Deep learning with self-supervision and uncertainty regularization to count fish in underwater images

• Penny Tarling ,

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

  * E-mail: ptarlita7@alumnes.ub.edu (PT); mauricio.cantor@oregonstate.edu (MC); aclapes@cvc.uab.es (AC); sergio@maia.ub.es (SE)

  Affiliation Facultat de Matemàtiques i Informàtica, Universitat de Barcelona, Barcelona, Spain

  https://orcid.org/0000-0001-8488-551X

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• Mauricio Cantor ,

  Contributed equally to this work with: Mauricio Cantor, Albert Clapés, Sergio Escalera

  Roles Conceptualization, Data curation, Funding acquisition, Methodology, Resources, Supervision, Visualization, Writing – original draft, Writing – review & editing

  * E-mail: ptarlita7@alumnes.ub.edu (PT); mauricio.cantor@oregonstate.edu (MC); aclapes@cvc.uab.es (AC); sergio@maia.ub.es (SE)

  ¶‡ MC, AC and SE co-senior authors on this work.

  Affiliations Departamento de Ecologia e Zoologia, Universidade Federal de Santa Catarina, Florianópolis, SC, Brazil, Department for the Ecology of Animal Societies, Max Planck Institute of Animal Behavior, Radolfzell, Baden-Württemberg, Germany, Department of Fisheries, Wildlife and Conservation Sciences, Marine Mammal Institute, Oregon State University, Newport, OR, United States of America, School of Animal, Plant and Environmental Sciences, Witwatersrand University, Johannesburg, Gauteng, South Africa, Centro de Estudos do Mar, Universidade Federal do Paraná, Pontal do Paraná, PR, Brazil, Department of Evolutionary Biology and Environmental Science, University of Zurich, Zurich, Switzerland

  https://orcid.org/0000-0002-0019-5106

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• Albert Clapés ,

  Contributed equally to this work with: Mauricio Cantor, Albert Clapés, Sergio Escalera

  Roles Formal analysis, Methodology, Resources, Software, Supervision, Validation, Visualization, Writing – review & editing

  * E-mail: ptarlita7@alumnes.ub.edu (PT); mauricio.cantor@oregonstate.edu (MC); aclapes@cvc.uab.es (AC); sergio@maia.ub.es (SE)

  ¶‡ MC, AC and SE co-senior authors on this work.

  Affiliations Facultat de Matemàtiques i Informàtica, Universitat de Barcelona, Barcelona, Spain, Computer Vision Center, Universitat Autònoma de Barcelona, Barcelona, Spain

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• Sergio Escalera

  Contributed equally to this work with: Mauricio Cantor, Albert Clapés, Sergio Escalera

  Roles Conceptualization, Formal analysis, Funding acquisition, Methodology, Project administration, Resources, Supervision, Validation, Writing – review & editing

  * E-mail: ptarlita7@alumnes.ub.edu (PT); mauricio.cantor@oregonstate.edu (MC); aclapes@cvc.uab.es (AC); sergio@maia.ub.es (SE)

  ¶‡ MC, AC and SE co-senior authors on this work.

  Affiliations Facultat de Matemàtiques i Informàtica, Universitat de Barcelona, Barcelona, Spain, Computer Vision Center, Universitat Autònoma de Barcelona, Barcelona, Spain

  https://orcid.org/0000-0003-0617-8873

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