	Learning Diffeomorphic and Modality-invariant Registration using B-splines	MIDL
2021	Difficulty-aware hierarchical convolutional neural networks for deformable registration of brain MR images	Medical Image Analysis
2020	MvMM-RegNet: A New Image Registration Framework Based on Multivariate Mixture Model and Neural Network Estimation	MICCAI
2020	Multi-atlas image registration of clinical data with automated quality assessment using ventricle segmentation	Medical Image Analysis
2020	Fast Symmetric Diffeomorphic Image Registration with Convolutional Neural Networks	CVPR
2020	DeepFLASH: An Efficient Network for Learning-Based Medical Image Registration	CVPR
2019	Metric Learning for Image Registration	CVPR
2018	An Unsupervised Learning Model for Deformable Medical Image Registration	CVPR

Cardiac

Date	Title	Venue
2023	Fourier-Net+: Leveraging Band-Limited Representation for Efficient 3D Medical Image Registration	ArXiv
2022	DiffuseMorph: Unsupervised Deformable Image Registration Using Diffusion Model	ECCV
2022	Topology-Preserving Shape Reconstruction and Registration via Neural Diffeomorphic Flow	CVPR
2022	Atlas-ISTN: Joint segmentation, registration and atlas construction with image-and-spatial transformer networks	Medical Image Analysis
2021	A Deep Discontinuity-Preserving Image Registration Network	MICCAI
2021	Learning a Model-Driven Variational Network for Deformable Image Registration	IEEE TMI
2021	Learning Diffeomorphic and Modality-invariant Registration using B-splines	MIDL
2020	MvMM-RegNet: A New Image Registration Framework Based on Multivariate Mixture Model and Neural Network Estimation	MICCAI

Abdomen

Date	Title	Venue
2023	SAMConvex: Fast Discrete Optimization for CT Registration Using Self-supervised Anatomical Embedding and Correlation Pyramid	MICCAI
2023	Unsupervised 3D Registration Through Optimization-Guided Cyclical Self-training	MICCAI
2021	Cross-modal Attention for MRI and Ultrasound Volume Registration	MICCAI
2021	End-to-end Ultrasound Frame to Volume Registration	MICCAI
2021	Revisiting iterative highly efficient optimisation schemes in medical image registration	MICCAI
2021	Anatomy-guided multimodal registration by learning segmentation without ground truth: Application to intraprocedural CBCT/MR liver segmentation and registration	Medical Image Analysis
2021	3D Registration of pre-surgical prostate MRI and histopathology images via super-resolution volume reconstruction	Medical Image Analysis
2021	ProsRegNet: A deep learning framework for registration of MRI and histopathology images of the prostate	Medical Image Analysis
2020	Highly Accurate and Memory Efficient Unsupervised Learning-Based Discrete CT Registration Using 2.5D Displacement Search	MICCAI
2020	Non-Rigid Volume to Surface Registration Using a Data-Driven Biomechanical Model	MICCAI
2020	Hubless keypoint-based 3D deformable groupwise registration	Medical Image Analysis
2019	Recursive Cascaded Networks for Unsupervised Medical Image Registration	ICCV
2019	Closing the Gap between Deep and Conventional Image Registration using Probabilistic Dense Displacement Networks	MICCAI

Chest

Date	Title	Venue
2021	Multi-view analysis of unregistered medical images using cross-view transformers	MICCAI
2021	Unsupervised Diffeomorphic Surface Registration and Non-Linear Modelling	MICCAI
2021	CNN-based lung CT registration with multiple anatomical constraints	Medical Image Analysis
2021	GraphRegNet: Deep Graph Regularisation Networks on Sparse Keypoints for Dense Registration of 3D Lung CTs	IEEE TMI
2021	Variational multi-task MRI reconstruction: Joint reconstruction, registration and super-resolution	Medical Image Analysis
2021	A novel approach to 2D/3D registration of X-ray images using Grangeat's relation	Medical Image Analysis
2021	Weakly-supervised learning of multi-modal features for regularised iterative descent in 3D image registration	Medical Image Analysis
2019	Recurrent Registration Neural Networks for Deformable Image Registration	NeurIPS

Others

Date	Title	Venue
2022	Semi-Supervised Keypoint Detector and Descriptor for Retinal Image Matching	ECCV
2022	Aladdin: Joint Atlas Building and Diffeomorphic Registration Learning with Pairwise Alignment	CVPR
2021	Real-time multimodal image registration with partial intraoperative point-set data	Medical Image Analysis
2021	Learning Unsupervised Parameter-specific Affine Transformation for Medical Images Registration	MICCAI
2021	A hybrid, image-based and biomechanics-based registration approach to markerless intraoperative nodule localization during video-assisted thoracoscopic surgery	Medical Image Analysis
2020	Unsupervised Multi-Modal Image Registration via Geometry Preserving Image-to-Image Translation	CVPR
2019	A Deep Step Pattern Representation for Multimodal Retinal Image Registration	ICCV
2019	Networks for Joint Affine and Non-Parametric Image Registration	CVPR

Traditional Registration Tools

Name	Methods
ANTspy	SyN
SimpleElastix	B-spline
SimpleITK	Demons