Integrating camera imagery, crowdsourcing, and deep learning to improve high-frequency automated monitoring of snow at continental-to-global scales

• Margaret Kosmala ,

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

  * E-mail: mkosmala@gmail.com

  Affiliation Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, Massachusetts, United States of America

  http://orcid.org/0000-0002-1446-4856

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• Koen Hufkens,

  Roles Conceptualization, Data curation, Writing – review & editing

  Affiliations Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, Massachusetts, United States of America, Unité mixte de recherche Interactions Sol Plante Atmosphère, Institut national de la recherche agronomique, Villenave d'Ornon, France

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• Andrew D. Richardson

  Roles Conceptualization, Funding acquisition, Writing – review & editing

  Affiliations Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, Massachusetts, United States of America, School of Informatics, Computing and Cyber Systems, Northern Arizona University, Flagstaff, Arizona, United States of America, Center for Ecosystem Science and Society, Northern Arizona University, Flagstaff, Arizona, United States of America

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