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Mid-level feature differences underlie early animacy and object size distinctions: Evidence from EEG decoding

View ORCID ProfileRuosi Wang, View ORCID ProfileDaniel Janini, View ORCID ProfileTalia Konkle
doi: https://doi.org/10.1101/2022.01.12.475180
Ruosi Wang
Department of Psychology, Harvard University
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  • For correspondence: wang.ruosi@outlook.com
Daniel Janini
Department of Psychology, Harvard University
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Talia Konkle
Department of Psychology, Harvard University
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Abstract

Responses to visually-presented objects along the cortical surface of the human brain have a large-scale organization reflecting the broad categorical divisions of animacy and object size. Mounting evidence indicates that this topographical organization is driven by differences between objects in mid-level perceptual features. With regard to the timing of neural responses, images of objects quickly evoke neural responses with decodable information about animacy and object size, but are mid-level features sufficient to evoke these rapid neural responses? Or is slower iterative neural processing required to untangle information about animacy and object size from mid-level features? To answer this question, we used electroencephalography (EEG) to measure human neural responses to images of objects and their texform counterparts – unrecognizable images which preserve some mid-level feature information about texture and coarse form. We found that texform images evoked neural responses with early decodable information about both animacy and real-world size, as early as responses evoked by original images. Further, successful cross-decoding indicates that both texform and original images evoke information about animacy and size through a common underlying neural basis. Broadly, these results indicate that the visual system contains a mid-level feature bank carrying linearly decodable information on animacy and size, which can be rapidly activated without requiring explicit recognition or protracted temporal processing.

Competing Interest Statement

The authors have declared no competing interest.

Footnotes

  • https://osf.io/mxrge/

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The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY-NC-ND 4.0 International license.
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Posted January 12, 2022.
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Mid-level feature differences underlie early animacy and object size distinctions: Evidence from EEG decoding
Ruosi Wang, Daniel Janini, Talia Konkle
bioRxiv 2022.01.12.475180; doi: https://doi.org/10.1101/2022.01.12.475180
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Mid-level feature differences underlie early animacy and object size distinctions: Evidence from EEG decoding
Ruosi Wang, Daniel Janini, Talia Konkle
bioRxiv 2022.01.12.475180; doi: https://doi.org/10.1101/2022.01.12.475180

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