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 211–220 of 953 papers

Title	Date	Tasks	Status	Score
CABLD: Contrast-Agnostic Brain Landmark Detection with Consistency-Based Regularization	Nov 26, 2024	Anatomical Landmark DetectionBrain landmark detection	CodeCode Available	5
Embedding Gradient-based Optimization in Image Registration Networks	Dec 7, 2021	Image ReconstructionImage Registration	CodeCode Available	5
Hierarchical Uncertainty Estimation for Learning-based Registration in Neuroimaging	Oct 11, 2024	Image Registration	CodeCode Available	5
Joint segmentation and discontinuity-preserving deformable registration: Application to cardiac cine-MR images	Nov 24, 2022	Image RegistrationImage Segmentation	CodeCode Available	5
GLAMpoints: Greedily Learned Accurate Match points	Aug 19, 2019	Image RegistrationKeypoint Detection	CodeCode Available	5
Geometry Reduced Order Modeling (GROM) with application to modeling of glymphatic function	Jun 11, 2025	Image Registration	CodeCode Available	5
Large Language Models for Multimodal Deformable Image Registration	Aug 20, 2024	Image RegistrationMORPH	CodeCode Available	5
Highly-Expressive Spaces of Well-Behaved Transformations: Keeping It Simple	Dec 1, 2015	Image 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
Brain Extraction from Normal and Pathological Images: A Joint PCA/Image-Reconstruction Approach	Nov 15, 2017	Image ReconstructionImage 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