Detection of non-invasive sexing of early chick embryos in intact eggs using laser speckle contrast imaging and deep neural networks

• Simon Mahler ,

  Contributed equally to this work with: Simon Mahler, Anika Arora, Carol Readhead, Siyuan Yin

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

  * E-mail: smahler@stevens.edu, sim.mahler@gmail.com

  Affiliations Department of Electrical Engineering, California Institute of Technology, Pasadena, California, United States of America, Department of Biomedical Engineering, Stevens Institute of Technology, Hoboken, New Jersey, United States of America

  https://orcid.org/0000-0002-9761-445X

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• Anika Arora ,

  Contributed equally to this work with: Simon Mahler, Anika Arora, Carol Readhead, Siyuan Yin

  Roles Formal analysis, Methodology, Software, Validation, Visualization, Writing – original draft, Writing – review & editing

  Affiliation California Institute of Technology, Pasadena, California, United States of America

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• Carol Readhead ,

  Contributed equally to this work with: Simon Mahler, Anika Arora, Carol Readhead, Siyuan Yin

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

  Affiliation Department of Biology and Biological Engineering, California Institute of Technology, Pasadena, California, United States of America

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• Siyuan Yin ,

  Contributed equally to this work with: Simon Mahler, Anika Arora, Carol Readhead, Siyuan Yin

  Roles Data curation, Formal analysis, Methodology, Validation, Visualization, Writing – original draft, Writing – review & editing

  Affiliation Department of Electrical Engineering, California Institute of Technology, Pasadena, California, United States of America

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• Surya Narayanan Hari,

  Roles Data curation, Investigation, Visualization, Writing – original draft, Writing – review & editing

  Affiliation California Institute of Technology, Pasadena, California, United States of America

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• Ellie Wang,

  Roles Data curation, Methodology, Writing – original draft, Writing – review & editing

  Affiliation California Institute of Technology, Pasadena, California, United States of America

  https://orcid.org/0009-0000-1920-9582

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• Cecilia I. Moxley,

  Roles Data curation, Methodology, Writing – original draft, Writing – review & editing

  Affiliation California Institute of Technology, Pasadena, California, United States of America

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• Abdullahi A. Adeboye,

  Roles Data curation, Methodology, Writing – original draft, Writing – review & editing

  Affiliation California Institute of Technology, Pasadena, California, United States of America

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• Zhenyu Dong,

  Roles Data curation, Investigation, Methodology, Writing – original draft, Writing – review & editing

  Affiliation Department of Electrical Engineering, California Institute of Technology, Pasadena, California, United States of America

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• Haowen Zhou,

  Roles Methodology, Writing – original draft, Writing – review & editing

  Affiliation Department of Electrical Engineering, California Institute of Technology, Pasadena, California, United States of America

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• Xi Chen,

  Roles Methodology, Writing – original draft, Writing – review & editing

  Affiliation Department of Biology and Biological Engineering, California Institute of Technology, Pasadena, California, United States of America

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• Marianne Bronner,

  Roles Conceptualization, Funding acquisition, Methodology, Project administration, Writing – original draft, Writing – review & editing

  Affiliations California Institute of Technology, Pasadena, California, United States of America, Department of Biology and Biological Engineering, California Institute of Technology, Pasadena, California, United States of America

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• Changhuei Yang

  Roles Conceptualization, Funding acquisition, Investigation, Methodology, Project administration, Supervision, Writing – original draft, Writing – review & editing

  Affiliations Department of Electrical Engineering, California Institute of Technology, Pasadena, California, United States of America, California Institute of Technology, Pasadena, California, United States of America, Department of Biology and Biological Engineering, California Institute of Technology, Pasadena, California, United States of America, Department of Medical Engineering, California Institute of Technology, Pasadena, California, United States of America

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