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Neuronal tuning and population representations of shape and category in human visual cortex

Author

Listed:
  • Vasiliki Bougou

    (KU Leuven and the Leuven Brain Institute
    KU Leuven and the Leuven Brain Institute)

  • Michaël Vanhoyland

    (KU Leuven and the Leuven Brain Institute
    KU Leuven and the Leuven Brain Institute
    University Hospitals Leuven)

  • Alexander Bertrand

    (KU Leuven)

  • Wim Paesschen

    (University Hospitals Leuven
    KU Leuven)

  • Hans Op De Beeck

    (KU Leuven)

  • Peter Janssen

    (KU Leuven and the Leuven Brain Institute)

  • Tom Theys

    (KU Leuven and the Leuven Brain Institute
    University Hospitals Leuven)

Abstract

Object recognition and categorization are essential cognitive processes which engage considerable neural resources in the human ventral visual stream. However, the tuning properties of human ventral stream neurons for object shape and category are virtually unknown. We performed large-scale recordings of spiking activity in human Lateral Occipital Complex in response to stimuli in which the shape dimension was dissociated from the category dimension. Consistent with studies in nonhuman primates, the neuronal representations were primarily shape-based, although we also observed category-like encoding for images of animals. Surprisingly, linear decoders could reliably classify stimulus category even in data sets that were entirely shape-based. In addition, many recording sites showed an interaction between shape and category tuning. These results represent a detailed study on shape and category coding at the neuronal level in the human ventral visual stream, furnishing essential evidence that reconciles human imaging and macaque single-cell studies.

Suggested Citation

  • Vasiliki Bougou & Michaël Vanhoyland & Alexander Bertrand & Wim Paesschen & Hans Op De Beeck & Peter Janssen & Tom Theys, 2024. "Neuronal tuning and population representations of shape and category in human visual cortex," Nature Communications, Nature, vol. 15(1), pages 1-15, December.
    • Handle: RePEc:nat:natcom:v:15:y:2024:i:1:d:10.1038_s41467-024-49078-3
    DOI: 10.1038/s41467-024-49078-3
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    References listed on IDEAS

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    1. Pinglei Bao & Doris Y. Tsao, 2018. "Representation of multiple objects in macaque category-selective areas," Nature Communications, Nature, vol. 9(1), pages 1-16, December.
    2. Gregor Rainer & Wael F. Asaad & Earl K. Miller, 1998. "Selective representation of relevant information by neurons in the primate prefrontal cortex," Nature, Nature, vol. 393(6685), pages 577-579, June.
    3. Elliot H. Smith & Jyun-you Liou & Tyler S. Davis & Edward M. Merricks & Spencer S. Kellis & Shennan A. Weiss & Bradley Greger & Paul A. House & Guy M. McKhann II & Robert R. Goodman & Ronald G. Emerso, 2016. "The ictal wavefront is the spatiotemporal source of discharges during spontaneous human seizures," Nature Communications, Nature, vol. 7(1), pages 1-12, September.
    4. Pinglei Bao & Liang She & Mason McGill & Doris Y. Tsao, 2020. "A map of object space in primate inferotemporal cortex," Nature, Nature, vol. 583(7814), pages 103-108, July.
    5. Russell Epstein & Nancy Kanwisher, 1998. "A cortical representation of the local visual environment," Nature, Nature, vol. 392(6676), pages 598-601, April.
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