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 121–130 of 953 papers

Title	Date	Tasks	Status	Hype	Score
RMSim: Controlled Respiratory Motion Simulation on Static Patient Scans	Jan 26, 2023	Deep LearningImage Registration	CodeCode Available	1	5
Robust deformable image registration using cycle-consistent implicit representations	Oct 3, 2023	Image RegistrationMedical Image Registration	CodeCode Available	1	5
Fast 3D registration with accurate optimisation and little learning for Learn2Reg 2021	Dec 6, 2021	Deformable Medical Image RegistrationImage Registration	CodeCode Available	1	5
Fast Symmetric Diffeomorphic Image Registration with Convolutional Neural Networks	Mar 20, 2020	Image Registration	CodeCode Available	1	5
Are Vision Foundation Models Ready for Out-of-the-Box Medical Image Registration?	Jul 15, 2025	AnatomyImage Registration	CodeCode Available	1	5
SAME++: A Self-supervised Anatomical eMbeddings Enhanced medical image registration framework using stable sampling and regularized transformation	Nov 25, 2023	Image RegistrationMedical Image Analysis	CodeCode Available	1	5
SITReg: Multi-resolution architecture for symmetric, inverse consistent, and topology preserving image registration	Mar 17, 2023	Deep LearningDeformable Medical Image Registration	CodeCode Available	1	5
Deep Learning-Based Concurrent Brain Registration and Tumor Segmentation	Mar 20, 2020	Brain Tumor SegmentationDeep Learning	CodeCode Available	1	5
Fourier-Net: Fast Image Registration with Band-limited Deformation	Nov 29, 2022	DecoderImage Registration	CodeCode Available	1	5
GoodPoint: unsupervised learning of keypoint detection and description	Jun 1, 2020	Image RegistrationKeypoint Detection	CodeCode Available	1	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