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Distributed representations of behaviorally-relevant object dimensions in the human visual system

View ORCID ProfileO. Contier, View ORCID ProfileC.I. Baker, View ORCID ProfileM.N. Hebart
doi: https://doi.org/10.1101/2023.08.23.553812
O. Contier
1Vision and Computational Cognition Group, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
2Max Planck School of Cognition, Leipzig, Germany
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  • For correspondence: contier@cbs.mpg.de
C.I. Baker
3Laboratory of Brain and Cognition, National Institute of Mental Health, National Institutes of Health, Bethesda MD, USA
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M.N. Hebart
1Vision and Computational Cognition Group, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
4Department of Medicine, Justus Liebig University Giessen, Giessen, Germany
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Abstract

Object vision is commonly thought to involve a hierarchy of brain regions processing increasingly complex image features, with high-level visual cortex supporting object recognition and categorization. However, object vision supports diverse behavioral goals, suggesting basic limitations of this category-centric framework. To address these limitations, here we map a series of behaviorally-relevant dimensions derived from a large-scale analysis of human similarity judgments directly onto the brain. Our results reveal broadly distributed representations of behaviorally-relevant information, demonstrating selectivity to a wide variety of novel dimensions while capturing known selectivities for visual features and categories. Behaviorally-relevant dimensions were superior to categories at predicting brain responses, yielding mixed selectivity in much of visual cortex and sparse selectivity in category-selective clusters. This framework reconciles seemingly disparate findings regarding regional specialization, explaining category selectivity as a special case of sparse response profiles among representational dimensions, suggesting a behavior-centric view on visual processing in the human brain.

Competing Interest Statement

The authors have declared no competing interest.

Footnotes

  • Revised introduction and discussion to improve clarity of the study motivation and updated colors in some figures.

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. This article is a US Government work. It is not subject to copyright under 17 USC 105 and is also made available for use under a CC0 license.
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Posted November 20, 2023.
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Distributed representations of behaviorally-relevant object dimensions in the human visual system
O. Contier, C.I. Baker, M.N. Hebart
bioRxiv 2023.08.23.553812; doi: https://doi.org/10.1101/2023.08.23.553812
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Distributed representations of behaviorally-relevant object dimensions in the human visual system
O. Contier, C.I. Baker, M.N. Hebart
bioRxiv 2023.08.23.553812; doi: https://doi.org/10.1101/2023.08.23.553812

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