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 681–690 of 953 papers

Title	Date	Tasks	Status
Detecting Pancreatic Ductal Adenocarcinoma in Multi-phase CT Scans via Alignment Ensemble	Mar 18, 2020	Image Registration	—Unverified
A Multiple Decoder CNN for Inverse Consistent 3D Image Registration	Feb 15, 2020	DecoderImage Registration	—Unverified
Medical Image Registration Using Deep Neural Networks: A Comprehensive Review	Feb 9, 2020	Image RegistrationMedical Image Registration	—Unverified
Robust Multimodal Image Registration Using Deep Recurrent Reinforcement Learning	Jan 29, 2020	Image RegistrationMedical Image Registration	—Unverified
Unsupervised learning of multimodal image registration using domain adaptation with projected Earth Mover’s discrepancies	Jan 25, 2020	Domain AdaptationImage Registration	—Unverified
Discovering Salient Anatomical Landmarks by Predicting Human Gaze	Jan 22, 2020	Affine Image RegistrationClustering	—Unverified
Accelerating the Registration of Image Sequences by Spatio-temporal Multilevel Strategies	Jan 18, 2020	Image RegistrationMotion Estimation	—Unverified
A Comparative Study for Non-rigid Image Registration and Rigid Image Registration	Jan 12, 2020	Image RegistrationTranslation	—Unverified
An Investigation of Feature-based Nonrigid Image Registration using Gaussian Process	Jan 12, 2020	Image Registrationvalid	—Unverified
BIRL: Benchmark on Image Registration methods with Landmark validation	Dec 31, 2019	BIRLImage 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