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 111–120 of 953 papers

Title	Date	Tasks	Status	Hype
GESH-Net: Graph-Enhanced Spherical Harmonic Convolutional Networks for Cortical Surface Registration	Oct 18, 2024	Deep LearningGraph Attention	—Unverified	0
2D-3D Deformable Image Registration of Histology Slide and Micro-CT with ML-based Initialization	Oct 18, 2024	Image Registration	—Unverified	0
SAMReg: SAM-enabled Image Registration with ROI-based Correspondence	Oct 17, 2024	Image RegistrationMedical Image Registration	—Unverified	0
RS-MOCO: A deep learning-based topology-preserving image registration method for cardiac T1 mapping	Oct 15, 2024	Image RegistrationMyocardium Segmentation	—Unverified	0
MoonMetaSync: Lunar Image Registration Analysis	Oct 14, 2024	Image Registration	CodeCode Available	0
Stationary Velocity Fields on Matrix Groups for Deformable Image Registration	Oct 14, 2024	Image RegistrationNumerical Integration	—Unverified	0
A Counterexample in Image Registration	Oct 14, 2024	Image Registration	—Unverified	0
Leveraging Semantic Cues from Foundation Vision Models for Enhanced Local Feature Correspondence	Oct 12, 2024	Camera LocalizationImage Registration	CodeCode Available	1
FiRework: Field Refinement Framework for Efficient Enhancement of Deformable Registration	Oct 12, 2024	Image Registration	CodeCode Available	0
Hierarchical Uncertainty Estimation for Learning-based Registration in Neuroimaging	Oct 11, 2024	Image Registration	CodeCode Available	0

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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