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 231–240 of 953 papers

Title	Date	Tasks	Status	Hype
Modality-Agnostic Structural Image Representation Learning for Deformable Multi-Modality Medical Image Registration	Feb 29, 2024	AnatomyContrastive Learning	—Unverified	0
Multimodal Learning To Improve Cardiac Late Mechanical Activation Detection From Cine MR Images	Feb 28, 2024	Image RegistrationMultimodal Deep Learning	—Unverified	0
Quantifying the Resolution of a Template after Image Registration	Feb 27, 2024	Affine Image RegistrationAnatomy	CodeCode Available	0
General Purpose Image Encoder DINOv2 for Medical Image Registration	Feb 24, 2024	Image RegistrationMedical Image Registration	—Unverified	0
Multi-Objective Learning for Deformable Image Registration	Feb 23, 2024	Deep LearningImage Registration	—Unverified	0
Revisiting registration-based synthesis: A focus on unsupervised MR image synthesis	Feb 19, 2024	AnatomyImage Generation	—Unverified	0
Semi-weakly-supervised neural network training for medical image registration	Feb 16, 2024	Image RegistrationMedical Image Registration	—Unverified	0
VisIRNet: Deep Image Alignment for UAV-taken Visible and Infrared Image Pairs	Feb 15, 2024	Image Registration	CodeCode Available	1
TAI-GAN: A Temporally and Anatomically Informed Generative Adversarial Network for early-to-late frame conversion in dynamic cardiac PET inter-frame motion correction	Feb 14, 2024	Cardiac SegmentationGenerative Adversarial Network	—Unverified	0
Pyramid Attention Network for Medical Image Registration	Feb 14, 2024	DecoderImage 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