Cargando…

Scene content is predominantly conveyed by high spatial frequencies in scene-selective visual cortex

In complex real-world scenes, image content is conveyed by a large collection of intertwined visual features. The visual system disentangles these features in order to extract information about image content. Here, we investigate the role of one integral component: the content of spatial frequencies...

Descripción completa

Detalles Bibliográficos
Autores principales: Berman, Daniel, Golomb, Julie D., Walther, Dirk B.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5741213/
https://www.ncbi.nlm.nih.gov/pubmed/29272283
http://dx.doi.org/10.1371/journal.pone.0189828
_version_ 1783288159429197824
author Berman, Daniel
Golomb, Julie D.
Walther, Dirk B.
author_facet Berman, Daniel
Golomb, Julie D.
Walther, Dirk B.
author_sort Berman, Daniel
collection PubMed
description In complex real-world scenes, image content is conveyed by a large collection of intertwined visual features. The visual system disentangles these features in order to extract information about image content. Here, we investigate the role of one integral component: the content of spatial frequencies in an image. Specifically, we measure the amount of image content carried by low versus high spatial frequencies for the representation of real-world scenes in scene-selective regions of human visual cortex. To this end, we attempted to decode scene categories from the brain activity patterns of participants viewing scene images that contained the full spatial frequency spectrum, only low spatial frequencies, or only high spatial frequencies, all carefully controlled for contrast and luminance. Contrary to the findings from numerous behavioral studies and computational models that have highlighted how low spatial frequencies preferentially encode image content, decoding of scene categories from the scene-selective brain regions, including the parahippocampal place area (PPA), was significantly more accurate for high than low spatial frequency images. In fact, decoding accuracy was just as high for high spatial frequency images as for images containing the full spatial frequency spectrum in scene-selective areas PPA, RSC, OPA and object selective area LOC. We also found an interesting dissociation between the posterior and anterior subdivisions of PPA: categories were decodable from both high and low spatial frequency scenes in posterior PPA but only from high spatial frequency scenes in anterior PPA; and spatial frequency was explicitly decodable from posterior but not anterior PPA. Our results are consistent with recent findings that line drawings, which consist almost entirely of high spatial frequencies, elicit a neural representation of scene categories that is equivalent to that of full-spectrum color photographs. Collectively, these findings demonstrate the importance of high spatial frequencies for conveying the content of complex real-world scenes.
format Online
Article
Text
id pubmed-5741213
institution National Center for Biotechnology Information
language English
publishDate 2017
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-57412132018-01-10 Scene content is predominantly conveyed by high spatial frequencies in scene-selective visual cortex Berman, Daniel Golomb, Julie D. Walther, Dirk B. PLoS One Research Article In complex real-world scenes, image content is conveyed by a large collection of intertwined visual features. The visual system disentangles these features in order to extract information about image content. Here, we investigate the role of one integral component: the content of spatial frequencies in an image. Specifically, we measure the amount of image content carried by low versus high spatial frequencies for the representation of real-world scenes in scene-selective regions of human visual cortex. To this end, we attempted to decode scene categories from the brain activity patterns of participants viewing scene images that contained the full spatial frequency spectrum, only low spatial frequencies, or only high spatial frequencies, all carefully controlled for contrast and luminance. Contrary to the findings from numerous behavioral studies and computational models that have highlighted how low spatial frequencies preferentially encode image content, decoding of scene categories from the scene-selective brain regions, including the parahippocampal place area (PPA), was significantly more accurate for high than low spatial frequency images. In fact, decoding accuracy was just as high for high spatial frequency images as for images containing the full spatial frequency spectrum in scene-selective areas PPA, RSC, OPA and object selective area LOC. We also found an interesting dissociation between the posterior and anterior subdivisions of PPA: categories were decodable from both high and low spatial frequency scenes in posterior PPA but only from high spatial frequency scenes in anterior PPA; and spatial frequency was explicitly decodable from posterior but not anterior PPA. Our results are consistent with recent findings that line drawings, which consist almost entirely of high spatial frequencies, elicit a neural representation of scene categories that is equivalent to that of full-spectrum color photographs. Collectively, these findings demonstrate the importance of high spatial frequencies for conveying the content of complex real-world scenes. Public Library of Science 2017-12-22 /pmc/articles/PMC5741213/ /pubmed/29272283 http://dx.doi.org/10.1371/journal.pone.0189828 Text en © 2017 Berman 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 (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Berman, Daniel
Golomb, Julie D.
Walther, Dirk B.
Scene content is predominantly conveyed by high spatial frequencies in scene-selective visual cortex
title Scene content is predominantly conveyed by high spatial frequencies in scene-selective visual cortex
title_full Scene content is predominantly conveyed by high spatial frequencies in scene-selective visual cortex
title_fullStr Scene content is predominantly conveyed by high spatial frequencies in scene-selective visual cortex
title_full_unstemmed Scene content is predominantly conveyed by high spatial frequencies in scene-selective visual cortex
title_short Scene content is predominantly conveyed by high spatial frequencies in scene-selective visual cortex
title_sort scene content is predominantly conveyed by high spatial frequencies in scene-selective visual cortex
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5741213/
https://www.ncbi.nlm.nih.gov/pubmed/29272283
http://dx.doi.org/10.1371/journal.pone.0189828
work_keys_str_mv AT bermandaniel scenecontentispredominantlyconveyedbyhighspatialfrequenciesinsceneselectivevisualcortex
AT golombjulied scenecontentispredominantlyconveyedbyhighspatialfrequenciesinsceneselectivevisualcortex
AT waltherdirkb scenecontentispredominantlyconveyedbyhighspatialfrequenciesinsceneselectivevisualcortex