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 101–125 of 953 papers

Title	Date	Tasks	Status	Hype
Voxelmorph++ Going beyond the cranial vault with keypoint supervision and multi-channel instance optimisation	Feb 28, 2022	Image Registration	CodeCode Available	1
Cross-Modality Multi-Atlas Segmentation via Deep Registration and Label Fusion	Feb 4, 2022	Computational EfficiencyImage Registration	CodeCode Available	1
Towards Positive Jacobian: Learn to Postprocess Diffeomorphic Image Registration with Matrix Exponential	Feb 1, 2022	Deep LearningImage Registration	CodeCode Available	1
A Variational Bayesian Method for Similarity Learning in Non-Rigid Image Registration	Jan 1, 2022	Image Registration	CodeCode Available	1
Stochastic Planner-Actor-Critic for Unsupervised Deformable Image Registration	Dec 14, 2021	Deformable Medical Image RegistrationImage Registration	CodeCode Available	1
Fast 3D registration with accurate optimisation and little learning for Learn2Reg 2021	Dec 6, 2021	Deformable Medical Image RegistrationImage Registration	CodeCode Available	1
PlantStereo: A Stereo Matching Benchmark for Plant Surface Dense Reconstruction	Nov 30, 2021	Camera CalibrationImage Registration	CodeCode Available	1
TransMorph: Transformer for unsupervised medical image registration	Nov 19, 2021	Image RegistrationMedical Image Analysis	CodeCode Available	1
SAME: Deformable Image Registration based on Self-supervised Anatomical Embeddings	Sep 23, 2021	Image RegistrationMedical Image Registration	CodeCode Available	1
LLVIP: A Visible-infrared Paired Dataset for Low-light Vision	Aug 24, 2021	Image GenerationImage Registration	CodeCode Available	1
Cross-modal Attention for MRI and Ultrasound Volume Registration	Jul 9, 2021	Image Registration	CodeCode Available	1
Conditional Deformable Image Registration with Convolutional Neural Network	Jun 23, 2021	Image RegistrationSelf-Supervised Learning	CodeCode Available	1
Metamorphic image registration using a semi-Lagrangian scheme	Jun 16, 2021	GPUImage Registration	CodeCode Available	1
Recursive Refinement Network for Deformable Lung Registration between Exhale and Inhale CT Scans	Jun 14, 2021	Image RegistrationMedical Image Registration	CodeCode Available	1
Generative Adversarial Registration for Improved Conditional Deformable Templates	May 7, 2021	Image RegistrationMedical Image Registration	CodeCode Available	1
Multi-scale PIIFD for Registration of Multi-source Remote Sensing Images	Apr 26, 2021	Image Registration	CodeCode Available	1
Semantic similarity metrics for learned image registration	Apr 20, 2021	Image RegistrationSemantic Similarity	CodeCode Available	1
Anatomy-guided Multimodal Registration by Learning Segmentation without Ground Truth: Application to Intraprocedural CBCT/MR Liver Segmentation and Registration	Apr 14, 2021	AnatomyDiagnostic	CodeCode Available	1
ViT-V-Net: Vision Transformer for Unsupervised Volumetric Medical Image Registration	Apr 13, 2021	image-classificationImage Classification	CodeCode Available	1
Is Image-to-Image Translation the Panacea for Multimodal Image Registration? A Comparative Study	Mar 30, 2021	Generative Adversarial NetworkImage Registration	CodeCode Available	1
Enhancing Medical Image Registration via Appearance Adjustment Networks	Mar 9, 2021	AnatomyComputational Efficiency	CodeCode Available	1
DeepTag: An Unsupervised Deep Learning Method for Motion Tracking on Cardiac Tagging Magnetic Resonance Images	Mar 4, 2021	Image RegistrationLandmark Tracking	CodeCode Available	1
ICAM-reg: Interpretable Classification and Regression with Feature Attribution for Mapping Neurological Phenotypes in Individual Scans	Mar 3, 2021	DisentanglementImage Registration	CodeCode Available	1
Deep learning based geometric registration for medical images: How accurate can we get without visual features?	Mar 1, 2021	DecoderDescriptive	CodeCode Available	1
Input Similarity from the Neural Network Perspective	Feb 10, 2021	DenoisingImage Registration	CodeCode Available	1

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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