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Primary visual cortex straightens natural video trajectories

Many sensory-driven behaviors rely on predictions about future states of the environment. Visual input typically evolves along complex temporal trajectories that are difficult to extrapolate. We test the hypothesis that spatial processing mechanisms in the early visual system facilitate prediction b...

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Autores principales: Hénaff, Olivier J., Bai, Yoon, Charlton, Julie A., Nauhaus, Ian, Simoncelli, Eero P., Goris, Robbe L. T.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8514453/
https://www.ncbi.nlm.nih.gov/pubmed/34645787
http://dx.doi.org/10.1038/s41467-021-25939-z
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author Hénaff, Olivier J.
Bai, Yoon
Charlton, Julie A.
Nauhaus, Ian
Simoncelli, Eero P.
Goris, Robbe L. T.
author_facet Hénaff, Olivier J.
Bai, Yoon
Charlton, Julie A.
Nauhaus, Ian
Simoncelli, Eero P.
Goris, Robbe L. T.
author_sort Hénaff, Olivier J.
collection PubMed
description Many sensory-driven behaviors rely on predictions about future states of the environment. Visual input typically evolves along complex temporal trajectories that are difficult to extrapolate. We test the hypothesis that spatial processing mechanisms in the early visual system facilitate prediction by constructing neural representations that follow straighter temporal trajectories. We recorded V1 population activity in anesthetized macaques while presenting static frames taken from brief video clips, and developed a procedure to measure the curvature of the associated neural population trajectory. We found that V1 populations straighten naturally occurring image sequences, but entangle artificial sequences that contain unnatural temporal transformations. We show that these effects arise in part from computational mechanisms that underlie the stimulus selectivity of V1 cells. Together, our findings reveal that the early visual system uses a set of specialized computations to build representations that can support prediction in the natural environment.
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spelling pubmed-85144532021-10-29 Primary visual cortex straightens natural video trajectories Hénaff, Olivier J. Bai, Yoon Charlton, Julie A. Nauhaus, Ian Simoncelli, Eero P. Goris, Robbe L. T. Nat Commun Article Many sensory-driven behaviors rely on predictions about future states of the environment. Visual input typically evolves along complex temporal trajectories that are difficult to extrapolate. We test the hypothesis that spatial processing mechanisms in the early visual system facilitate prediction by constructing neural representations that follow straighter temporal trajectories. We recorded V1 population activity in anesthetized macaques while presenting static frames taken from brief video clips, and developed a procedure to measure the curvature of the associated neural population trajectory. We found that V1 populations straighten naturally occurring image sequences, but entangle artificial sequences that contain unnatural temporal transformations. We show that these effects arise in part from computational mechanisms that underlie the stimulus selectivity of V1 cells. Together, our findings reveal that the early visual system uses a set of specialized computations to build representations that can support prediction in the natural environment. Nature Publishing Group UK 2021-10-13 /pmc/articles/PMC8514453/ /pubmed/34645787 http://dx.doi.org/10.1038/s41467-021-25939-z Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Hénaff, Olivier J.
Bai, Yoon
Charlton, Julie A.
Nauhaus, Ian
Simoncelli, Eero P.
Goris, Robbe L. T.
Primary visual cortex straightens natural video trajectories
title Primary visual cortex straightens natural video trajectories
title_full Primary visual cortex straightens natural video trajectories
title_fullStr Primary visual cortex straightens natural video trajectories
title_full_unstemmed Primary visual cortex straightens natural video trajectories
title_short Primary visual cortex straightens natural video trajectories
title_sort primary visual cortex straightens natural video trajectories
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8514453/
https://www.ncbi.nlm.nih.gov/pubmed/34645787
http://dx.doi.org/10.1038/s41467-021-25939-z
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