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Spiking Neurons Integrating Visual Stimuli Orientation and Direction Selectivity in a Robotic Context

Visual motion detection is essential for the survival of many species. The phenomenon includes several spatial properties, not fully understood at the level of a neural circuit. This paper proposes a computational model of a visual motion detector that integrates direction and orientation selectivit...

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Autores principales: Cyr, André, Thériault, Frédéric, Ross, Matthew, Berberian, Nareg, Chartier, Sylvain
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6256284/
https://www.ncbi.nlm.nih.gov/pubmed/30524261
http://dx.doi.org/10.3389/fnbot.2018.00075
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author Cyr, André
Thériault, Frédéric
Ross, Matthew
Berberian, Nareg
Chartier, Sylvain
author_facet Cyr, André
Thériault, Frédéric
Ross, Matthew
Berberian, Nareg
Chartier, Sylvain
author_sort Cyr, André
collection PubMed
description Visual motion detection is essential for the survival of many species. The phenomenon includes several spatial properties, not fully understood at the level of a neural circuit. This paper proposes a computational model of a visual motion detector that integrates direction and orientation selectivity features. A recent experiment in the Drosophila model highlights that stimulus orientation influences the neural response of direction cells. However, this interaction and the significance at the behavioral level are currently unknown. As such, another objective of this article is to study the effect of merging these two visual processes when contextualized in a neuro-robotic model and an operant conditioning procedure. In this work, the learning task was solved using an artificial spiking neural network, acting as the brain controller for virtual and physical robots, showing a behavior modulation from the integration of both visual processes.
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spelling pubmed-62562842018-12-06 Spiking Neurons Integrating Visual Stimuli Orientation and Direction Selectivity in a Robotic Context Cyr, André Thériault, Frédéric Ross, Matthew Berberian, Nareg Chartier, Sylvain Front Neurorobot Neuroscience Visual motion detection is essential for the survival of many species. The phenomenon includes several spatial properties, not fully understood at the level of a neural circuit. This paper proposes a computational model of a visual motion detector that integrates direction and orientation selectivity features. A recent experiment in the Drosophila model highlights that stimulus orientation influences the neural response of direction cells. However, this interaction and the significance at the behavioral level are currently unknown. As such, another objective of this article is to study the effect of merging these two visual processes when contextualized in a neuro-robotic model and an operant conditioning procedure. In this work, the learning task was solved using an artificial spiking neural network, acting as the brain controller for virtual and physical robots, showing a behavior modulation from the integration of both visual processes. Frontiers Media S.A. 2018-11-20 /pmc/articles/PMC6256284/ /pubmed/30524261 http://dx.doi.org/10.3389/fnbot.2018.00075 Text en Copyright © 2018 Cyr, Thériault, Ross, Berberian and Chartier. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Neuroscience
Cyr, André
Thériault, Frédéric
Ross, Matthew
Berberian, Nareg
Chartier, Sylvain
Spiking Neurons Integrating Visual Stimuli Orientation and Direction Selectivity in a Robotic Context
title Spiking Neurons Integrating Visual Stimuli Orientation and Direction Selectivity in a Robotic Context
title_full Spiking Neurons Integrating Visual Stimuli Orientation and Direction Selectivity in a Robotic Context
title_fullStr Spiking Neurons Integrating Visual Stimuli Orientation and Direction Selectivity in a Robotic Context
title_full_unstemmed Spiking Neurons Integrating Visual Stimuli Orientation and Direction Selectivity in a Robotic Context
title_short Spiking Neurons Integrating Visual Stimuli Orientation and Direction Selectivity in a Robotic Context
title_sort spiking neurons integrating visual stimuli orientation and direction selectivity in a robotic context
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6256284/
https://www.ncbi.nlm.nih.gov/pubmed/30524261
http://dx.doi.org/10.3389/fnbot.2018.00075
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