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 221–230 of 953 papers

Title	Date	Tasks	Status	Score
Leveraging Unsupervised Image Registration for Discovery of Landmark Shape Descriptor	Nov 13, 2021	AnatomyDimensionality Reduction	CodeCode Available	5
Linear and Deformable Image Registration with 3D Convolutional Neural Networks	Sep 13, 2018	General ClassificationImage Registration	CodeCode Available	5
Geometry Reduced Order Modeling (GROM) with application to modeling of glymphatic function	Jun 11, 2025	Image Registration	CodeCode Available	5
A fast and memory-efficient algorithm for smooth interpolation of polyrigid transformations: application to human joint tracking	Apr 28, 2020	Image Registration	CodeCode Available	5
Graph Neural Networks for modelling breast biomechanical compression	Nov 10, 2024	Computational EfficiencyImage Registration	CodeCode Available	5
General Vision Encoder Features as Guidance in Medical Image Registration	Jul 18, 2024	Image RegistrationMedical Image Registration	CodeCode Available	5
Unsupervised Deformable Image Registration with Structural Nonparametric Smoothing	Jun 12, 2025	Image Registration	CodeCode Available	5
Generating Anthropomorphic Phantoms Using Fully Unsupervised Deformable Image Registration with Convolutional Neural Networks	Dec 6, 2019	AnatomyImage Registration	CodeCode Available	5
Brain Extraction from Normal and Pathological Images: A Joint PCA/Image-Reconstruction Approach	Nov 15, 2017	Image ReconstructionImage Registration	CodeCode Available	5
From Tissue Plane to Organ World: A Benchmark Dataset for Multimodal Biomedical Image Registration using Deep Co-Attention Networks	Jun 6, 2024	Image Registration	CodeCode Available	5

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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