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 131–140 of 953 papers

Title	Date	Tasks	Status	Hype
DeepReg: a deep learning toolkit for medical image registration	Nov 4, 2020	Deep LearningImage Registration	CodeCode Available	1
Deep learning based registration using spatial gradients and noisy segmentation labels	Oct 21, 2020	Image RegistrationMedical Image Analysis	CodeCode Available	1
Deep Phase Correlation for End-to-End Heterogeneous Sensor Measurements Matching	Aug 21, 2020	Image RegistrationTemplate Matching	CodeCode Available	1
Accelerating Translational Image Registration for HDR Images on GPU	Jul 13, 2020	CPUGPU	CodeCode Available	1
Anatomical Data Augmentation via Fluid-based Image Registration	Jul 5, 2020	Data AugmentationImage Augmentation	CodeCode Available	1
Large Deformation Diffeomorphic Image Registration with Laplacian Pyramid Networks	Jun 29, 2020	Deep LearningImage Registration	CodeCode Available	1
MvMM-RegNet: A new image registration framework based on multivariate mixture model and neural network estimation	Jun 28, 2020	Heart SegmentationImage Registration	CodeCode Available	1
Biomechanics-informed Neural Networks for Myocardial Motion Tracking in MRI	Jun 8, 2020	Image Registration	CodeCode Available	1
GoodPoint: unsupervised learning of keypoint detection and description	Jun 1, 2020	Image RegistrationKeypoint Detection	CodeCode Available	1
An Auto-Context Deformable Registration Network for Infant Brain MRI	May 19, 2020	Image Registration	CodeCode Available	1

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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