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 241–250 of 953 papers

Title	Date	Tasks	Status
Virtual Staining of Label-Free Tissue in Imaging Mass Spectrometry	Nov 20, 2024	Image RegistrationSpecificity	—Unverified
Uncertainty-Aware Test-Time Adaptation for Inverse Consistent Diffeomorphic Lung Image Registration	Nov 12, 2024	Image RegistrationTest-time Adaptation	—Unverified
Atmospheric turbulence restoration by diffeomorphic image registration and blind deconvolution	Nov 12, 2024	Image Registration	—Unverified
Graph Neural Networks for modelling breast biomechanical compression	Nov 10, 2024	Computational EfficiencyImage Registration	CodeCode Available
NeuReg: Domain-invariant 3D Image Registration on Human and Mouse Brains	Nov 9, 2024	Image Registration	—Unverified
A Deep-Based Approach for Multi-Descriptor Feature Extraction: Applications on SAR Image Registration	Nov 5, 2024	Image Registration	CodeCode Available
A Symmetric Dynamic Learning Framework for Diffeomorphic Medical Image Registration	Nov 5, 2024	Diffeomorphic Medical Image RegistrationImage Registration	—Unverified
Multi-modal deformable image registration using untrained neural networks	Nov 4, 2024	Image Registration	—Unverified
MambaReg: Mamba-Based Disentangled Convolutional Sparse Coding for Unsupervised Deformable Multi-Modal Image Registration	Nov 3, 2024	Image RegistrationMamba	—Unverified
NCA-Morph: Medical Image Registration with Neural Cellular Automata	Oct 29, 2024	HippocampusImage Registration	CodeCode Available

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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