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Parsimony, Exhaustivity and Balanced Detection in Neocortex

The layout of sensory brain areas is thought to subtend perception. The principles shaping these architectures and their role in information processing are still poorly understood. We investigate mathematically and computationally the representation of orientation and spatial frequency in cat primar...

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Autores principales: Romagnoni, Alberto, Ribot, Jérôme, Bennequin, Daniel, Touboul, Jonathan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4654526/
https://www.ncbi.nlm.nih.gov/pubmed/26587664
http://dx.doi.org/10.1371/journal.pcbi.1004623
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author Romagnoni, Alberto
Ribot, Jérôme
Bennequin, Daniel
Touboul, Jonathan
author_facet Romagnoni, Alberto
Ribot, Jérôme
Bennequin, Daniel
Touboul, Jonathan
author_sort Romagnoni, Alberto
collection PubMed
description The layout of sensory brain areas is thought to subtend perception. The principles shaping these architectures and their role in information processing are still poorly understood. We investigate mathematically and computationally the representation of orientation and spatial frequency in cat primary visual cortex. We prove that two natural principles, local exhaustivity and parsimony of representation, would constrain the orientation and spatial frequency maps to display a very specific pinwheel-dipole singularity. This is particularly interesting since recent experimental evidences show a dipolar structures of the spatial frequency map co-localized with pinwheels in cat. These structures have important properties on information processing capabilities. In particular, we show using a computational model of visual information processing that this architecture allows a trade-off in the local detection of orientation and spatial frequency, but this property occurs for spatial frequency selectivity sharper than reported in the literature. We validated this sharpening on high-resolution optical imaging experimental data. These results shed new light on the principles at play in the emergence of functional architecture of cortical maps, as well as their potential role in processing information.
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spelling pubmed-46545262015-11-25 Parsimony, Exhaustivity and Balanced Detection in Neocortex Romagnoni, Alberto Ribot, Jérôme Bennequin, Daniel Touboul, Jonathan PLoS Comput Biol Research Article The layout of sensory brain areas is thought to subtend perception. The principles shaping these architectures and their role in information processing are still poorly understood. We investigate mathematically and computationally the representation of orientation and spatial frequency in cat primary visual cortex. We prove that two natural principles, local exhaustivity and parsimony of representation, would constrain the orientation and spatial frequency maps to display a very specific pinwheel-dipole singularity. This is particularly interesting since recent experimental evidences show a dipolar structures of the spatial frequency map co-localized with pinwheels in cat. These structures have important properties on information processing capabilities. In particular, we show using a computational model of visual information processing that this architecture allows a trade-off in the local detection of orientation and spatial frequency, but this property occurs for spatial frequency selectivity sharper than reported in the literature. We validated this sharpening on high-resolution optical imaging experimental data. These results shed new light on the principles at play in the emergence of functional architecture of cortical maps, as well as their potential role in processing information. Public Library of Science 2015-11-20 /pmc/articles/PMC4654526/ /pubmed/26587664 http://dx.doi.org/10.1371/journal.pcbi.1004623 Text en © 2015 Romagnoni 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
Romagnoni, Alberto
Ribot, Jérôme
Bennequin, Daniel
Touboul, Jonathan
Parsimony, Exhaustivity and Balanced Detection in Neocortex
title Parsimony, Exhaustivity and Balanced Detection in Neocortex
title_full Parsimony, Exhaustivity and Balanced Detection in Neocortex
title_fullStr Parsimony, Exhaustivity and Balanced Detection in Neocortex
title_full_unstemmed Parsimony, Exhaustivity and Balanced Detection in Neocortex
title_short Parsimony, Exhaustivity and Balanced Detection in Neocortex
title_sort parsimony, exhaustivity and balanced detection in neocortex
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4654526/
https://www.ncbi.nlm.nih.gov/pubmed/26587664
http://dx.doi.org/10.1371/journal.pcbi.1004623
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