Training machines to improve species identification using GBIF-mediated datasets

Kyle Copas1, Tim Robertson1, Serge Belongie2, Christine Kaeser-Chen3, Adam Hartwig4, Chenyang Zhang3, Kiat Chuan Tan3, Yulong Liu5, Denis Brulé6, Cédric Deltheil6, Scott Loarie7, Grant Van Horn8, Oisin Mac Aodha9, Sara Beery9, Pietro Perona9 and John Waller1, (1)GBIF Secretariat, Copenhagen, Denmark, (2)Cornell Tech, New York, NY, United States, (3)Google Research, New York, NY, United States, (4)Google Research, Los Angeles, CA, United States, (5)Google Research, New York, United States, (6)Google Research, Paris, France, (7)iNaturalist, San Francisco, United States, (8)iNaturalist, San Francisco, CA, United States, (9)California Institute of Technology, Pasadena, United States