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 301–310 of 953 papers

Title	Date	Tasks	Status	Score
ERNet: Unsupervised Collective Extraction and Registration in Neuroimaging Data	Dec 6, 2022	Brain Image SegmentationImage Registration	CodeCode Available	5
FAIM -- A ConvNet Method for Unsupervised 3D Medical Image Registration	Nov 22, 2018	Image RegistrationMedical Image Registration	CodeCode Available	5
Fast Graph-Cut Based Optimization for Practical Dense Deformable Registration of Volume Images	Oct 19, 2018	Combinatorial OptimizationImage Registration	CodeCode Available	5
Astroalign: A Python module for astronomical image registration	Sep 6, 2019	AstronomyImage Registration	CodeCode Available	5
Deformable medical image registration: setting the state of the art with discrete methods	Aug 15, 2011	BIRLDeformable Medical Image Registration	CodeCode Available	5
ABN: Anti-Blur Neural Networks for Multi-Stage Deformable Image Registration	Dec 6, 2022	Deformable Medical Image RegistrationImage Registration	CodeCode Available	5
Encoding Matching Criteria for Cross-domain Deformable Image Registration	Jun 18, 2024	Image RegistrationOne-Shot Learning	CodeCode Available	5
Dual-Stream Pyramid Registration Network	Sep 26, 2019	DecoderImage Registration	CodeCode Available	5
Implicit neural representations for joint decomposition and registration of gene expression images in the marmoset brain	Aug 8, 2023	DiversityImage Registration	CodeCode Available	5
AirLab: Autograd Image Registration Laboratory	Jun 26, 2018	CPUGPU	CodeCode Available	5

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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