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 101–110 of 953 papers

Title	Date	Tasks	Status	Hype	Score
A Robust and Interpretable Deep Learning Framework for Multi-modal Registration via Keypoints	Apr 19, 2023	Image Registration	CodeCode Available	1	5
Deep Implicit Optimization enables Robust Learnable Features for Deformable Image Registration	Jun 11, 2024	Image RegistrationInductive Bias	CodeCode Available	1	5
Decoder-Only Image Registration	Feb 5, 2024	DecoderImage Registration	CodeCode Available	1	5
Deep Learning in Medical Image Registration: Magic or Mirage?	Aug 11, 2024	Deep LearningImage Registration	CodeCode Available	1	5
Embedded Feature Similarity Optimization with Specific Parameter Initialization for 2D/3D Medical Image Registration	May 10, 2023	Image RegistrationMedical Image Registration	CodeCode Available	1	5
Deep Phase Correlation for End-to-End Heterogeneous Sensor Measurements Matching	Aug 21, 2020	Image RegistrationTemplate Matching	CodeCode Available	1	5
Fast 3D registration with accurate optimisation and little learning for Learn2Reg 2021	Dec 6, 2021	Deformable Medical Image RegistrationImage Registration	CodeCode Available	1	5
DeepSim: Semantic similarity metrics for learned image registration	Nov 11, 2020	Image RegistrationSemantic Similarity	CodeCode Available	1	5
Deformable Groupwise Image Registration using Low-Rank and Sparse Decomposition	Jan 10, 2020	Image Registration	CodeCode Available	1	5
GradICON: Approximate Diffeomorphisms via Gradient Inverse Consistency	Jan 1, 2023	Image RegistrationMedical Image Registration	CodeCode Available	1	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