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 701–710 of 953 papers

Title	Date	Tasks	Status
A Deep Step Pattern Representation for Multimodal Retinal Image Registration	Oct 1, 2019	Image Registration	—Unverified
Deep Graphical Feature Learning for the Feature Matching Problem	Oct 1, 2019	Graph Neural NetworkImage Registration	—Unverified
Dual-Stream Pyramid Registration Network	Sep 26, 2019	DecoderImage Registration	CodeCode Available
Deep Predictive Motion Tracking in Magnetic Resonance Imaging: Application to Fetal Imaging	Sep 25, 2019	3D Object ReconstructionDiagnostic	CodeCode Available
Analysis of Generalized Entropies in Mutual Information Medical Image Registration	Sep 24, 2019	GPUImage Registration	—Unverified
mlVIRNET: Multilevel Variational Image Registration Network	Sep 22, 2019	Deep LearningImage Registration	—Unverified
Multimodal image registration using Laplacian commutators	Sep 9, 2019	Image Registration	—Unverified
Astroalign: A Python module for astronomical image registration	Sep 6, 2019	AstronomyImage Registration	CodeCode Available
Geolocation of an aircraft using image registration coupling modes for autonomous navigation	Sep 6, 2019	Autonomous NavigationImage Registration	—Unverified
Multi-Temporal Aerial Image Registration Using Semantic Features	Aug 30, 2019	Image RegistrationSemantic Segmentation	—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