Deep learning for identifying bee species from images of wings and pinned specimens

• Brian J. Spiesman ,

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

  * E-mail: bspiesman@ksu.edu

  Affiliation Department of Entomology, Kansas State University, Manhattan, Kansas, United States of America

  https://orcid.org/0009-0004-2001-2276

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• Claudio Gratton,

  Roles Conceptualization, Data curation, Resources, Writing – review & editing

  Affiliation Department of Entomology, University of Wisconsin–Madison, Madison, Wisconsin, United States of America

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• Elena Gratton,

  Roles Data curation, Formal analysis, Writing – review & editing

  Affiliation Department of Entomology, University of Illinois Urbana-Champaign, Champaign, Illinois, United States of America

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• Heather Hines

  Roles Data curation, Formal analysis, Writing – review & editing

  Affiliation Department of Entomology, Penn State University, State College, Pennsylvania, United States of America

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