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 301–325 of 953 papers

Title	Date	Tasks	Status	Score
General Vision Encoder Features as Guidance in Medical Image Registration	Jul 18, 2024	Image RegistrationMedical Image Registration	CodeCode Available	5
Generating Anthropomorphic Phantoms Using Fully Unsupervised Deformable Image Registration with Convolutional Neural Networks	Dec 6, 2019	AnatomyImage Registration	CodeCode Available	5
fastWDM3D: Fast and Accurate 3D Healthy Tissue Inpainting	Jul 17, 2025	3D InpaintingDenoising	CodeCode Available	5
Fast Edge-Aware Occlusion Detection in the Context of Multispectral Camera Arrays	Aug 26, 2024	Disparity EstimationImage Registration	CodeCode Available	5
Deformable medical image registration: setting the state of the art with discrete methods	Aug 15, 2011	BIRLDeformable Medical Image Registration	CodeCode Available	5
ABN: Anti-Blur Neural Networks for Multi-Stage Deformable Image Registration	Dec 6, 2022	Deformable Medical Image RegistrationImage Registration	CodeCode Available	5
Fast and Robust Symmetric Image Registration Based on Distances Combining Intensity and Spatial Information	Jul 30, 2018	Image RegistrationMedical Image Registration	CodeCode Available	5
Fast Graph-Cut Based Optimization for Practical Dense Deformable Registration of Volume Images	Oct 19, 2018	Combinatorial OptimizationImage Registration	CodeCode Available	5
FiRework: Field Refinement Framework for Efficient Enhancement of Deformable Registration	Oct 12, 2024	Image Registration	CodeCode Available	5
Innovative Quantitative Analysis for Disease Progression Assessment in Familial Cerebral Cavernous Malformations	Mar 23, 2024	Decision MakingImage Registration	CodeCode Available	5
Astroalign: A Python module for astronomical image registration	Sep 6, 2019	AstronomyImage Registration	CodeCode Available	5
FAIM -- A ConvNet Method for Unsupervised 3D Medical Image Registration	Nov 22, 2018	Image RegistrationMedical Image Registration	CodeCode Available	5
ERNet: Unsupervised Collective Extraction and Registration in Neuroimaging Data	Dec 6, 2022	Brain Image SegmentationImage Registration	CodeCode Available	5
Inverse-Consistent Deep Networks for Unsupervised Deformable Image Registration	Sep 10, 2018	Anatomical Landmark DetectionImage Registration	CodeCode Available	5
Exploring Intensity Invariance in Deep Neural Networks for Brain Image Registration	Sep 21, 2020	Deep LearningImage 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
EfficientMorph: Parameter-Efficient Transformer-Based Architecture for 3D Image Registration	Mar 16, 2024	Computational EfficiencyImage Registration	CodeCode Available	5
AirLab: Autograd Image Registration Laboratory	Jun 26, 2018	CPUGPU	CodeCode Available	5
Efficient High-Resolution Template Matching with Vector Quantized Nearest Neighbour Fields	Jun 26, 2023	Image Registrationobject-detection	CodeCode Available	5
Encoding Matching Criteria for Cross-domain Deformable Image Registration	Jun 18, 2024	Image RegistrationOne-Shot Learning	CodeCode Available	5
Dual-Stream Pyramid Registration Network	Sep 26, 2019	DecoderImage Registration	CodeCode Available	5
Deep Homography Prediction for Endoscopic Camera Motion Imitation Learning	Jul 24, 2023	Image RegistrationImitation Learning	CodeCode Available	5
Eddeep: Fast eddy-current distortion correction for diffusion MRI with deep learning	May 17, 2024	Diffusion MRIdistortion correction	CodeCode Available	5
Distinctive Image Features from Scale-Invariant Keypoints	Jan 5, 2004	Image RegistrationObject	CodeCode Available	5
D-Net: Siamese based Network with Mutual Attention for Volume Alignment	Jan 25, 2021	Affine Image RegistrationComputed Tomography (CT)	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