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 621–630 of 953 papers

Title	Date	Tasks	Status	Hype
Exploring Intensity Invariance in Deep Neural Networks for Brain Image Registration	Sep 21, 2020	Deep LearningImage Registration	CodeCode Available	0
F3RNet: Full-Resolution Residual Registration Network for Deformable Image Registration	Sep 15, 2020	Image Registration	—Unverified	0
Multimodal Medical Image registration using Discrete Wavelet Transform and Gaussian Pyramids	Sep 13, 2020	Image RegistrationMedical Image Registration	—Unverified	0
Gaussian Process Gradient Maps for Loop-Closure Detection in Unstructured Planetary Environments	Sep 1, 2020	Image RegistrationLoop Closure Detection	—Unverified	0
Introduction to Medical Image Registration with DeepReg, Between Old and New	Aug 29, 2020	Deep LearningImage Registration	—Unverified	0
Longitudinal Image Registration with Temporal-order and Subject-specificity Discrimination	Aug 29, 2020	Image RegistrationMorphological Analysis	—Unverified	0
Deep Phase Correlation for End-to-End Heterogeneous Sensor Measurements Matching	Aug 21, 2020	Image RegistrationTemplate Matching	CodeCode Available	1
A Deep Network for Joint Registration and Reconstruction of Images with Pathologies	Aug 17, 2020	Image Registration	—Unverified	0
Cross-Modality Multi-Atlas Segmentation Using Deep Neural Networks	Aug 15, 2020	Few-Shot LearningImage Registration	—Unverified	0
CycleMorph: Cycle Consistent Unsupervised Deformable Image Registration	Aug 13, 2020	Image RegistrationMedical Image Analysis	—Unverified	0

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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