Nature Communications (Oct 2020)

Capturing human categorization of natural images by combining deep networks and cognitive models

  • Ruairidh M. Battleday,
  • Joshua C. Peterson,
  • Thomas L. Griffiths

DOI
https://doi.org/10.1038/s41467-020-18946-z
Journal volume & issue
Vol. 11, no. 1
pp. 1 – 14

Abstract

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Theories of human categorization have traditionally been evaluated in the context of simple, low-dimensional stimuli. In this work, the authors use a large dataset of human behavior over 10,000 natural images to re-evaluate these theories, revealing interesting differences from previous results.