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 251–260 of 953 papers

Title	Date	Tasks	Status	Hype
IVIM-Morph: Motion-compensated quantitative Intra-voxel Incoherent Motion (IVIM) analysis for functional fetal lung maturity assessment from diffusion-weighted MRI data	Jan 13, 2024	Image RegistrationMORPH	CodeCode Available	0
ConKeD: Multiview contrastive descriptor learning for keypoint-based retinal image registration	Jan 11, 2024	Contrastive LearningImage Registration	—Unverified	0
Bayesian Unsupervised Disentanglement of Anatomy and Geometry for Deep Groupwise Image Registration	Jan 4, 2024	AnatomyBayesian Inference	—Unverified	0
H-ViT: A Hierarchical Vision Transformer for Deformable Image Registration	Jan 1, 2024	Image Registration	CodeCode Available	1
IIRP-Net: Iterative Inference Residual Pyramid Network for Enhanced Image Registration	Jan 1, 2024	Image Registration	CodeCode Available	1
Optimizing ADMM and Over-Relaxed ADMM Parameters for Linear Quadratic Problems	Jan 1, 2024	DeblurringImage Deblurring	—Unverified	0
BusReF: Infrared-Visible images registration and fusion focus on reconstructible area using one set of features	Dec 30, 2023	Image Registration	—Unverified	0
Deformable Image Registration with Stochastically Regularized Biomechanical Equilibrium	Dec 22, 2023	Image RegistrationMedical Image Registration	—Unverified	0
High-Resolution Maps of Left Atrial Displacements and Strains Estimated with 3D Cine MRI using Online Learning Neural Networks	Dec 14, 2023	Image RegistrationWeakly-supervised Learning	CodeCode Available	1
PatchMorph: A Stochastic Deep Learning Approach for Unsupervised 3D Brain Image Registration with Small Patches	Dec 12, 2023	GPUImage Registration	—Unverified	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