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 141–150 of 953 papers

Title	Date	Tasks	Status	Hype
Learning Deformable Image Registration from Optimization: Perspective, Modules, Bilevel Training and Beyond	Apr 30, 2020	Image RegistrationImage Segmentation	CodeCode Available	1
DeepFLASH: An Efficient Network for Learning-based Medical Image Registration	Apr 5, 2020	Image RegistrationMedical Image Registration	CodeCode Available	1
Fast Symmetric Diffeomorphic Image Registration with Convolutional Neural Networks	Mar 20, 2020	Image Registration	CodeCode Available	1
Deep Learning-Based Concurrent Brain Registration and Tumor Segmentation	Mar 20, 2020	Brain Tumor SegmentationDeep Learning	CodeCode Available	1
Unsupervised Multi-Modal Image Registration via Geometry Preserving Image-to-Image Translation	Mar 18, 2020	Autonomous DrivingImage Registration	CodeCode Available	1
HighRes-net: Recursive Fusion for Multi-Frame Super-Resolution of Satellite Imagery	Feb 15, 2020	De-aliasingEarth Observation	CodeCode Available	1
Deep HDR Imaging via A Non-Local Network	Feb 10, 2020	HDR ReconstructionImage Registration	CodeCode Available	1
DRMIME: Differentiable Mutual Information and Matrix Exponential for Multi-Resolution Image Registration	Jan 27, 2020	Image RegistrationUnsupervised Image Registration	CodeCode Available	1
Learning Deformable Registration of Medical Images with Anatomical Constraints	Jan 20, 2020	AnatomyImage Registration	CodeCode Available	1
Deformable Groupwise Image Registration using Low-Rank and Sparse Decomposition	Jan 10, 2020	Image 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