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 61–70 of 953 papers

Title	Date	Tasks	Status	Hype
Towards Saner Deep Image Registration	Jul 19, 2023	Image Registration	CodeCode Available	1
Stroke Extraction of Chinese Character Based on Deep Structure Deformable Image Registration	Jul 10, 2023	Image RegistrationSemantic Segmentation	CodeCode Available	1
Non-iterative Coarse-to-fine Transformer Networks for Joint Affine and Deformable Image Registration	Jul 7, 2023	Image RegistrationMedical Image Analysis	CodeCode Available	1
Fourier-Net+: Leveraging Band-Limited Representation for Efficient 3D Medical Image Registration	Jul 6, 2023	DecoderImage Registration	CodeCode Available	1
ModeT: Learning Deformable Image Registration via Motion Decomposition Transformer	Jun 9, 2023	Image RegistrationMedical Image Registration	CodeCode Available	1
DAGrid: Directed Accumulator Grid	Jun 5, 2023	Image RegistrationLesion Segmentation	CodeCode Available	1
Synthetic CT Generation from MRI using 3D Transformer-based Denoising Diffusion Model	May 31, 2023	AnatomyDenoising	CodeCode Available	1
Embedded Feature Similarity Optimization with Specific Parameter Initialization for 2D/3D Medical Image Registration	May 10, 2023	Image RegistrationMedical Image Registration	CodeCode Available	1
A Robust and Interpretable Deep Learning Framework for Multi-modal Registration via Keypoints	Apr 19, 2023	Image Registration	CodeCode Available	1
Enhancing Deformable Local Features by Jointly Learning to Detect and Describe Keypoints	Apr 2, 2023	Image RegistrationRetrieval	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