Image Registration

Image registration is the process of transforming different sets of data into one coordinate system. Data may be multiple photographs, data from different sensors, times, depths, or viewpoints. It is used in computer vision, medical imaging, and compiling and analyzing images and data from satellites. Registration is necessary in order to be able to compare or integrate the data obtained from these different measurements.

Source: Image registration | Wikipedia

( Image credit: Kornia )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 21–30 of 953 papers

Title	Date	Tasks	Status	Hype
Are Vision Foundation Models Ready for Out-of-the-Box Medical Image Registration?	Jul 15, 2025	AnatomyImage Registration	CodeCode Available	1
Accelerating Translational Image Registration for HDR Images on GPU	Jul 13, 2020	CPUGPU	CodeCode Available	1
A Robust and Interpretable Deep Learning Framework for Multi-modal Registration via Keypoints	Apr 19, 2023	Image Registration	CodeCode Available	1
Attention-aware non-rigid image registration for accelerated MR imaging	Apr 26, 2024	DiagnosticImage Registration	CodeCode Available	1
Automated Learning for Deformable Medical Image Registration by Jointly Optimizing Network Architectures and Objective Functions	Mar 14, 2022	Deformable Medical Image RegistrationImage Registration	CodeCode Available	1
A Variational Bayesian Method for Similarity Learning in Non-Rigid Image Registration	Jan 1, 2022	Image Registration	CodeCode Available	1
Biomechanics-informed Non-rigid Medical Image Registration and its Inverse Material Property Estimation with Linear and Nonlinear Elasticity	Jul 3, 2024	Image RegistrationMedical Image Registration	CodeCode Available	1
CartiMorph: a framework for automated knee articular cartilage morphometrics	Aug 3, 2023	Image RegistrationSegmentation	CodeCode Available	1
Conditional Deformable Image Registration with Convolutional Neural Network	Jun 23, 2021	Image RegistrationSelf-Supervised Learning	CodeCode Available	1
Anatomy-guided Multimodal Registration by Learning Segmentation without Ground Truth: Application to Intraprocedural CBCT/MR Liver Segmentation and Registration	Apr 14, 2021	AnatomyDiagnostic	CodeCode Available	1

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All datasets Unpaired-abdomen-CT FIRE Unpaired-lung-CT Osteoarthritis Initiative DIR-LAB COPDgene

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	RAN4+	DSC	0.62	—	Unverified
2	CLIP+SVD+ViT	DSC	0.61	—	Unverified
3	CLIP+SVD+ResNet	DSC	0.6	—	Unverified
4	CLIP+ViT	DSC	0.59	—	Unverified
5	Chatgpt+SVD	DSC	0.58	—	Unverified
6	RMAn	DSC	0.55	—	Unverified
7	RAN3	DSC	0.54	—	Unverified
8	SAME++	DSC	0.49	—	Unverified
9	Dnet	DSC	0.47	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LKRetina	mAUC	0.76	—	Unverified
2	SuperRetina	mAUC	0.76	—	Unverified
3	REMPE, JBHI 2020	mAUC	0.72	—	Unverified
4	GLAMpoints, ICCV 2019	mAUC	0.62	—	Unverified
5	SIFT	mAUC	0.57	—	Unverified
6	PBO, ICIP 2010	mAUC	0.55	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Dnet	ASD	5.01	—	Unverified
2	RMAn	ASD	3.83	—	Unverified
3	RAN4+	ASD	3.8	—	Unverified
4	RAN3	ASD	3.01	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Region-specific Diffeomorphic Metric Mapping	Dice	68.18	—	Unverified
2	vSVF-net [shen2019networks]	Dice	67.59	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Recursive Refinement Network	landmarks	0.83	—	Unverified