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 511–520 of 953 papers

Title	Date	Tasks	Status
Probabilistic Multilayer Regularization Network for Unsupervised 3D Brain Image Registration	Jul 3, 2019	Image Registration	—Unverified
Radiological images and machine learning: trends, perspectives, and prospects	Mar 27, 2019	BIG-bench Machine LearningContent-Based Image Retrieval	—Unverified
RANCOR: Non-Linear Image Registration with Total Variation Regularization	Apr 9, 2014	Brain SegmentationImage Registration	—Unverified
RealKeyMorph: Keypoints in Real-world Coordinates for Resolution-agnostic Image Registration	Jun 12, 2025	Image Registration	—Unverified
Real-time multimodal image registration with partial intraoperative point-set data	Sep 10, 2021	Image Registration	—Unverified
Real-Time 2D-3D Deformable Registration with Deep Learning and Application to Lung Radiotherapy Targeting	Jul 22, 2018	Image RegistrationMotion Estimation	—Unverified
Recent advances and clinical applications of deep learning in medical image analysis	May 27, 2021	Deep LearningImage Registration	—Unverified
Recursive Deformable Image Registration Network with Mutual Attention	Jun 4, 2022	Computed Tomography (CT)Image Registration	—Unverified
Recurrent Inference Machine for Medical Image Registration	Jun 19, 2024	Deep LearningImage Registration	—Unverified
ReDFeat: Recoupling Detection and Description for Multimodal Feature Learning	May 16, 2022	Image Registration	—Unverified

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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