Information-rich localization microscopy through machine learning

Single-molecule methods often rely on point spread functions that are tailored to interpret specific information. Here the authors use a neural network to extract complex PSF information from experimental images, and demonstrate this by classifying color and axial positions of emitters.

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Detalles Bibliográficos
Autores principales:	Taehwan Kim, Seonah Moon, Ke Xu
Formato:	article
Lenguaje:	EN
Publicado:	Nature Portfolio 2019
Materias:	Science Q
Acceso en línea:	https://doaj.org/article/d16a8683e3b8455ab94be76774f148ad
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spelling	oai:doaj.org-article:d16a8683e3b8455ab94be76774f148ad2021-12-02T16:58:01ZInformation-rich localization microscopy through machine learning10.1038/s41467-019-10036-z2041-1723https://doaj.org/article/d16a8683e3b8455ab94be76774f148ad2019-04-01T00:00:00Zhttps://doi.org/10.1038/s41467-019-10036-zhttps://doaj.org/toc/2041-1723Single-molecule methods often rely on point spread functions that are tailored to interpret specific information. Here the authors use a neural network to extract complex PSF information from experimental images, and demonstrate this by classifying color and axial positions of emitters.Taehwan KimSeonah MoonKe XuNature PortfolioarticleScienceQENNature Communications, Vol 10, Iss 1, Pp 1-8 (2019)
institution	DOAJ
collection	DOAJ
language	EN
topic	Science Q
spellingShingle	Science Q Taehwan Kim Seonah Moon Ke Xu Information-rich localization microscopy through machine learning
description	Single-molecule methods often rely on point spread functions that are tailored to interpret specific information. Here the authors use a neural network to extract complex PSF information from experimental images, and demonstrate this by classifying color and axial positions of emitters.
format	article
author	Taehwan Kim Seonah Moon Ke Xu
author_facet	Taehwan Kim Seonah Moon Ke Xu
author_sort	Taehwan Kim
title	Information-rich localization microscopy through machine learning
title_short	Information-rich localization microscopy through machine learning
title_full	Information-rich localization microscopy through machine learning
title_fullStr	Information-rich localization microscopy through machine learning
title_full_unstemmed	Information-rich localization microscopy through machine learning
title_sort	information-rich localization microscopy through machine learning
publisher	Nature Portfolio
publishDate	2019
url	https://doaj.org/article/d16a8683e3b8455ab94be76774f148ad
work_keys_str_mv	AT taehwankim informationrichlocalizationmicroscopythroughmachinelearning AT seonahmoon informationrichlocalizationmicroscopythroughmachinelearning AT kexu informationrichlocalizationmicroscopythroughmachinelearning
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Information-rich localization microscopy through machine learning

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