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 691–700 of 953 papers

Title	Date	Tasks	Status	Hype
Vine disease detection in UAV multispectral images with deep learning segmentation approach	Dec 11, 2019	Image RegistrationManagement	—Unverified	0
DeepMeshFlow: Content Adaptive Mesh Deformation for Robust Image Registration	Dec 11, 2019	DenoisingHomography Estimation	—Unverified	0
Generating Anthropomorphic Phantoms Using Fully Unsupervised Deformable Image Registration with Convolutional Neural Networks	Dec 6, 2019	AnatomyImage Registration	CodeCode Available	0
OASIS: One-pass aligned Atlas Set for Image Segmentation	Dec 5, 2019	Image RegistrationImage Segmentation	—Unverified	0
Scene recognition based on DNN and game theory with its applications in human-robot interaction	Dec 3, 2019	Image RegistrationScene Recognition	—Unverified	0
Arbicon-Net: Arbitrary Continuous Geometric Transformation Networks for Image Registration	Dec 1, 2019	Image Registration	CodeCode Available	0
Generative Adversarial Networks And Domain Adaptation For Training Data Independent Image Registration	Oct 18, 2019	Domain AdaptationImage Registration	—Unverified	0
Breathing deformation model -- application to multi-resolution abdominal MRI	Oct 10, 2019	Image Registration	—Unverified	0
Kornia: an Open Source Differentiable Computer Vision Library for PyTorch	Oct 5, 2019	Camera CalibrationData Augmentation	CodeCode Available	1
NeurReg: Neural Registration and Its Application to Image Segmentation	Oct 4, 2019	Image RegistrationImage Segmentation	CodeCode Available	0

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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