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 861–870 of 953 papers

Title	Date	Tasks	Status
Dual-Flow Transformation Network for Deformable Image Registration with Region Consistency Constraint	Dec 4, 2021	Image Registration	—Unverified
Dueling Deep Q-Network for Unsupervised Inter-frame Eye Movement Correction in Optical Coherence Tomography Volumes	Jul 3, 2020	Deep Reinforcement LearningImage Registration	—Unverified
Echocardiography Segmentation Using Neural ODE-based Diffeomorphic Registration Field	Jun 16, 2023	Image RegistrationSegmentation	—Unverified
Edge Preserving Multi-Modal Registration Based On Gradient Intensity Self-Similarity	Dec 12, 2014	Image Registration	—Unverified
Effective Image Differencing with ConvNets for Real-time Transient Hunting	Oct 4, 2017	Image Registration	—Unverified
Efficient Globally-Optimal Correspondence-Less Visual Odometry for Planar Ground Vehicles	Mar 1, 2022	Image RegistrationMotion Estimation	—Unverified
Efficient Multi-Purpose Cross-Attention Based Image Alignment Block for Edge Devices	Jun 1, 2022	Image RegistrationImage Super-Resolution	—Unverified
Efficient Post-processing of Diffusion Tensor Cardiac Magnetic Imaging Using Texture-conserving Deformable Registration	Sep 12, 2023	DecoderImage Registration	—Unverified
Efficient Rotation-Scaling-Translation Parameters Estimation Based on Fractal Image Model	Jan 10, 2015	Image RegistrationTranslation	—Unverified
GAN Based Medical Image Registration	May 7, 2018	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