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 101–110 of 953 papers

Title	Date	Tasks	Status	Hype
Voxelmorph++ Going beyond the cranial vault with keypoint supervision and multi-channel instance optimisation	Feb 28, 2022	Image Registration	CodeCode Available	1
Cross-Modality Multi-Atlas Segmentation via Deep Registration and Label Fusion	Feb 4, 2022	Computational EfficiencyImage Registration	CodeCode Available	1
Towards Positive Jacobian: Learn to Postprocess Diffeomorphic Image Registration with Matrix Exponential	Feb 1, 2022	Deep LearningImage Registration	CodeCode Available	1
A Variational Bayesian Method for Similarity Learning in Non-Rigid Image Registration	Jan 1, 2022	Image Registration	CodeCode Available	1
Stochastic Planner-Actor-Critic for Unsupervised Deformable Image Registration	Dec 14, 2021	Deformable Medical Image RegistrationImage Registration	CodeCode Available	1
Fast 3D registration with accurate optimisation and little learning for Learn2Reg 2021	Dec 6, 2021	Deformable Medical Image RegistrationImage Registration	CodeCode Available	1
PlantStereo: A Stereo Matching Benchmark for Plant Surface Dense Reconstruction	Nov 30, 2021	Camera CalibrationImage Registration	CodeCode Available	1
TransMorph: Transformer for unsupervised medical image registration	Nov 19, 2021	Image RegistrationMedical Image Analysis	CodeCode Available	1
SAME: Deformable Image Registration based on Self-supervised Anatomical Embeddings	Sep 23, 2021	Image RegistrationMedical Image Registration	CodeCode Available	1
LLVIP: A Visible-infrared Paired Dataset for Low-light Vision	Aug 24, 2021	Image GenerationImage Registration	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