Learning cellular morphology with neural networks

Volume electron microscopy data of brain tissue can tell us much about neural circuits, but increasingly large data sets demand automation of analysis. Here, the authors introduce cellular morphology neural networks and successfully automate a range of morphological analysis tasks.

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Autores principales:	Philipp J. Schubert, Sven Dorkenwald, Michał Januszewski, Viren Jain, Joergen Kornfeld
Formato:	article
Lenguaje:	EN
Publicado:	Nature Portfolio 2019
Materias:	Science Q
Acceso en línea:	https://doaj.org/article/38c48d21d4914eeab082cca5e0f1ad3b
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spelling	oai:doaj.org-article:38c48d21d4914eeab082cca5e0f1ad3b2021-12-02T17:01:46ZLearning cellular morphology with neural networks10.1038/s41467-019-10836-32041-1723https://doaj.org/article/38c48d21d4914eeab082cca5e0f1ad3b2019-06-01T00:00:00Zhttps://doi.org/10.1038/s41467-019-10836-3https://doaj.org/toc/2041-1723Volume electron microscopy data of brain tissue can tell us much about neural circuits, but increasingly large data sets demand automation of analysis. Here, the authors introduce cellular morphology neural networks and successfully automate a range of morphological analysis tasks.Philipp J. SchubertSven DorkenwaldMichał JanuszewskiViren JainJoergen KornfeldNature PortfolioarticleScienceQENNature Communications, Vol 10, Iss 1, Pp 1-12 (2019)
institution	DOAJ
collection	DOAJ
language	EN
topic	Science Q
spellingShingle	Science Q Philipp J. Schubert Sven Dorkenwald Michał Januszewski Viren Jain Joergen Kornfeld Learning cellular morphology with neural networks
description	Volume electron microscopy data of brain tissue can tell us much about neural circuits, but increasingly large data sets demand automation of analysis. Here, the authors introduce cellular morphology neural networks and successfully automate a range of morphological analysis tasks.
format	article
author	Philipp J. Schubert Sven Dorkenwald Michał Januszewski Viren Jain Joergen Kornfeld
author_facet	Philipp J. Schubert Sven Dorkenwald Michał Januszewski Viren Jain Joergen Kornfeld
author_sort	Philipp J. Schubert
title	Learning cellular morphology with neural networks
title_short	Learning cellular morphology with neural networks
title_full	Learning cellular morphology with neural networks
title_fullStr	Learning cellular morphology with neural networks
title_full_unstemmed	Learning cellular morphology with neural networks
title_sort	learning cellular morphology with neural networks
publisher	Nature Portfolio
publishDate	2019
url	https://doaj.org/article/38c48d21d4914eeab082cca5e0f1ad3b
work_keys_str_mv	AT philippjschubert learningcellularmorphologywithneuralnetworks AT svendorkenwald learningcellularmorphologywithneuralnetworks AT michałjanuszewski learningcellularmorphologywithneuralnetworks AT virenjain learningcellularmorphologywithneuralnetworks AT joergenkornfeld learningcellularmorphologywithneuralnetworks
_version_	1718382020525031424

Learning cellular morphology with neural networks

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