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	Hype
Medical Image Registration and Its Application in Retinal Images: A Review	Mar 25, 2024	Image RegistrationMedical Image Registration	—Unverified	0
Low Rank Groupwise Deformations for Motion Tracking in Cardiac Cine MRI	Mar 24, 2024	Image Registration	—Unverified	0
Innovative Quantitative Analysis for Disease Progression Assessment in Familial Cerebral Cavernous Malformations	Mar 23, 2024	Decision MakingImage Registration	CodeCode Available	0
EfficientMorph: Parameter-Efficient Transformer-Based Architecture for 3D Image Registration	Mar 16, 2024	Computational EfficiencyImage Registration	CodeCode Available	0
A Spectrum-based Image Denoising Method with Edge Feature Enhancement	Mar 16, 2024	DenoisingDiagnostic	—Unverified	0
uniGradICON: A Foundation Model for Medical Image Registration	Mar 9, 2024	Image RegistrationMedical Image Registration	CodeCode Available	3
UDCR: Unsupervised Aortic DSA/CTA Rigid Registration Using Deep Reinforcement Learning and Overlap Degree Calculation	Mar 9, 2024	Deep Reinforcement LearningImage Registration	—Unverified	0
From Registration Uncertainty to Segmentation Uncertainty	Mar 8, 2024	Image RegistrationSegmentation	—Unverified	0
Coronary artery segmentation in non-contrast calcium scoring CT images using deep learning	Mar 4, 2024	Computed Tomography (CT)Coronary Artery Segmentation	—Unverified	0
HyperPredict: Estimating Hyperparameter Effects for Instance-Specific Regularization in Deformable Image Registration	Mar 4, 2024	Image RegistrationMedical Image Registration	CodeCode Available	0

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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