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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...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2018
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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. |
format | Online Article Text |
id | pubmed-6256284 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
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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