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

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Showing 101–125 of 953 papers

Title	Date	Tasks	Status	Hype
IMPACT: A Generic Semantic Loss for Multimodal Medical Image Registration	Mar 31, 2025	Deformable Medical Image RegistrationImage Registration	CodeCode Available	1
Indescribable Multi-modal Spatial Evaluator	Mar 1, 2023	Image RegistrationImage-to-Image Translation	CodeCode Available	1
Is Image-to-Image Translation the Panacea for Multimodal Image Registration? A Comparative Study	Mar 30, 2021	Generative Adversarial NetworkImage Registration	CodeCode Available	1
Joint super-resolution and synthesis of 1 mm isotropic MP-RAGE volumes from clinical MRI exams with scans of different orientation, resolution and contrast	Dec 24, 2020	Image RegistrationSkull Stripping	CodeCode Available	1
Large Deformation Diffeomorphic Image Registration with Laplacian Pyramid Networks	Jun 29, 2020	Deep LearningImage Registration	CodeCode Available	1
LDM-Morph: Latent diffusion model guided deformable image registration	Nov 23, 2024	Computational EfficiencyImage 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
Leveraging Semantic Cues from Foundation Vision Models for Enhanced Local Feature Correspondence	Oct 12, 2024	Camera LocalizationImage Registration	CodeCode Available	1
Adapting the Mean Teacher for keypoint-based lung registration under geometric domain shifts	Jul 1, 2022	Domain AdaptationImage Registration	CodeCode Available	1
A Variational Bayesian Method for Similarity Learning in Non-Rigid Image Registration	Jan 1, 2022	Image Registration	CodeCode Available	1
SITReg: Multi-resolution architecture for symmetric, inverse consistent, and topology preserving image registration	Mar 17, 2023	Deep LearningDeformable Medical Image Registration	CodeCode Available	1
ModeTv2: GPU-accelerated Motion Decomposition Transformer for Pairwise Optimization in Medical Image Registration	Mar 25, 2024	Computational EfficiencyGPU	CodeCode Available	1
Attention-aware non-rigid image registration for accelerated MR imaging	Apr 26, 2024	DiagnosticImage Registration	CodeCode Available	1
Multi-scale PIIFD for Registration of Multi-source Remote Sensing Images	Apr 26, 2021	Image Registration	CodeCode Available	1
Affine Medical Image Registration with Coarse-to-Fine Vision Transformer	Mar 29, 2022	Image RegistrationMedical Image Registration	CodeCode Available	1
Non-iterative Coarse-to-fine Transformer Networks for Joint Affine and Deformable Image Registration	Jul 7, 2023	Image RegistrationMedical Image Analysis	CodeCode Available	1
Are Vision Foundation Models Ready for Out-of-the-Box Medical Image Registration?	Jul 15, 2025	AnatomyImage Registration	CodeCode Available	1
On Finite Difference Jacobian Computation in Deformable Image Registration	Dec 12, 2022	Image Registration	CodeCode Available	1
AutoFuse: Automatic Fusion Networks for Deformable Medical Image Registration	Sep 11, 2023	Deformable Medical Image RegistrationImage Registration	CodeCode Available	1
Preserving Tumor Volumes for Unsupervised Medical Image Registration	Sep 18, 2023	AnatomyImage Registration	CodeCode Available	1
Recurrence With Correlation Network for Medical Image Registration	Feb 5, 2023	Image RegistrationMedical Image Registration	CodeCode Available	1
Recursive Refinement Network for Deformable Lung Registration between Exhale and Inhale CT Scans	Jun 14, 2021	Image RegistrationMedical Image Registration	CodeCode Available	1
RetinaRegNet: A Zero-Shot Approach for Retinal Image Registration	Apr 24, 2024	Image Registration	CodeCode Available	1
Reverse Knowledge Distillation: Training a Large Model using a Small One for Retinal Image Matching on Limited Data	Jul 20, 2023	Image RegistrationKeypoint Detection	CodeCode Available	1
Beyond the LUMIR challenge: The pathway to foundational registration models	May 30, 2025	Image RegistrationZero-shot Generalization	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