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Coarse-to-fine processing drives the efficient coding of natural scenes in mouse visual cortex

The visual system processes sensory inputs sequentially, perceiving coarse information before fine details. Here we study the neural basis of coarse-to-fine processing and its computational benefits in natural vision. We find that primary visual cortical neurons in awake mice respond to natural scen...

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Detalles Bibliográficos
Autores principales: Skyberg, Rolf, Tanabe, Seiji, Chen, Hui, Cang, Jianhua
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9189856/
https://www.ncbi.nlm.nih.gov/pubmed/35354030
http://dx.doi.org/10.1016/j.celrep.2022.110606
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author Skyberg, Rolf
Tanabe, Seiji
Chen, Hui
Cang, Jianhua
author_facet Skyberg, Rolf
Tanabe, Seiji
Chen, Hui
Cang, Jianhua
author_sort Skyberg, Rolf
collection PubMed
description The visual system processes sensory inputs sequentially, perceiving coarse information before fine details. Here we study the neural basis of coarse-to-fine processing and its computational benefits in natural vision. We find that primary visual cortical neurons in awake mice respond to natural scenes in a coarse-to-fine manner, primarily driven by individual neurons rapidly shifting their spatial frequency preference from low to high over a brief response period. This shift transforms the population response in a way that counteracts the statistical regularities of natural scenes, thereby reducing redundancy and generating a more efficient neural representation. The increase in representational efficiency does not occur in either dark-reared or anesthetized mice, which show significantly attenuated coarse-to-fine spatial processing. Collectively, these results illustrate that coarse-to-fine processing is state dependent, develops postnatally via visual experience, and provides a computational advantage by generating more efficient representations of the complex spatial statistics of ethologically relevant natural scenes.
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spelling pubmed-91898562022-06-13 Coarse-to-fine processing drives the efficient coding of natural scenes in mouse visual cortex Skyberg, Rolf Tanabe, Seiji Chen, Hui Cang, Jianhua Cell Rep Article The visual system processes sensory inputs sequentially, perceiving coarse information before fine details. Here we study the neural basis of coarse-to-fine processing and its computational benefits in natural vision. We find that primary visual cortical neurons in awake mice respond to natural scenes in a coarse-to-fine manner, primarily driven by individual neurons rapidly shifting their spatial frequency preference from low to high over a brief response period. This shift transforms the population response in a way that counteracts the statistical regularities of natural scenes, thereby reducing redundancy and generating a more efficient neural representation. The increase in representational efficiency does not occur in either dark-reared or anesthetized mice, which show significantly attenuated coarse-to-fine spatial processing. Collectively, these results illustrate that coarse-to-fine processing is state dependent, develops postnatally via visual experience, and provides a computational advantage by generating more efficient representations of the complex spatial statistics of ethologically relevant natural scenes. 2022-03-29 /pmc/articles/PMC9189856/ /pubmed/35354030 http://dx.doi.org/10.1016/j.celrep.2022.110606 Text en https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) ).
spellingShingle Article
Skyberg, Rolf
Tanabe, Seiji
Chen, Hui
Cang, Jianhua
Coarse-to-fine processing drives the efficient coding of natural scenes in mouse visual cortex
title Coarse-to-fine processing drives the efficient coding of natural scenes in mouse visual cortex
title_full Coarse-to-fine processing drives the efficient coding of natural scenes in mouse visual cortex
title_fullStr Coarse-to-fine processing drives the efficient coding of natural scenes in mouse visual cortex
title_full_unstemmed Coarse-to-fine processing drives the efficient coding of natural scenes in mouse visual cortex
title_short Coarse-to-fine processing drives the efficient coding of natural scenes in mouse visual cortex
title_sort coarse-to-fine processing drives the efficient coding of natural scenes in mouse visual cortex
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9189856/
https://www.ncbi.nlm.nih.gov/pubmed/35354030
http://dx.doi.org/10.1016/j.celrep.2022.110606
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