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 831–840 of 953 papers

Title	Date	Tasks	Status
BIRNet: Brain Image Registration Using Dual-Supervised Fully Convolutional Networks	Feb 13, 2018	Image Registration	—Unverified
An Unsupervised Learning Model for Deformable Medical Image Registration	Feb 7, 2018	Deformable Medical Image RegistrationImage Registration	CodeCode Available
Generative diffeomorphic modelling of large MRI data sets for probabilistic template construction	Feb 1, 2018	Diffeomorphic Medical Image RegistrationImage Registration	—Unverified
Non-Rigid Image Registration Using Self-Supervised Fully Convolutional Networks without Training Data	Jan 11, 2018	Image RegistrationSelf-Supervised Learning	—Unverified
High-throughput, high-resolution registration-free generated adversarial network microscopy	Jan 7, 2018	Generative Adversarial NetworkImage Registration	CodeCode Available
PixelBNN: Augmenting the PixelCNN with batch normalization and the presentation of a fast architecture for retinal vessel segmentation	Dec 19, 2017	Image RegistrationRetinal Vessel Segmentation	—Unverified
Image Registration for the Alignment of Digitized Historical Documents	Dec 12, 2017	Image Registration	—Unverified
Image Registration Techniques: A Survey	Nov 28, 2017	Image RegistrationSurvey	—Unverified
Unsupervised End-to-end Learning for Deformable Medical Image Registration	Nov 23, 2017	Deformable Medical Image RegistrationImage Registration	—Unverified
Dilated FCN for Multi-Agent 2D/3D Medical Image Registration	Nov 22, 2017	Image RegistrationMedical Image Registration	—Unverified

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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