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 651–660 of 953 papers

Title	Date	Tasks	Status	Hype
JSSR: A Joint Synthesis, Segmentation, and Registration System for 3D Multi-Modal Image Alignment of Large-scale Pathological CT Scans	May 25, 2020	Image RegistrationMulti-Task Learning	—Unverified	0
Medical Image Generation using Generative Adversarial Networks	May 19, 2020	Image AugmentationImage Generation	—Unverified	0
An Auto-Context Deformable Registration Network for Infant Brain MRI	May 19, 2020	Image Registration	CodeCode Available	1
3D deformable registration of longitudinal abdominopelvic CT images using unsupervised deep learning	May 15, 2020	Image Registration	—Unverified	0
Groupwise Multimodal Image Registration using Joint Total Variation	May 6, 2020	Image Registration	CodeCode Available	0
Learning Deformable Image Registration from Optimization: Perspective, Modules, Bilevel Training and Beyond	Apr 30, 2020	Image RegistrationImage Segmentation	CodeCode Available	1
Convolutional Neural Networks vs. Deformable Image Registration For Medical Slice Interpolation	Apr 28, 2020	Image RegistrationObject	—Unverified	0
A fast and memory-efficient algorithm for smooth interpolation of polyrigid transformations: application to human joint tracking	Apr 28, 2020	Image Registration	CodeCode Available	0
SynthMorph: learning contrast-invariant registration without acquired images	Apr 21, 2020	AnatomyImage Registration	—Unverified	0
Unsupervised Deformable Medical Image Registration via Pyramidal Residual Deformation Fields Estimation	Apr 16, 2020	Deformable Medical Image RegistrationImage Registration	—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