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 276–300 of 953 papers

Title	Date	Tasks	Status	Score
Highly-Expressive Spaces of Well-Behaved Transformations: Keeping It Simple	Dec 1, 2015	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
GLAMpoints: Greedily Learned Accurate Match points	Aug 19, 2019	Image RegistrationKeypoint Detection	CodeCode Available	5
A Deep-Based Approach for Multi-Descriptor Feature Extraction: Applications on SAR Image Registration	Nov 5, 2024	Image Registration	CodeCode Available	5
Geometry Reduced Order Modeling (GROM) with application to modeling of glymphatic function	Jun 11, 2025	Image Registration	CodeCode Available	5
A Learning-based Optimization Algorithm:Image Registration Optimizer Network	Nov 23, 2020	global-optimizationImage Registration	CodeCode Available	5
Deep Predictive Motion Tracking in Magnetic Resonance Imaging: Application to Fetal Imaging	Sep 25, 2019	3D Object ReconstructionDiagnostic	CodeCode Available	5
Region-specific Diffeomorphic Metric Mapping	Jun 1, 2019	Image RegistrationMedical Image Registration	CodeCode Available	5
Embedding Gradient-based Optimization in Image Registration Networks	Dec 7, 2021	Image ReconstructionImage 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
From Tissue Plane to Organ World: A Benchmark Dataset for Multimodal Biomedical Image Registration using Deep Co-Attention Networks	Jun 6, 2024	Image Registration	CodeCode Available	5
Deep mineralogical segmentation of thin section images based on QEMSCAN maps	May 22, 2025	Image RegistrationSemantic Segmentation	CodeCode Available	5
General Vision Encoder Features as Guidance in Medical Image Registration	Jul 18, 2024	Image RegistrationMedical Image Registration	CodeCode Available	5
FiRework: Field Refinement Framework for Efficient Enhancement of Deformable Registration	Oct 12, 2024	Image Registration	CodeCode Available	5
Deep Regression 2D-3D Ultrasound Registration for Liver Motion Correction in Focal Tumor Thermal Ablation	Oct 3, 2024	Computed Tomography (CT)Image Registration	CodeCode Available	5
fastWDM3D: Fast and Accurate 3D Healthy Tissue Inpainting	Jul 17, 2025	3D InpaintingDenoising	CodeCode Available	5
Generating Anthropomorphic Phantoms Using Fully Unsupervised Deformable Image Registration with Convolutional Neural Networks	Dec 6, 2019	AnatomyImage Registration	CodeCode Available	5
FAIM -- A ConvNet Method for Unsupervised 3D Medical Image Registration	Nov 22, 2018	Image RegistrationMedical Image Registration	CodeCode Available	5
Fast and Robust Symmetric Image Registration Based on Distances Combining Intensity and Spatial Information	Jul 30, 2018	Image RegistrationMedical Image Registration	CodeCode Available	5
ERNet: Unsupervised Collective Extraction and Registration in Neuroimaging Data	Dec 6, 2022	Brain Image SegmentationImage Registration	CodeCode Available	5
Exploring Intensity Invariance in Deep Neural Networks for Brain Image Registration	Sep 21, 2020	Deep LearningImage Registration	CodeCode Available	5
Fast Edge-Aware Occlusion Detection in the Context of Multispectral Camera Arrays	Aug 26, 2024	Disparity EstimationImage Registration	CodeCode Available	5
Groupwise Multimodal Image Registration using Joint Total Variation	May 6, 2020	Image Registration	CodeCode Available	5
Astroalign: A Python module for astronomical image registration	Sep 6, 2019	AstronomyImage Registration	CodeCode Available	5
Encoding Matching Criteria for Cross-domain Deformable Image Registration	Jun 18, 2024	Image RegistrationOne-Shot Learning	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