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 271–280 of 953 papers

Title	Date	Tasks	Status	Hype
Unsupervised Multimodal Surface Registration with Geometric Deep Learning	Nov 21, 2023	Deep LearningImage Registration	CodeCode Available	0
Learning Physics-Inspired Regularization for Medical Image Registration with Hypernetworks	Nov 14, 2023	Image RegistrationMedical Image Registration	CodeCode Available	0
Continual atlas-based segmentation of prostate MRI	Nov 1, 2023	Continual Learningimage-classification	CodeCode Available	1
PET Tracer Conversion among Brain PET via Variable Augmented Invertible Network	Nov 1, 2023	DiagnosticImage Registration	—Unverified	0
Scanning diffraction imaging without stable illumination and scan position information	Oct 31, 2023	Image RegistrationObject	—Unverified	0
Enhanced Synthetic MRI Generation from CT Scans Using CycleGAN with Feature Extraction	Oct 31, 2023	Computed Tomography (CT)Image Registration	—Unverified	0
TRUSTED: The Paired 3D Transabdominal Ultrasound and CT Human Data for Kidney Segmentation and Registration Research	Oct 19, 2023	Image RegistrationImage Segmentation	—Unverified	0
Co-Learning Semantic-aware Unsupervised Segmentation for Pathological Image Registration	Oct 17, 2023	Image RegistrationSegmentation	CodeCode Available	0
Longitudinal Volumetric Study for the Progression of Alzheimer's Disease from Structural MRI	Oct 9, 2023	Alzheimer's DetectionImage Registration	—Unverified	0
A Plug-and-Play Image Registration Network	Oct 6, 2023	Image Registration	—Unverified	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