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 501–510 of 953 papers

Title	Date	Tasks	Status
Personalized MR-Informed Diffusion Models for 3D PET Image Reconstruction	Jun 4, 2025	AnatomyImage Reconstruction	—Unverified
PET Tracer Conversion among Brain PET via Variable Augmented Invertible Network	Nov 1, 2023	DiagnosticImage Registration	—Unverified
PixelBNN: Augmenting the PixelCNN with batch normalization and the presentation of a fast architecture for retinal vessel segmentation	Dec 19, 2017	Image RegistrationRetinal Vessel Segmentation	—Unverified
POLAFFINI: Efficient feature-based polyaffine initialization for improved non-linear image registration	Jul 4, 2024	Image Registration	—Unverified
PoleStack: Robust Pole Estimation of Irregular Objects from Silhouette Stacking	Feb 5, 2025	Image Registration	—Unverified
Precise Aerial Image Matching based on Deep Homography Estimation	Jul 19, 2021	Homography EstimationImage Registration	—Unverified
Predicting 1p19q Chromosomal Deletion of Low-Grade Gliomas from MR Images using Deep Learning	Nov 21, 2016	Image RegistrationSelf-Learning	—Unverified
Primitive Simultaneous Optimization of Similarity Metrics for Image Registration	Apr 4, 2023	Image RegistrationSemantic Segmentation	—Unverified
Probabilistic Depth Image Registration incorporating Nonvisual Information	Apr 29, 2015	Image RegistrationObject	—Unverified
Probabilistic Diffeomorphic Registration: Representing Uncertainty	Jan 12, 2017	Image Registration	—Unverified

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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