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 311–320 of 953 papers

Title	Date	Tasks	Status	Score
GLAMpoints: Greedily Learned Accurate Match points	Aug 19, 2019	Image RegistrationKeypoint Detection	CodeCode Available	5
Eddeep: Fast eddy-current distortion correction for diffusion MRI with deep learning	May 17, 2024	Diffusion MRIdistortion correction	CodeCode Available	5
Efficient High-Resolution Template Matching with Vector Quantized Nearest Neighbour Fields	Jun 26, 2023	Image Registrationobject-detection	CodeCode Available	5
AirLab: Autograd Image Registration Laboratory	Jun 26, 2018	CPUGPU	CodeCode Available	5
Dual-Stream Pyramid Registration Network	Sep 26, 2019	DecoderImage Registration	CodeCode Available	5
EfficientMorph: Parameter-Efficient Transformer-Based Architecture for 3D Image Registration	Mar 16, 2024	Computational EfficiencyImage Registration	CodeCode Available	5
IVIM-Morph: Motion-compensated quantitative Intra-voxel Incoherent Motion (IVIM) analysis for functional fetal lung maturity assessment from diffusion-weighted MRI data	Jan 13, 2024	Image RegistrationMORPH	CodeCode Available	5
Joint Deformable Registration of Large EM Image Volumes: A Matrix Solver Approach	Apr 26, 2018	Image Registration	CodeCode Available	5
Do ideas have shape? Idea registration as the continuous limit of artificial neural networks	Aug 10, 2020	AnatomyGaussian Processes	CodeCode Available	5
Deep Homography Prediction for Endoscopic Camera Motion Imitation Learning	Jul 24, 2023	Image RegistrationImitation Learning	CodeCode Available	5

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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