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 81–90 of 953 papers

Title	Date	Tasks	Status
Unsupervised learning of spatially varying regularization for diffeomorphic image registration	Dec 23, 2024	Bayesian OptimizationImage Registration	—Unverified
Classifier-guided registration of coronary CT angiography and intravascular ultrasound	Dec 22, 2024	Image Registration	—Unverified
From Model Based to Learned Regularization in Medical Image Registration: A Comprehensive Review	Dec 20, 2024	Image RegistrationMedical Image Registration	—Unverified
LEDA: Log-Euclidean Diffeomorphic Autoencoder for Efficient Statistical Analysis of Diffeomorphism	Dec 20, 2024	AnatomyImage Registration	—Unverified
MUSTER: Longitudinal Deformable Registration by Composition of Consecutive Deformations	Dec 19, 2024	GPUImage Registration	CodeCode Available
Image registration is a geometric deep learning task	Dec 17, 2024	Deep LearningImage Registration	—Unverified
On Round-Off Errors and Gaussian Blur in Superresolution and in Image Registration	Dec 12, 2024	Image RegistrationQuantization	—Unverified
Neural Image Unfolding: Flattening Sparse Anatomical Structures using Neural Fields	Nov 27, 2024	AnatomyDecision Making	—Unverified
CABLD: Contrast-Agnostic Brain Landmark Detection with Consistency-Based Regularization	Nov 26, 2024	Anatomical Landmark DetectionBrain landmark detection	CodeCode Available
Improving Deformable Image Registration Accuracy through a Hybrid Similarity Metric and CycleGAN Based Auto-Segmentation	Nov 25, 2024	Image Registration	—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