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 291–300 of 953 papers

Title	Date	Tasks	Status	Hype
NePhi: Neural Deformation Fields for Approximately Diffeomorphic Medical Image Registration	Sep 13, 2023	Diffeomorphic Medical Image RegistrationImage Registration	CodeCode Available	1
Efficient Post-processing of Diffusion Tensor Cardiac Magnetic Imaging Using Texture-conserving Deformable Registration	Sep 12, 2023	DecoderImage Registration	—Unverified	0
AutoFuse: Automatic Fusion Networks for Deformable Medical Image Registration	Sep 11, 2023	Deformable Medical Image RegistrationImage Registration	CodeCode Available	1
MAD: Modality Agnostic Distance Measure for Image Registration	Sep 6, 2023	Image Registration	—Unverified	0
High-resolution 3D Maps of Left Atrial Displacements using an Unsupervised Image Registration Neural Network	Sep 5, 2023	Image RegistrationPrognosis	—Unverified	0
Multi-scale, Data-driven and Anatomically Constrained Deep Learning Image Registration for Adult and Fetal Echocardiography	Sep 2, 2023	Image RegistrationMotion Estimation	CodeCode Available	0
Deep learning in medical image registration: introduction and survey	Sep 1, 2023	Deep LearningImage Registration	—Unverified	0
On-the-Fly Guidance Training for Medical Image Registration	Aug 29, 2023	Image RegistrationMedical Image Registration	CodeCode Available	1
A Generative Approach for Image Registration of Visible-Thermal (VT) Cancer Faces	Aug 23, 2023	Image Registration	—Unverified	0
HNAS-reg: hierarchical neural architecture search for deformable medical image registration	Aug 23, 2023	Deep LearningDeformable Medical Image Registration	—Unverified	0

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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