Andrew's other public data are available on figshare
Snake Identification Data
Accuracy of snake identification by humans, by global region
Family Colubridae shown at left
Click the graphic to explore different snake families
Collected in collaboration with Citizen Science Center Zürich
and University of Geneva Institute of Global Health
Shiny app by Andy Kleinhesselink
Click here to read the full study
Accuracy of snake identification by computer vision
Click the graphic at right for an interactive version Created in collaboration with AICrowd and University of Geneva Institute of Global Health Computer vision algorithm by Gokula Krishnan Moorthy Snake images from iNaturalist, HerpMapper, and Flickr |