A bird’s-eye view of deep learning in bioimage analysis

Deep learning of artificial neural networks has become the de facto standard approach to solving data analysis problems in virtually all fields of science and engineering. Also in biology and medicine, deep learning technologies are fundamentally transforming how we acquire, process, analyze, and in...

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Detalles Bibliográficos
Autor principal: Meijering, Erik
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Research Network of Computational and Structural Biotechnology 2020
Materias:
Review Article
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7494605/
https://www.ncbi.nlm.nih.gov/pubmed/32994890
http://dx.doi.org/10.1016/j.csbj.2020.08.003
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author Meijering, Erik
author_facet Meijering, Erik
author_sort Meijering, Erik
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description Deep learning of artificial neural networks has become the de facto standard approach to solving data analysis problems in virtually all fields of science and engineering. Also in biology and medicine, deep learning technologies are fundamentally transforming how we acquire, process, analyze, and interpret data, with potentially far-reaching consequences for healthcare. In this mini-review, we take a bird’s-eye view at the past, present, and future developments of deep learning, starting from science at large, to biomedical imaging, and bioimage analysis in particular.
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spelling pubmed-74946052020-09-28 A bird’s-eye view of deep learning in bioimage analysis Meijering, Erik Comput Struct Biotechnol J Review Article Deep learning of artificial neural networks has become the de facto standard approach to solving data analysis problems in virtually all fields of science and engineering. Also in biology and medicine, deep learning technologies are fundamentally transforming how we acquire, process, analyze, and interpret data, with potentially far-reaching consequences for healthcare. In this mini-review, we take a bird’s-eye view at the past, present, and future developments of deep learning, starting from science at large, to biomedical imaging, and bioimage analysis in particular. Research Network of Computational and Structural Biotechnology 2020-08-07 /pmc/articles/PMC7494605/ /pubmed/32994890 http://dx.doi.org/10.1016/j.csbj.2020.08.003 Text en © 2020 The Author(s) http://creativecommons.org/licenses/by/4.0/ This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Review Article
Meijering, Erik
A bird’s-eye view of deep learning in bioimage analysis
title A bird’s-eye view of deep learning in bioimage analysis
title_full A bird’s-eye view of deep learning in bioimage analysis
title_fullStr A bird’s-eye view of deep learning in bioimage analysis
title_full_unstemmed A bird’s-eye view of deep learning in bioimage analysis
title_short A bird’s-eye view of deep learning in bioimage analysis
title_sort bird’s-eye view of deep learning in bioimage analysis
topic Review Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7494605/
https://www.ncbi.nlm.nih.gov/pubmed/32994890
http://dx.doi.org/10.1016/j.csbj.2020.08.003
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