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

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Showing 151–175 of 953 papers

Title	Date	Tasks	Status	Hype	Score
Deep Implicit Optimization enables Robust Learnable Features for Deformable Image Registration	Jun 11, 2024	Image RegistrationInductive Bias	CodeCode Available	1	5
Deep learning based registration using spatial gradients and noisy segmentation labels	Oct 21, 2020	Image RegistrationMedical Image Analysis	CodeCode Available	1	5
Deep Learning-Based Concurrent Brain Registration and Tumor Segmentation	Mar 20, 2020	Brain Tumor SegmentationDeep Learning	CodeCode Available	1	5
Deep Learning-based Framework for Automatic Cranial Defect Reconstruction and Implant Modeling	Apr 13, 2022	Image RegistrationMixed Reality	CodeCode Available	1	5
TransMorph: Transformer for unsupervised medical image registration	Nov 19, 2021	Image RegistrationMedical Image Analysis	CodeCode Available	1	5
A Geometric Framework for Stochastic Shape Analysis	Mar 29, 2017	Image Registration	CodeCode Available	0	5
Innovative Quantitative Analysis for Disease Progression Assessment in Familial Cerebral Cavernous Malformations	Mar 23, 2024	Decision MakingImage Registration	CodeCode Available	0	5
Indirect Image Registration with Large Diffeomorphic Deformations	Jun 13, 2017	Image Registration	CodeCode Available	0	5
Influence of Early through Late Fusion on Pancreas Segmentation from Imperfectly Registered Multimodal MRI	Sep 6, 2024	Image RegistrationPancreas Segmentation	CodeCode Available	0	5
Arbicon-Net: Arbitrary Continuous Geometric Transformation Networks for Image Registration	Dec 1, 2019	Image Registration	CodeCode Available	0	5
Impact of Initialization on Intra-subject Pediatric Brain MR Image Registration: A Comparative Analysis between SyN ANTs and Deep Learning-Based Approaches	Jun 28, 2024	Image Registration	CodeCode Available	0	5
Implicit neural representations for joint decomposition and registration of gene expression images in the marmoset brain	Aug 8, 2023	DiversityImage Registration	CodeCode Available	0	5
IMITATE: Image Registration with Context for unknown time frame recovery	May 15, 2025	Image Registration	CodeCode Available	0	5
3D Multimodal Image Registration for Plant Phenotyping	Jul 3, 2024	Image RegistrationPlant Phenotyping	CodeCode Available	0	5
Improving Generalization of Medical Image Registration Foundation Model	May 10, 2025	Computational EfficiencyImage Registration	CodeCode Available	0	5
An Unsupervised Learning Model for Deformable Medical Image Registration	Feb 7, 2018	Deformable Medical Image RegistrationImage Registration	CodeCode Available	0	5
HyperMorph: Amortized Hyperparameter Learning for Image Registration	Jan 4, 2021	Image Registration	CodeCode Available	0	5
HyperPredict: Estimating Hyperparameter Effects for Instance-Specific Regularization in Deformable Image Registration	Mar 4, 2024	Image RegistrationMedical Image Registration	CodeCode Available	0	5
Image-and-Spatial Transformer Networks for Structure-Guided Image Registration	Jul 22, 2019	Image Registration	CodeCode Available	0	5
High-throughput, high-resolution registration-free generated adversarial network microscopy	Jan 7, 2018	Generative Adversarial NetworkImage Registration	CodeCode Available	0	5
Unsupervised Deformable Image Registration with Structural Nonparametric Smoothing	Jun 12, 2025	Image Registration	CodeCode Available	0	5
Homography-based Visual Servoing with Remote Center of Motion for Semi-autonomous Robotic Endoscope Manipulation	Oct 25, 2021	Image Registration	CodeCode Available	0	5
Comparison of Consecutive and Re-stained Sections for Image Registration in Histopathology	Jun 24, 2021	Image Registration	CodeCode Available	0	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	0	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	0	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