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 201–225 of 953 papers

Title	Date	Tasks	Status	Score
Adversarial Deformation Regularization for Training Image Registration Neural Networks	May 27, 2018	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
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	5
Closing the Gap between Deep and Conventional Image Registration using Probabilistic Dense Displacement Networks	Jul 25, 2019	DiagnosticImage Registration	CodeCode Available	5
Advancing Deformable Medical Image Registration with Multi-axis Cross-covariance Attention	Dec 24, 2024	Deformable Medical Image RegistrationImage Registration	CodeCode Available	5
Improving Generalization of Medical Image Registration Foundation Model	May 10, 2025	Computational EfficiencyImage Registration	CodeCode Available	5
3D Convolutional Neural Networks Image Registration Based on Efficient Supervised Learning from Artificial Deformations	Aug 27, 2019	Image Registration	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
CARL: A Framework for Equivariant Image Registration	May 27, 2024	Image RegistrationMedical 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
Iterative Inversion of Deformation Vector Fields with Feedback Control	Oct 27, 2016	4D reconstructionImage Registration	CodeCode Available	5
IVIM-Morph: Motion-compensated quantitative Intra-voxel Incoherent Motion (IVIM) analysis for functional fetal lung maturity assessment from diffusion-weighted MRI data	Jan 13, 2024	Image RegistrationMORPH	CodeCode Available	5
Innovative Quantitative Analysis for Disease Progression Assessment in Familial Cerebral Cavernous Malformations	Mar 23, 2024	Decision MakingImage Registration	CodeCode Available	5
NeurReg: Neural Registration and Its Application to Image Segmentation	Oct 4, 2019	Image RegistrationImage Segmentation	CodeCode Available	5
Groupwise Multimodal Image Registration using Joint Total Variation	May 6, 2020	Image Registration	CodeCode Available	5
An Artificial Agent for Robust Image Registration	Nov 30, 2016	Image RegistrationMedical Image Registration	CodeCode Available	5
Hierarchical Uncertainty Estimation for Learning-based Registration in Neuroimaging	Oct 11, 2024	Image Registration	CodeCode Available	5
CABLD: Contrast-Agnostic Brain Landmark Detection with Consistency-Based Regularization	Nov 26, 2024	Anatomical Landmark DetectionBrain landmark detection	CodeCode Available	5
Graph Neural Networks for modelling breast biomechanical compression	Nov 10, 2024	Computational EfficiencyImage Registration	CodeCode Available	5
Highly-Expressive Spaces of Well-Behaved Transformations: Keeping It Simple	Dec 1, 2015	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
Leveraging Unsupervised Image Registration for Discovery of Landmark Shape Descriptor	Nov 13, 2021	AnatomyDimensionality Reduction	CodeCode Available	5
GLAMpoints: Greedily Learned Accurate Match points	Aug 19, 2019	Image RegistrationKeypoint Detection	CodeCode Available	5
Embedding Gradient-based Optimization in Image Registration Networks	Dec 7, 2021	Image ReconstructionImage 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

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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