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Multiplicative modulations enhance diversity of hue-selective cells

There is still much to understand about the brain’s colour processing mechanisms and the transformation from cone-opponent representations to perceptual hues. Moreover, it is unclear which area(s) in the brain represent unique hues. We propose a hierarchical model inspired by the neuronal mechanisms...

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Autores principales: Mehrani, Paria, Mouraviev, Andrei, Tsotsos, John K.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7244512/
https://www.ncbi.nlm.nih.gov/pubmed/32444800
http://dx.doi.org/10.1038/s41598-020-64969-3
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author Mehrani, Paria
Mouraviev, Andrei
Tsotsos, John K.
author_facet Mehrani, Paria
Mouraviev, Andrei
Tsotsos, John K.
author_sort Mehrani, Paria
collection PubMed
description There is still much to understand about the brain’s colour processing mechanisms and the transformation from cone-opponent representations to perceptual hues. Moreover, it is unclear which area(s) in the brain represent unique hues. We propose a hierarchical model inspired by the neuronal mechanisms in the brain for local hue representation, which reveals the contributions of each visual cortical area in hue representation. Hue encoding is achieved through incrementally increasing processing nonlinearities beginning with cone input. Besides employing nonlinear rectifications, we propose multiplicative modulations as a form of nonlinearity. Our simulation results indicate that multiplicative modulations have significant contributions in encoding of hues along intermediate directions in the MacLeod-Boynton diagram and that our model V2 neurons have the capacity to encode unique hues. Additionally, responses of our model neurons resemble those of biological colour cells, suggesting that our model provides a novel formulation of the brain’s colour processing pathway.
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spelling pubmed-72445122020-05-30 Multiplicative modulations enhance diversity of hue-selective cells Mehrani, Paria Mouraviev, Andrei Tsotsos, John K. Sci Rep Article There is still much to understand about the brain’s colour processing mechanisms and the transformation from cone-opponent representations to perceptual hues. Moreover, it is unclear which area(s) in the brain represent unique hues. We propose a hierarchical model inspired by the neuronal mechanisms in the brain for local hue representation, which reveals the contributions of each visual cortical area in hue representation. Hue encoding is achieved through incrementally increasing processing nonlinearities beginning with cone input. Besides employing nonlinear rectifications, we propose multiplicative modulations as a form of nonlinearity. Our simulation results indicate that multiplicative modulations have significant contributions in encoding of hues along intermediate directions in the MacLeod-Boynton diagram and that our model V2 neurons have the capacity to encode unique hues. Additionally, responses of our model neurons resemble those of biological colour cells, suggesting that our model provides a novel formulation of the brain’s colour processing pathway. Nature Publishing Group UK 2020-05-22 /pmc/articles/PMC7244512/ /pubmed/32444800 http://dx.doi.org/10.1038/s41598-020-64969-3 Text en © The Author(s) 2020 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/.
spellingShingle Article
Mehrani, Paria
Mouraviev, Andrei
Tsotsos, John K.
Multiplicative modulations enhance diversity of hue-selective cells
title Multiplicative modulations enhance diversity of hue-selective cells
title_full Multiplicative modulations enhance diversity of hue-selective cells
title_fullStr Multiplicative modulations enhance diversity of hue-selective cells
title_full_unstemmed Multiplicative modulations enhance diversity of hue-selective cells
title_short Multiplicative modulations enhance diversity of hue-selective cells
title_sort multiplicative modulations enhance diversity of hue-selective cells
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7244512/
https://www.ncbi.nlm.nih.gov/pubmed/32444800
http://dx.doi.org/10.1038/s41598-020-64969-3
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