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Cortical Sensitivity to Visual Features in Natural Scenes

A central hypothesis concerning sensory processing is that the neuronal circuits are specifically adapted to represent natural stimuli efficiently. Here we show a novel effect in cortical coding of natural images. Using spike-triggered average or spike-triggered covariance analyses, we first identif...

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Detalles Bibliográficos
Autores principales: Felsen, Gidon, Touryan, Jon, Han, Feng, Dan, Yang
Formato: Texto
Lenguaje:English
Publicado: Public Library of Science 2005
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1233414/
https://www.ncbi.nlm.nih.gov/pubmed/16171408
http://dx.doi.org/10.1371/journal.pbio.0030342
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author Felsen, Gidon
Touryan, Jon
Han, Feng
Dan, Yang
author_facet Felsen, Gidon
Touryan, Jon
Han, Feng
Dan, Yang
author_sort Felsen, Gidon
collection PubMed
description A central hypothesis concerning sensory processing is that the neuronal circuits are specifically adapted to represent natural stimuli efficiently. Here we show a novel effect in cortical coding of natural images. Using spike-triggered average or spike-triggered covariance analyses, we first identified the visual features selectively represented by each cortical neuron from its responses to natural images. We then measured the neuronal sensitivity to these features when they were present in either natural images or random stimuli. We found that in the responses of complex cells, but not of simple cells, the sensitivity was markedly higher for natural images than for random stimuli. Such elevated sensitivity leads to increased detectability of the visual features and thus an improved cortical representation of natural scenes. Interestingly, this effect is due not to the spatial power spectra of natural images, but to their phase regularities. These results point to a distinct visual-coding strategy that is mediated by contextual modulation of cortical responses tuned to the spatial-phase structure of natural scenes.
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spelling pubmed-12334142005-10-13 Cortical Sensitivity to Visual Features in Natural Scenes Felsen, Gidon Touryan, Jon Han, Feng Dan, Yang PLoS Biol Research Article A central hypothesis concerning sensory processing is that the neuronal circuits are specifically adapted to represent natural stimuli efficiently. Here we show a novel effect in cortical coding of natural images. Using spike-triggered average or spike-triggered covariance analyses, we first identified the visual features selectively represented by each cortical neuron from its responses to natural images. We then measured the neuronal sensitivity to these features when they were present in either natural images or random stimuli. We found that in the responses of complex cells, but not of simple cells, the sensitivity was markedly higher for natural images than for random stimuli. Such elevated sensitivity leads to increased detectability of the visual features and thus an improved cortical representation of natural scenes. Interestingly, this effect is due not to the spatial power spectra of natural images, but to their phase regularities. These results point to a distinct visual-coding strategy that is mediated by contextual modulation of cortical responses tuned to the spatial-phase structure of natural scenes. Public Library of Science 2005-10 2005-09-27 /pmc/articles/PMC1233414/ /pubmed/16171408 http://dx.doi.org/10.1371/journal.pbio.0030342 Text en Copyright: © 2005 Felsen et al. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Felsen, Gidon
Touryan, Jon
Han, Feng
Dan, Yang
Cortical Sensitivity to Visual Features in Natural Scenes
title Cortical Sensitivity to Visual Features in Natural Scenes
title_full Cortical Sensitivity to Visual Features in Natural Scenes
title_fullStr Cortical Sensitivity to Visual Features in Natural Scenes
title_full_unstemmed Cortical Sensitivity to Visual Features in Natural Scenes
title_short Cortical Sensitivity to Visual Features in Natural Scenes
title_sort cortical sensitivity to visual features in natural scenes
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1233414/
https://www.ncbi.nlm.nih.gov/pubmed/16171408
http://dx.doi.org/10.1371/journal.pbio.0030342
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