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

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          Abstract

          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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          Most cited references53

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          Synaptic modifications in cultured hippocampal neurons: dependence on spike timing, synaptic strength, and postsynaptic cell type.

          Q Bi, G Bi, M Poo (1998)
          In cultures of dissociated rat hippocampal neurons, persistent potentiation and depression of glutamatergic synapses were induced by correlated spiking of presynaptic and postsynaptic neurons. The relative timing between the presynaptic and postsynaptic spiking determined the direction and the extent of synaptic changes. Repetitive postsynaptic spiking within a time window of 20 msec after presynaptic activation resulted in long-term potentiation (LTP), whereas postsynaptic spiking within a window of 20 msec before the repetitive presynaptic activation led to long-term depression (LTD). Significant LTP occurred only at synapses with relatively low initial strength, whereas the extent of LTD did not show obvious dependence on the initial synaptic strength. Both LTP and LTD depended on the activation of NMDA receptors and were absent in cases in which the postsynaptic neurons were GABAergic in nature. Blockade of L-type calcium channels with nimodipine abolished the induction of LTD and reduced the extent of LTP. These results underscore the importance of precise spike timing, synaptic strength, and postsynaptic cell type in the activity-induced modification of central synapses and suggest that Hebb's rule may need to incorporate a quantitative consideration of spike timing that reflects the narrow and asymmetric window for the induction of synaptic modification.
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                Author and article information

                Contributors
                Journal
                Front Neurorobot
                Front Neurorobot
                Front. Neurorobot.
                Frontiers in Neurorobotics
                Frontiers Media S.A.
                1662-5218
                20 November 2018
                2018
                : 12
                : 75
                Affiliations
                [1] 1Conec Laboratory, School of Psychology, Ottawa University , Ottawa, ON, Canada
                [2] 2Department of Computer Science, Cégep du Vieux Montréal , Montreal, QC, Canada
                Author notes

                Edited by: Alex Pitti, Université de Cergy-Pontoise, France

                Reviewed by: Zhenshan Bing, Technische Universität München, Germany; Cristian Jimenez Romero, The Open University, United Kingdom

                *Correspondence: André Cyr acyr2@ 123456uottawa.ca
                Article
                10.3389/fnbot.2018.00075
                6256284
                60e1cd3a-5e0c-4c8b-9530-203816a6105e
                Copyright © 2018 Cyr, Thériault, Ross, Berberian and Chartier.

                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.

                History
                : 20 June 2018
                : 31 October 2018
                Page count
                Figures: 8, Tables: 0, Equations: 5, References: 60, Pages: 10, Words: 5865
                Categories
                Neuroscience
                Original Research

                Robotics
                spiking neurons,vision,direction selectivity,orientation selectivity,motion detection,artificial intelligence,robot

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