Classification of breast cancer histology images using Convolutional Neural Networks

Teresa Araújo; Guilherme Aresta; Eduardo Castro; José Rouco; Paulo Aguiar; Catarina Eloy; António Polónia; Aurélio Campilho

doi:10.1371/journal.pone.0177544

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Open Access

Peer-reviewed

Research Article

Classification of breast cancer histology images using Convolutional Neural Networks

Teresa Araújo ,

Contributed equally to this work with: Teresa Araújo, Guilherme Aresta, Eduardo Castro

* E-mail: tfaraujo@inesctec.pt

Affiliations Faculdade de Engenharia da Universidade do Porto (FEUP), R. Dr. Roberto Frias s/n, 4200-465 Porto, Portugal, Instituto de Engenharia de Sistemas e Computadores - Tecnologia e Ciência (INESC-TEC), R. Dr. Roberto Frias, 4200 Porto, Portugal

http://orcid.org/0000-0001-9687-528X

⨯
Guilherme Aresta ,

Contributed equally to this work with: Teresa Araújo, Guilherme Aresta, Eduardo Castro

Affiliations Faculdade de Engenharia da Universidade do Porto (FEUP), R. Dr. Roberto Frias s/n, 4200-465 Porto, Portugal, Instituto de Engenharia de Sistemas e Computadores - Tecnologia e Ciência (INESC-TEC), R. Dr. Roberto Frias, 4200 Porto, Portugal
⨯
Eduardo Castro ,

Contributed equally to this work with: Teresa Araújo, Guilherme Aresta, Eduardo Castro

Affiliation Faculdade de Engenharia da Universidade do Porto (FEUP), R. Dr. Roberto Frias s/n, 4200-465 Porto, Portugal
⨯
José Rouco,

Affiliation Instituto de Engenharia de Sistemas e Computadores - Tecnologia e Ciência (INESC-TEC), R. Dr. Roberto Frias, 4200 Porto, Portugal
⨯
Paulo Aguiar,

Affiliations Instituto de Investigação e Inovação em Saúde (i3S), Universidade do Porto, Rua Alfredo Allen, 208, 4200-135 Porto, Portugal, Instituto de Engenharia Biomédica (INEB), Universidade do Porto, Rua Alfredo Allen, 208, 4200-135 Porto, Portugal
⨯
Catarina Eloy,

Affiliations Laboratório de Anatomia Patológica, Ipatimup Diagnósticos, Rua Júlio Amaral de Carvalho, 45, 4200-135 Porto, Portugal, Faculdade de Medicina, Universidade do Porto, Alameda Prof Hernâni Monteiro, 4200-319 Porto, Portugal
⨯
António Polónia,

Affiliations Laboratório de Anatomia Patológica, Ipatimup Diagnósticos, Rua Júlio Amaral de Carvalho, 45, 4200-135 Porto, Portugal, Faculdade de Medicina, Universidade do Porto, Alameda Prof Hernâni Monteiro, 4200-319 Porto, Portugal
⨯
Aurélio Campilho

Affiliations Faculdade de Engenharia da Universidade do Porto (FEUP), R. Dr. Roberto Frias s/n, 4200-465 Porto, Portugal, Instituto de Engenharia de Sistemas e Computadores - Tecnologia e Ciência (INESC-TEC), R. Dr. Roberto Frias, 4200 Porto, Portugal
⨯

Classification of breast cancer histology images using Convolutional Neural Networks

Teresa Araújo,
Guilherme Aresta,
Eduardo Castro,
José Rouco,
Paulo Aguiar,
Catarina Eloy,
António Polónia,
Aurélio Campilho

Published: June 1, 2017
https://doi.org/10.1371/journal.pone.0177544

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30 Jan 2018
12:00 GMT
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Corrections on Table 6 Posted by TeresaAraujo on 30 Jan 2018 at 12:00 GMT

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Carcinoma
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Histology
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Breast cancer
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Biopsy
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Cancer detection and diagnosis
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Imaging techniques
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Hematoxylin staining
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Neural networks
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