Assessing microscope image focus quality with deep learning.

Yang, Samuel J; Berndl, Marc; Michael Ando, D; Barch, Mariya; Narayanaswamy, Arunachalam; Christiansen, Eric; Hoyer, Stephan; Roat, Chris; Hung, Jane; Rueden, Curtis T; Shankar, Asim; Finkbeiner, Steven; Nelson, Philip

Yang, Samuel J; Berndl, Marc; Michael Ando, D; Barch, Mariya; Narayanaswamy, Arunachalam; Christiansen, Eric; Hoyer, Stephan; Roat, Chris; Hung, Jane; Rueden, Curtis T; Shankar, Asim; Finkbeiner, Steven; Nelson, Philip.

Afiliação

Yang SJ; Google Inc, Mountain View, CA, USA. samuely@google.com.
Berndl M; Google Inc, Mountain View, CA, USA.
Michael Ando D; Google Inc, Mountain View, CA, USA.
Barch M; Taube/Koret Center for Neurodegenerative Disease Research and DaedalusBio, Gladstone, USA.
Narayanaswamy A; Google Inc, Mountain View, CA, USA.
Christiansen E; Google Inc, Mountain View, CA, USA.
Hoyer S; Google Inc, Mountain View, CA, USA.
Roat C; Google Inc, Mountain View, CA, USA.
Hung J; Imaging Platform, Broad Institute of Harvard and MIT, Cambridge, MA, USA.
Rueden CT; Department of Chemical Engineering, Massachusetts Institute of Technology (MIT), Cambridge, MA, USA.
Shankar A; Laboratory for Optical and Computational Instrumentation, University of Wisconsin at Madison, Madison, WI, USA.
Finkbeiner S; Google Inc, Mountain View, CA, USA.
Nelson P; Taube/Koret Center for Neurodegenerative Disease Research and DaedalusBio, Gladstone, USA.

BMC Bioinformatics ; 19(1): 77, 2018 03 15.

Article em En | MEDLINE | ID: mdl-29540156

Assuntos

Diagnóstico por Imagem/métodos; Processamento de Imagem Assistida por Computador/métodos; Aprendizado de Máquina; Microscopia/métodos; Osteossarcoma/diagnóstico; Software; Neoplasias Ósseas/diagnóstico; Humanos; Células Tumorais Cultivadas

Palavras-chave

CellProfiler; Deep learning; Defocus; Focus; Image analysis; Image quality; ImageJ; Machine learning; Open-source

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Texto completo: 1 Base de dados: MEDLINE Assunto principal: Processamento de Imagem Assistida por Computador / Software / Diagnóstico por Imagem / Osteossarcoma / Aprendizado de Máquina / Microscopia Idioma: En Ano de publicação: 2018 Tipo de documento: Article

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