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 531–540 of 953 papers

Title	Date	Tasks	Status	Hype
NPBDREG: Uncertainty Assessment in Diffeomorphic Brain MRI Registration using a Non-parametric Bayesian Deep-Learning Based Approach	Aug 15, 2021	Decision MakingImage Registration	CodeCode Available	0
First Order Locally Orderless Registration	Aug 10, 2021	Density EstimationImage Registration	—Unverified	0
NODEO: A Neural Ordinary Differential Equation Based Optimization Framework for Deformable Image Registration	Aug 7, 2021	Image RegistrationMedical Image Analysis	—Unverified	0
Application of Tilt Correlation Statistics to Anisoplanatic Optical Turbulence Modeling and Mitigation	Aug 1, 2021	Image Registrationparameter estimation	—Unverified	0
Precise Aerial Image Matching based on Deep Homography Estimation	Jul 19, 2021	Homography EstimationImage Registration	—Unverified	0
Bayesian Atlas Building with Hierarchical Priors for Subject-specific Regularization	Jul 12, 2021	Image Registration	CodeCode Available	0
Cross-modal Attention for MRI and Ultrasound Volume Registration	Jul 9, 2021	Image Registration	CodeCode Available	1
A Deep Discontinuity-Preserving Image Registration Network	Jul 9, 2021	Image RegistrationMedical Image Registration	CodeCode Available	0
Double-Uncertainty Guided Spatial and Temporal Consistency Regularization Weighting for Learning-based Abdominal Registration	Jul 6, 2021	Image Registration	—Unverified	0
Comparison of Consecutive and Re-stained Sections for Image Registration in Histopathology	Jun 24, 2021	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