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 51–75 of 953 papers

Title	Date	Tasks	Status	Hype
On-the-Fly SfM: What you capture is What you get	Sep 21, 2023	Image RegistrationImage Retrieval	CodeCode Available	1
Preserving Tumor Volumes for Unsupervised Medical Image Registration	Sep 18, 2023	AnatomyImage Registration	CodeCode Available	1
NePhi: Neural Deformation Fields for Approximately Diffeomorphic Medical Image Registration	Sep 13, 2023	Diffeomorphic Medical Image RegistrationImage Registration	CodeCode Available	1
AutoFuse: Automatic Fusion Networks for Deformable Medical Image Registration	Sep 11, 2023	Deformable Medical Image RegistrationImage Registration	CodeCode Available	1
On-the-Fly Guidance Training for Medical Image Registration	Aug 29, 2023	Image RegistrationMedical Image Registration	CodeCode Available	1
CartiMorph: a framework for automated knee articular cartilage morphometrics	Aug 3, 2023	Image RegistrationSegmentation	CodeCode Available	1
FSDiffReg: Feature-wise and Score-wise Diffusion-guided Unsupervised Deformable Image Registration for Cardiac Images	Jul 22, 2023	Image Registration	CodeCode Available	1
Reverse Knowledge Distillation: Training a Large Model using a Small One for Retinal Image Matching on Limited Data	Jul 20, 2023	Image RegistrationKeypoint Detection	CodeCode Available	1
SAMConvex: Fast Discrete Optimization for CT Registration using Self-supervised Anatomical Embedding and Correlation Pyramid	Jul 19, 2023	Image Registration	CodeCode Available	1
Towards Saner Deep Image Registration	Jul 19, 2023	Image Registration	CodeCode Available	1
DISA: DIfferentiable Similarity Approximation for Universal Multimodal Registration	Jul 19, 2023	AnatomyImage Registration	CodeCode Available	1
Stroke Extraction of Chinese Character Based on Deep Structure Deformable Image Registration	Jul 10, 2023	Image RegistrationSemantic Segmentation	CodeCode Available	1
Non-iterative Coarse-to-fine Transformer Networks for Joint Affine and Deformable Image Registration	Jul 7, 2023	Image RegistrationMedical Image Analysis	CodeCode Available	1
Fourier-Net+: Leveraging Band-Limited Representation for Efficient 3D Medical Image Registration	Jul 6, 2023	DecoderImage Registration	CodeCode Available	1
ModeT: Learning Deformable Image Registration via Motion Decomposition Transformer	Jun 9, 2023	Image RegistrationMedical Image Registration	CodeCode Available	1
DAGrid: Directed Accumulator Grid	Jun 5, 2023	Image RegistrationLesion Segmentation	CodeCode Available	1
Synthetic CT Generation from MRI using 3D Transformer-based Denoising Diffusion Model	May 31, 2023	AnatomyDenoising	CodeCode Available	1
Embedded Feature Similarity Optimization with Specific Parameter Initialization for 2D/3D Medical Image Registration	May 10, 2023	Image RegistrationMedical Image Registration	CodeCode Available	1
A Robust and Interpretable Deep Learning Framework for Multi-modal Registration via Keypoints	Apr 19, 2023	Image Registration	CodeCode Available	1
Enhancing Deformable Local Features by Jointly Learning to Detect and Describe Keypoints	Apr 2, 2023	Image RegistrationRetrieval	CodeCode Available	1
SITReg: Multi-resolution architecture for symmetric, inverse consistent, and topology preserving image registration	Mar 17, 2023	Deep LearningDeformable Medical Image Registration	CodeCode Available	1
Indescribable Multi-modal Spatial Evaluator	Mar 1, 2023	Image RegistrationImage-to-Image Translation	CodeCode Available	1
Non-rigid Medical Image Registration using Physics-informed Neural Networks	Feb 20, 2023	Image RegistrationMedical Image Registration	CodeCode Available	1
Recurrence With Correlation Network for Medical Image Registration	Feb 5, 2023	Image RegistrationMedical Image Registration	CodeCode Available	1
RMSim: Controlled Respiratory Motion Simulation on Static Patient Scans	Jan 26, 2023	Deep LearningImage Registration	CodeCode Available	1

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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