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 901–910 of 953 papers

Title	Date	Tasks	Status
Quicksilver: Fast Predictive Image Registration - a Deep Learning Approach	Mar 31, 2017	DecoderDeep Learning	CodeCode Available
QUIZ: An Arbitrary Volumetric Point Matching Method for Medical Image Registration	Sep 30, 2023	Image RegistrationMedical Image Registration	CodeCode Available
1st Solution Places for CVPR 2023 UG^2+ Challenge Track 2.1-Text Recognition through Atmospheric Turbulence	Jun 15, 2023	Image RegistrationOptical Flow Estimation	CodeCode Available
Attention for Image Registration (AiR): an unsupervised Transformer approach	May 5, 2021	Image Registration	CodeCode Available
Encoding Matching Criteria for Cross-domain Deformable Image Registration	Jun 18, 2024	Image RegistrationOne-Shot Learning	CodeCode Available
EfficientMorph: Parameter-Efficient Transformer-Based Architecture for 3D Image Registration	Mar 16, 2024	Computational EfficiencyImage Registration	CodeCode Available
Unsupervised Segmentation of Fetal Brain MRI using Deep Learning Cascaded Registration	Jul 7, 2023	Image RegistrationSegmentation	CodeCode Available
MoonMetaSync: Lunar Image Registration Analysis	Oct 14, 2024	Image Registration	CodeCode Available
Simulating Realistic MRI variations to Improve Deep Learning model and visual explanations using GradCAM	Nov 1, 2021	AnatomyBrain landmark detection	CodeCode Available
MORPH-LER: Log-Euclidean Regularization for Population-Aware Image Registration	Feb 4, 2025	Image RegistrationMedical Image Analysis	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