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 11–20 of 953 papers

Title	Date	Tasks	Status	Hype
Local Feature Matching Using Deep Learning: A Survey	Jan 31, 2024	3D ReconstructionDeep Learning	CodeCode Available	2
VMambaMorph: a Multi-Modality Deformable Image Registration Framework based on Visual State Space Model with Cross-Scan Module	Apr 7, 2024	Image Registration	CodeCode Available	2
FireANTs: Adaptive Riemannian Optimization for Multi-Scale Diffeomorphic Matching	Apr 1, 2024	CPUImage Registration	CodeCode Available	2
Attention-aware non-rigid image registration for accelerated MR imaging	Apr 26, 2024	DiagnosticImage Registration	CodeCode Available	1
SITReg: Multi-resolution architecture for symmetric, inverse consistent, and topology preserving image registration	Mar 17, 2023	Deep LearningDeformable Medical Image Registration	CodeCode Available	1
AutoFuse: Automatic Fusion Networks for Deformable Medical Image Registration	Sep 11, 2023	Deformable Medical Image RegistrationImage Registration	CodeCode Available	1
ArtFacePoints: High-resolution Facial Landmark Detection in Paintings and Prints	Oct 17, 2022	Facial Landmark DetectionImage Registration	CodeCode Available	1
A Robust and Interpretable Deep Learning Framework for Multi-modal Registration via Keypoints	Apr 19, 2023	Image Registration	CodeCode Available	1
Automated Learning for Deformable Medical Image Registration by Jointly Optimizing Network Architectures and Objective Functions	Mar 14, 2022	Deformable Medical Image RegistrationImage Registration	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

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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