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Unsupervised experience with temporal continuity of the visual environment is causally involved in the development of V1 complex cells

Unsupervised adaptation to the spatiotemporal statistics of visual experience is a key computational principle that has long been assumed to govern postnatal development of visual cortical tuning, including orientation selectivity of simple cells and position tolerance of complex cells in primary vi...

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Detalles Bibliográficos
Autores principales: Matteucci, Giulio, Zoccolan, Davide
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Association for the Advancement of Science 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7259963/
https://www.ncbi.nlm.nih.gov/pubmed/32523998
http://dx.doi.org/10.1126/sciadv.aba3742
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author Matteucci, Giulio
Zoccolan, Davide
author_facet Matteucci, Giulio
Zoccolan, Davide
author_sort Matteucci, Giulio
collection PubMed
description Unsupervised adaptation to the spatiotemporal statistics of visual experience is a key computational principle that has long been assumed to govern postnatal development of visual cortical tuning, including orientation selectivity of simple cells and position tolerance of complex cells in primary visual cortex (V1). Yet, causal empirical evidence supporting this hypothesis is scant. Here, we show that degrading the temporal continuity of visual experience during early postnatal life leads to a sizable reduction of the number of complex cells and to an impairment of their functional properties while fully sparing the development of simple cells. This causally implicates adaptation to the temporal structure of the visual input in the development of transformation tolerance but not of shape tuning, thus tightly constraining computational models of unsupervised cortical learning.
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spelling pubmed-72599632020-06-09 Unsupervised experience with temporal continuity of the visual environment is causally involved in the development of V1 complex cells Matteucci, Giulio Zoccolan, Davide Sci Adv Research Articles Unsupervised adaptation to the spatiotemporal statistics of visual experience is a key computational principle that has long been assumed to govern postnatal development of visual cortical tuning, including orientation selectivity of simple cells and position tolerance of complex cells in primary visual cortex (V1). Yet, causal empirical evidence supporting this hypothesis is scant. Here, we show that degrading the temporal continuity of visual experience during early postnatal life leads to a sizable reduction of the number of complex cells and to an impairment of their functional properties while fully sparing the development of simple cells. This causally implicates adaptation to the temporal structure of the visual input in the development of transformation tolerance but not of shape tuning, thus tightly constraining computational models of unsupervised cortical learning. American Association for the Advancement of Science 2020-05-29 /pmc/articles/PMC7259963/ /pubmed/32523998 http://dx.doi.org/10.1126/sciadv.aba3742 Text en Copyright © 2020 The Authors, some rights reserved; exclusive licensee American Association for the Advancement of Science. No claim to original U.S. Government Works. Distributed under a Creative Commons Attribution NonCommercial License 4.0 (CC BY-NC). http://creativecommons.org/licenses/by-nc/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution-NonCommercial license (http://creativecommons.org/licenses/by-nc/4.0/) , which permits use, distribution, and reproduction in any medium, so long as the resultant use is not for commercial advantage and provided the original work is properly cited.
spellingShingle Research Articles
Matteucci, Giulio
Zoccolan, Davide
Unsupervised experience with temporal continuity of the visual environment is causally involved in the development of V1 complex cells
title Unsupervised experience with temporal continuity of the visual environment is causally involved in the development of V1 complex cells
title_full Unsupervised experience with temporal continuity of the visual environment is causally involved in the development of V1 complex cells
title_fullStr Unsupervised experience with temporal continuity of the visual environment is causally involved in the development of V1 complex cells
title_full_unstemmed Unsupervised experience with temporal continuity of the visual environment is causally involved in the development of V1 complex cells
title_short Unsupervised experience with temporal continuity of the visual environment is causally involved in the development of V1 complex cells
title_sort unsupervised experience with temporal continuity of the visual environment is causally involved in the development of v1 complex cells
topic Research Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7259963/
https://www.ncbi.nlm.nih.gov/pubmed/32523998
http://dx.doi.org/10.1126/sciadv.aba3742
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