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Open Access

Peer-reviewed

Research Article

Small hand-designed convolutional neural networks outperform transfer learning in automated cell shape detection in confluent tissues

Louis Combe,

Roles Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Visualization, Writing – original draft, Writing – review & editing

Affiliation Institut Lumière Matière, UMR5306, Université Lyon 1-CNRS, Université de Lyon, Villeurbanne, France
⨯
Mélina Durande,

Roles Data curation, Methodology, Writing – review & editing

Affiliations Institut Lumière Matière, UMR5306, Université Lyon 1-CNRS, Université de Lyon, Villeurbanne, France, Laboratoire Matière et Systèmes Complexes, UMR7057, Université Paris Cité-CNRS, Paris, France

https://orcid.org/0000-0002-6978-1824

⨯
Hélène Delanoë-Ayari,

Roles Conceptualization, Methodology, Supervision, Validation, Writing – review & editing

Affiliation Institut Lumière Matière, UMR5306, Université Lyon 1-CNRS, Université de Lyon, Villeurbanne, France
⨯
Olivier Cochet-Escartin

Roles Conceptualization, Formal analysis, Investigation, Methodology, Project administration, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing

* E-mail: olivier.cochet-escartin@univ-lyon1.fr

Affiliation Institut Lumière Matière, UMR5306, Université Lyon 1-CNRS, Université de Lyon, Villeurbanne, France

https://orcid.org/0000-0001-7924-702X

⨯

Small hand-designed convolutional neural networks outperform transfer learning in automated cell shape detection in confluent tissues

Louis Combe,
Mélina Durande,
Hélène Delanoë-Ayari,
Olivier Cochet-Escartin

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Published: February 16, 2023
https://doi.org/10.1371/journal.pone.0281931

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