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 181–190 of 953 papers

Title	Date	Tasks	Status	Score
High-throughput, high-resolution registration-free generated adversarial network microscopy	Jan 7, 2018	Generative Adversarial NetworkImage Registration	CodeCode Available	5
Comparison of Consecutive and Re-stained Sections for Image Registration in Histopathology	Jun 24, 2021	Image Registration	CodeCode Available	5
HyperPredict: Estimating Hyperparameter Effects for Instance-Specific Regularization in Deformable Image Registration	Mar 4, 2024	Image RegistrationMedical Image 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
Groupwise Multimodal Image Registration using Joint Total Variation	May 6, 2020	Image Registration	CodeCode Available	5
Graph Neural Networks for modelling breast biomechanical compression	Nov 10, 2024	Computational EfficiencyImage Registration	CodeCode Available	5
Hierarchical Uncertainty Estimation for Learning-based Registration in Neuroimaging	Oct 11, 2024	Image Registration	CodeCode Available	5
Adversarial Deformation Regularization for Training Image Registration Neural Networks	May 27, 2018	Image Registration	CodeCode Available	5
An automated, geometry-based method for hippocampal shape and thickness analysis	Feb 1, 2023	HippocampusImage Registration	CodeCode Available	5
Embedding Gradient-based Optimization in Image Registration Networks	Dec 7, 2021	Image ReconstructionImage Registration	CodeCode Available	5

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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