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 171–180 of 953 papers

Title	Date	Tasks	Status	Score
Unsupervised Deformable Image Registration with Structural Nonparametric Smoothing	Jun 12, 2025	Image Registration	CodeCode Available	5
Image-and-Spatial Transformer Networks for Structure-Guided Image Registration	Jul 22, 2019	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
A fast and memory-efficient algorithm for smooth interpolation of polyrigid transformations: application to human joint tracking	Apr 28, 2020	Image Registration	CodeCode Available	5
Image registration of 2D optical thin sections in a 3D porous medium: Application to a Berea sandstone digital rock image	Apr 9, 2025	Image RegistrationSSIM	CodeCode Available	5
Joint Deformable Registration of Large EM Image Volumes: A Matrix Solver Approach	Apr 26, 2018	Image Registration	CodeCode Available	5
Comparison of Consecutive and Re-stained Sections for Image Registration in Histopathology	Jun 24, 2021	Image Registration	CodeCode Available	5
Highly-Expressive Spaces of Well-Behaved Transformations: Keeping It Simple	Dec 1, 2015	Image Registration	CodeCode Available	5
Hierarchical Uncertainty Estimation for Learning-based Registration in Neuroimaging	Oct 11, 2024	Image Registration	CodeCode Available	5
High-throughput, high-resolution registration-free generated adversarial network microscopy	Jan 7, 2018	Generative Adversarial NetworkImage 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