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 226–250 of 953 papers

Title	Date	Tasks	Status	Score
MrRegNet: Multi-resolution Mask Guided Convolutional Neural Network for Medical Image Registration with Large Deformations	May 16, 2024	DecoderImage Registration	CodeCode Available	5
Comparison of Consecutive and Re-stained Sections for Image Registration in Histopathology	Jun 24, 2021	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
Highly-Expressive Spaces of Well-Behaved Transformations: Keeping It Simple	Dec 1, 2015	Image Registration	CodeCode Available	5
Multispectral Snapshot Image Registration Using Learned Cross Spectral Disparity Estimation and a Deep Guided Occlusion Reconstruction Network	Jun 17, 2024	CPUData Augmentation	CodeCode Available	5
Homography-based Visual Servoing with Remote Center of Motion for Semi-autonomous Robotic Endoscope Manipulation	Oct 25, 2021	Image Registration	CodeCode Available	5
Image-and-Spatial Transformer Networks for Structure-Guided Image Registration	Jul 22, 2019	Image Registration	CodeCode Available	5
Networks for Joint Affine and Non-parametric Image Registration	Mar 21, 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
Graph Neural Networks for modelling breast biomechanical compression	Nov 10, 2024	Computational EfficiencyImage Registration	CodeCode Available	5
Brain Extraction from Normal and Pathological Images: A Joint PCA/Image-Reconstruction Approach	Nov 15, 2017	Image ReconstructionImage Registration	CodeCode Available	5
An Unsupervised Learning Model for Deformable Medical Image Registration	Feb 7, 2018	Deformable Medical Image RegistrationImage Registration	CodeCode Available	5
Groupwise Multimodal Image Registration using Joint Total Variation	May 6, 2020	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
BIRL: Benchmark on Image Registration methods with Landmark validation	Dec 31, 2019	BIRLImage Registration	CodeCode Available	5
GLAMpoints: Greedily Learned Accurate Match points	Aug 19, 2019	Image RegistrationKeypoint Detection	CodeCode Available	5
Hierarchical Uncertainty Estimation for Learning-based Registration in Neuroimaging	Oct 11, 2024	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
General Vision Encoder Features as Guidance in Medical Image Registration	Jul 18, 2024	Image RegistrationMedical Image 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
Arbicon-Net: Arbitrary Continuous Geometric Transformation Networks for Image Registration	Dec 1, 2019	Image Registration	CodeCode Available	5
CTARR: A fast and robust method for identifying anatomical regions on CT images via atlas registration	Oct 3, 2024	image-classificationImage Classification	CodeCode Available	5
ORRN: An ODE-based Recursive Registration Network for Deformable Respiratory Motion Estimation with Lung 4DCT Images	May 24, 2023	Image RegistrationMotion Estimation	CodeCode Available	5
Benchmarking of image registration methods for differently stained histological slides	Oct 11, 2018	BenchmarkingBIRL	CodeCode Available	5
Generating Anthropomorphic Phantoms Using Fully Unsupervised Deformable Image Registration with Convolutional Neural Networks	Dec 6, 2019	AnatomyImage 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