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 171–180 of 953 papers

Title	Date	Tasks	Status	Hype
Biomechanics-informed Non-rigid Medical Image Registration and its Inverse Material Property Estimation with Linear and Nonlinear Elasticity	Jul 3, 2024	Image RegistrationMedical Image Registration	CodeCode Available	1
LaMoD: Latent Motion Diffusion Model For Myocardial Strain Generation	Jul 2, 2024	Image Registration	CodeCode Available	0
Let it shine: Autofluorescence of Papanicolaou-stain improves AI-based cytological oral cancer detection	Jul 2, 2024	DiagnosticImage Registration	—Unverified	0
A Narrative Review of Image Processing Techniques Related to Prostate Ultrasound	Jun 30, 2024	Image RegistrationPrognosis	—Unverified	0
Impact of Initialization on Intra-subject Pediatric Brain MR Image Registration: A Comparative Analysis between SyN ANTs and Deep Learning-Based Approaches	Jun 28, 2024	Image Registration	CodeCode Available	0
Toward Universal Medical Image Registration via Sharpness-Aware Meta-Continual Learning	Jun 25, 2024	Continual LearningImage Registration	CodeCode Available	0
Multimodal Deformable Image Registration for Long-COVID Analysis Based on Progressive Alignment and Multi-perspective Loss	Jun 21, 2024	Computed Tomography (CT)Decision Making	—Unverified	0
Low-rank based motion correction followed by automatic frame selection in DT-CMR	Jun 19, 2024	Image Registration	—Unverified	0
Recurrent Inference Machine for Medical Image Registration	Jun 19, 2024	Deep LearningImage Registration	—Unverified	0
Encoding Matching Criteria for Cross-domain Deformable Image Registration	Jun 18, 2024	Image RegistrationOne-Shot Learning	CodeCode Available	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