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

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Showing 181–190 of 953 papers

Title	Date	Tasks	Status	Hype
Multispectral Snapshot Image Registration Using Learned Cross Spectral Disparity Estimation and a Deep Guided Occlusion Reconstruction Network	Jun 17, 2024	CPUData Augmentation	CodeCode Available	0
A lightweight residual network for unsupervised deformable image registration	Jun 14, 2024	Image RegistrationMedical Diagnosis	—Unverified	0
Deep Implicit Optimization enables Robust Learnable Features for Deformable Image Registration	Jun 11, 2024	Image RegistrationInductive Bias	CodeCode Available	1
Improving Deep Learning-based Automatic Cranial Defect Reconstruction by Heavy Data Augmentation: From Image Registration to Latent Diffusion Models	Jun 10, 2024	Data AugmentationImage Registration	—Unverified	0
From Tissue Plane to Organ World: A Benchmark Dataset for Multimodal Biomedical Image Registration using Deep Co-Attention Networks	Jun 6, 2024	Image Registration	CodeCode Available	0
Gaussian Primitives for Deformable Image Registration	Jun 5, 2024	Computational EfficiencyImage Registration	—Unverified	0
Correlation-aware Coarse-to-fine MLPs for Deformable Medical Image Registration	May 31, 2024	Deformable Medical Image RegistrationImage Registration	CodeCode Available	2
Predicting ptychography probe positions using single-shot phase retrieval neural network	May 31, 2024	Image RegistrationPosition	CodeCode Available	0
Towards RGB-NIR Cross-modality Image Registration and Beyond	May 30, 2024	Image Registration	—Unverified	0
Learning Diffeomorphism for Image Registration with Time-Continuous Networks using Semigroup Regularization	May 29, 2024	Image RegistrationMedical Image Analysis	CodeCode Available	1

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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