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 391–400 of 953 papers

Title	Date	Tasks	Status	Hype
Learning deep abdominal CT registration through adaptive loss weighting and synthetic data generation	Nov 28, 2022	Image RegistrationSynthetic Data Generation	CodeCode Available	0
ACROBAT -- a multi-stain breast cancer histological whole-slide-image data set from routine diagnostics for computational pathology	Nov 24, 2022	DiagnosticImage Registration	—Unverified	0
Joint segmentation and discontinuity-preserving deformable registration: Application to cardiac cine-MR images	Nov 24, 2022	Image RegistrationImage Segmentation	CodeCode Available	0
WarpPINN: Cine-MR image registration with physics-informed neural networks	Nov 22, 2022	Image RegistrationLandmark Tracking	CodeCode Available	1
Unsupervised Echocardiography Registration through Patch-based MLPs and Transformers	Nov 21, 2022	Image Registration	—Unverified	0
Neurodevelopmental Phenotype Prediction: A State-of-the-Art Deep Learning Model	Nov 16, 2022	Image RegistrationMedical Image Analysis	CodeCode Available	0
InstantGroup: Instant Template Generation for Scalable Group of Brain MRI Registration	Nov 10, 2022	DecoderImage Registration	—Unverified	0
Multimodal Remote Sensing Image Registration Based on Adaptive Multi-scale PIIFD	Nov 9, 2022	Image Registration	—Unverified	0
Direct deduction of chemical class from NMR spectra	Nov 6, 2022	ClusteringImage Registration	CodeCode Available	0
Meta-Learning Initializations for Interactive Medical Image Registration	Oct 27, 2022	Image RegistrationMedical 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