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 931–940 of 953 papers

Title	Date	Tasks	Status
Registration of Multiresolution Remote Sensing Images Based on L2-Siamese Model	Nov 19, 2020	AttributeChange Detection	CodeCode Available
An Unsupervised Learning Model for Deformable Medical Image Registration	Feb 7, 2018	Deformable Medical Image RegistrationImage Registration	CodeCode Available
BIRL: Benchmark on Image Registration methods with Landmark validation	Dec 31, 2019	BIRLImage Registration	CodeCode Available
Benchmarking of image registration methods for differently stained histological slides	Oct 11, 2018	BenchmarkingBIRL	CodeCode Available
A Deep-Based Approach for Multi-Descriptor Feature Extraction: Applications on SAR Image Registration	Nov 5, 2024	Image Registration	CodeCode Available
Sulcal Pattern Matching with the Wasserstein Distance	Jul 1, 2023	Image Registration	CodeCode Available
Repeatability of Multiparametric Prostate MRI Radiomics Features	Jul 16, 2018	Image Registration	CodeCode Available
SuperWarp: Supervised Learning and Warping on U-Net for Invariant Subvoxel-Precise Registration	May 15, 2022	Image Registration	CodeCode Available
Multi-scale, Data-driven and Anatomically Constrained Deep Learning Image Registration for Adult and Fetal Echocardiography	Sep 2, 2023	Image RegistrationMotion Estimation	CodeCode Available
A Category-Fragment Segmentation Framework for Pelvic Fracture Segmentation in X-ray Images	Apr 16, 2025	Image RegistrationSegmentation	CodeCode Available

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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