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 111–120 of 953 papers

Title	Date	Tasks	Status	Hype	Score
Fourier-Net+: Leveraging Band-Limited Representation for Efficient 3D Medical Image Registration	Jul 6, 2023	DecoderImage Registration	CodeCode Available	1	5
DISA: DIfferentiable Similarity Approximation for Universal Multimodal Registration	Jul 19, 2023	AnatomyImage Registration	CodeCode Available	1	5
Non-iterative Coarse-to-fine Registration based on Single-pass Deep Cumulative Learning	Jun 25, 2022	Image RegistrationMedical Image Analysis	CodeCode Available	1	5
Non-iterative Coarse-to-fine Transformer Networks for Joint Affine and Deformable Image Registration	Jul 7, 2023	Image RegistrationMedical Image Analysis	CodeCode Available	1	5
Affine Medical Image Registration with Coarse-to-Fine Vision Transformer	Mar 29, 2022	Image RegistrationMedical Image Registration	CodeCode Available	1	5
Dual-Branch Squeeze-Fusion-Excitation Module for Cross-Modality Registration of Cardiac SPECT and CT	Jun 10, 2022	Computed Tomography (CT)Diagnostic	CodeCode Available	1	5
DRMIME: Differentiable Mutual Information and Matrix Exponential for Multi-Resolution Image Registration	Jan 27, 2020	Image RegistrationUnsupervised Image Registration	CodeCode Available	1	5
On-the-Fly SfM: What you capture is What you get	Sep 21, 2023	Image RegistrationImage Retrieval	CodeCode Available	1	5
Enhancing Deformable Local Features by Jointly Learning to Detect and Describe Keypoints	Apr 2, 2023	Image RegistrationRetrieval	CodeCode Available	1	5
ICAM-reg: Interpretable Classification and Regression with Feature Attribution for Mapping Neurological Phenotypes in Individual Scans	Mar 3, 2021	DisentanglementImage 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