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

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Showing 221–230 of 953 papers

Title	Date	Tasks	Status
ConKeD++ -- Improving descriptor learning for retinal image registration: A comprehensive study of contrastive losses	Apr 25, 2024	Contrastive LearningImage Registration	—Unverified
ConKeD: Multiview contrastive descriptor learning for keypoint-based retinal image registration	Jan 11, 2024	Contrastive LearningImage Registration	—Unverified
An Average of the Human Ear Canal: Recovering Acoustical Properties via Shape Analysis	Nov 9, 2018	AnatomyImage Registration	—Unverified
CLAIRE -- Parallelized Diffeomorphic Image Registration for Large-Scale Biomedical Imaging Applications	Sep 16, 2022	GPUImage Registration	—Unverified
Constrained Mass Optimal Transport	Jun 5, 2022	Content-Based Image RetrievalGeophysics	—Unverified
CNN-based Lung CT Registration with Multiple Anatomical Constraints	Nov 29, 2020	Deep LearningImage Registration	—Unverified
Construction of extended 3D field of views of the internal bladder wall surface: a proof of concept	Jul 16, 2016	Image Registration	—Unverified
A Comparative Analysis of Registration Tools: Traditional vs Deep Learning Approach on High Resolution Tissue Cleared Data	Oct 19, 2018	Deep LearningImage Registration	—Unverified
Continuous sPatial-Temporal Deformable Image Registration (CPT-DIR) for motion modelling in radiotherapy: beyond classic voxel-based methods	May 1, 2024	Image Registration	—Unverified
Deep 3D World Models for Multi-Image Super-Resolution Beyond Optical Flow	Jan 30, 2024	Image RegistrationImage Super-Resolution	—Unverified

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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