Learning-Based Image Transport Through Disordered Optical Fibers With Transverse Anderson Localization

Fiber-optic imaging systems play a unique role in biomedical imaging and clinical practice due to their flexibilities of performing imaging deep into tissues and organs with minimized penetration damage. Their imaging performance is often limited by the waveguide mode properties of conventional opti...

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Autores principales:	Jian Zhao, Xiaowen Hu, Stefan Gausmann, Jose Enrique Antonio-Lopez, Rodrigo Amezcua Correa, Axel Schülzgen
Formato:	article
Lenguaje:	EN
Publicado:	Frontiers Media S.A. 2021
Materias:	transverse Anderson localization optical fiber imaging deep learning convolutional neural network Physics QC1-999
Acceso en línea:	https://doaj.org/article/fc47db35c3df4c2e918c15234b942a8a
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spelling	oai:doaj.org-article:fc47db35c3df4c2e918c15234b942a8a2021-11-04T08:44:46ZLearning-Based Image Transport Through Disordered Optical Fibers With Transverse Anderson Localization2296-424X10.3389/fphy.2021.710351https://doaj.org/article/fc47db35c3df4c2e918c15234b942a8a2021-11-01T00:00:00Zhttps://www.frontiersin.org/articles/10.3389/fphy.2021.710351/fullhttps://doaj.org/toc/2296-424XFiber-optic imaging systems play a unique role in biomedical imaging and clinical practice due to their flexibilities of performing imaging deep into tissues and organs with minimized penetration damage. Their imaging performance is often limited by the waveguide mode properties of conventional optical fibers and the image reconstruction method, which restrains the enhancement of imaging quality, transport robustness, system size, and illumination compatibility. The emerging disordered Anderson localizing optical fibers circumvent these difficulties by their intriguing properties of the transverse Anderson localization of light, such as single-mode-like behavior, wavelength independence, and high mode density. To go beyond the performance limit of conventional system, there is a growing interest in integrating the disordered Anderson localizing optical fiber with deep learning algorithms. Novel imaging platforms based on this concept have been explored recently to make the best of Anderson localization fibers. Here, we review recent developments of Anderson localizing optical fibers and focus on the latest progress in deep-learning-based imaging applications using these fibers.Jian ZhaoJian ZhaoXiaowen HuStefan GausmannJose Enrique Antonio-LopezRodrigo Amezcua CorreaAxel SchülzgenFrontiers Media S.A.articletransverse Anderson localizationoptical fiberimagingdeep learningconvolutional neural networkPhysicsQC1-999ENFrontiers in Physics, Vol 9 (2021)
institution	DOAJ
collection	DOAJ
language	EN
topic	transverse Anderson localization optical fiber imaging deep learning convolutional neural network Physics QC1-999
spellingShingle	transverse Anderson localization optical fiber imaging deep learning convolutional neural network Physics QC1-999 Jian Zhao Jian Zhao Xiaowen Hu Stefan Gausmann Jose Enrique Antonio-Lopez Rodrigo Amezcua Correa Axel Schülzgen Learning-Based Image Transport Through Disordered Optical Fibers With Transverse Anderson Localization
description	Fiber-optic imaging systems play a unique role in biomedical imaging and clinical practice due to their flexibilities of performing imaging deep into tissues and organs with minimized penetration damage. Their imaging performance is often limited by the waveguide mode properties of conventional optical fibers and the image reconstruction method, which restrains the enhancement of imaging quality, transport robustness, system size, and illumination compatibility. The emerging disordered Anderson localizing optical fibers circumvent these difficulties by their intriguing properties of the transverse Anderson localization of light, such as single-mode-like behavior, wavelength independence, and high mode density. To go beyond the performance limit of conventional system, there is a growing interest in integrating the disordered Anderson localizing optical fiber with deep learning algorithms. Novel imaging platforms based on this concept have been explored recently to make the best of Anderson localization fibers. Here, we review recent developments of Anderson localizing optical fibers and focus on the latest progress in deep-learning-based imaging applications using these fibers.
format	article
author	Jian Zhao Jian Zhao Xiaowen Hu Stefan Gausmann Jose Enrique Antonio-Lopez Rodrigo Amezcua Correa Axel Schülzgen
author_facet	Jian Zhao Jian Zhao Xiaowen Hu Stefan Gausmann Jose Enrique Antonio-Lopez Rodrigo Amezcua Correa Axel Schülzgen
author_sort	Jian Zhao
title	Learning-Based Image Transport Through Disordered Optical Fibers With Transverse Anderson Localization
title_short	Learning-Based Image Transport Through Disordered Optical Fibers With Transverse Anderson Localization
title_full	Learning-Based Image Transport Through Disordered Optical Fibers With Transverse Anderson Localization
title_fullStr	Learning-Based Image Transport Through Disordered Optical Fibers With Transverse Anderson Localization
title_full_unstemmed	Learning-Based Image Transport Through Disordered Optical Fibers With Transverse Anderson Localization
title_sort	learning-based image transport through disordered optical fibers with transverse anderson localization
publisher	Frontiers Media S.A.
publishDate	2021
url	https://doaj.org/article/fc47db35c3df4c2e918c15234b942a8a
work_keys_str_mv	AT jianzhao learningbasedimagetransportthroughdisorderedopticalfiberswithtransverseandersonlocalization AT jianzhao learningbasedimagetransportthroughdisorderedopticalfiberswithtransverseandersonlocalization AT xiaowenhu learningbasedimagetransportthroughdisorderedopticalfiberswithtransverseandersonlocalization AT stefangausmann learningbasedimagetransportthroughdisorderedopticalfiberswithtransverseandersonlocalization AT joseenriqueantoniolopez learningbasedimagetransportthroughdisorderedopticalfiberswithtransverseandersonlocalization AT rodrigoamezcuacorrea learningbasedimagetransportthroughdisorderedopticalfiberswithtransverseandersonlocalization AT axelschulzgen learningbasedimagetransportthroughdisorderedopticalfiberswithtransverseandersonlocalization
_version_	1718445059690463232

Learning-Based Image Transport Through Disordered Optical Fibers With Transverse Anderson Localization

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