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 181–190 of 953 papers

Title	Date	Tasks	Status
3D Inception-Based TransMorph: Pre- and Post-operative Multi-contrast MRI Registration in Brain Tumors	Dec 8, 2022	Image RegistrationMedical Image Analysis	—Unverified
Conditional Deformable Image Registration with Spatially-Variant and Adaptive Regularization	Mar 19, 2023	Hyperparameter OptimizationImage Registration	—Unverified
ConKeD: Multiview contrastive descriptor learning for keypoint-based retinal image registration	Jan 11, 2024	Contrastive LearningImage Registration	—Unverified
An Optimization Method For Slice Interpolation Of Medical Images	Feb 5, 2014	Image RegistrationObject	—Unverified
A Non-Local Means Approach for Gaussian Noise Removal from Images using a Modified Weighting Kernel	Dec 3, 2016	DenoisingImage Registration	—Unverified
A dynamic interactive learning framework for automated 3D medical image segmentation	Dec 11, 2023	Image RegistrationImage Segmentation	—Unverified
An investigation towards wavelet based optimization of automatic image registration techniques	Mar 27, 2013	Change DetectionImage Registration	—Unverified
An Investigation of Feature-based Nonrigid Image Registration using Gaussian Process	Jan 12, 2020	Image Registrationvalid	—Unverified
Adversarial Uni- and Multi-modal Stream Networks for Multimodal Image Registration	Jul 6, 2020	Computed Tomography (CT)Image Registration	—Unverified
A comparative study of paired versus unpaired deep learning methods for physically enhancing digital rock image resolution	Dec 16, 2021	Generative Adversarial NetworkImage Enhancement	—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