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 921–930 of 953 papers

Title	Date	Tasks	Status
Recursive Cascaded Networks for Unsupervised Medical Image Registration	Jul 29, 2019	Image RegistrationMedical Image Registration	CodeCode Available
Deep Homography Prediction for Endoscopic Camera Motion Imitation Learning	Jul 24, 2023	Image RegistrationImitation Learning	CodeCode Available
TractSeg - Fast and accurate white matter tract segmentation	May 18, 2018	ClusteringImage Registration	CodeCode Available
Learning deep abdominal CT registration through adaptive loss weighting and synthetic data generation	Nov 28, 2022	Image RegistrationSynthetic Data Generation	CodeCode Available
Brain Extraction from Normal and Pathological Images: A Joint PCA/Image-Reconstruction Approach	Nov 15, 2017	Image ReconstructionImage Registration	CodeCode Available
Advancing Deformable Medical Image Registration with Multi-axis Cross-covariance Attention	Dec 24, 2024	Deformable Medical Image RegistrationImage Registration	CodeCode Available
1st Solution Places for CVPR 2023 UG^2+ Challenge Track 2.2-Coded Target Restoration through Atmospheric Turbulence	Jun 15, 2023	DeblurringImage Registration	CodeCode Available
A fast and memory-efficient algorithm for smooth interpolation of polyrigid transformations: application to human joint tracking	Apr 28, 2020	Image Registration	CodeCode Available
A Deep Discontinuity-Preserving Image Registration Network	Jul 9, 2021	Image RegistrationMedical Image Registration	CodeCode Available
Arbicon-Net: Arbitrary Continuous Geometric Transformation Networks for Image Registration	Dec 1, 2019	Image Registration	CodeCode Available

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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