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Event-Based Eccentric Motion Detection Exploiting Time Difference Encoding

Attentional selectivity tends to follow events considered as interesting stimuli. Indeed, the motion of visual stimuli present in the environment attract our attention and allow us to react and interact with our surroundings. Extracting relevant motion information from the environment presents a cha...

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Detalles Bibliográficos
Autores principales: D'Angelo, Giulia, Janotte, Ella, Schoepe, Thorben, O'Keeffe, James, Milde, Moritz B., Chicca, Elisabetta, Bartolozzi, Chiara
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7227134/
https://www.ncbi.nlm.nih.gov/pubmed/32457575
http://dx.doi.org/10.3389/fnins.2020.00451
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author D'Angelo, Giulia
Janotte, Ella
Schoepe, Thorben
O'Keeffe, James
Milde, Moritz B.
Chicca, Elisabetta
Bartolozzi, Chiara
author_facet D'Angelo, Giulia
Janotte, Ella
Schoepe, Thorben
O'Keeffe, James
Milde, Moritz B.
Chicca, Elisabetta
Bartolozzi, Chiara
author_sort D'Angelo, Giulia
collection PubMed
description Attentional selectivity tends to follow events considered as interesting stimuli. Indeed, the motion of visual stimuli present in the environment attract our attention and allow us to react and interact with our surroundings. Extracting relevant motion information from the environment presents a challenge with regards to the high information content of the visual input. In this work we propose a novel integration between an eccentric down-sampling of the visual field, taking inspiration from the varying size of receptive fields (RFs) in the mammalian retina, and the Spiking Elementary Motion Detector (sEMD) model. We characterize the system functionality with simulated data and real world data collected with bio-inspired event driven cameras, successfully implementing motion detection along the four cardinal directions and diagonally.
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spelling pubmed-72271342020-05-25 Event-Based Eccentric Motion Detection Exploiting Time Difference Encoding D'Angelo, Giulia Janotte, Ella Schoepe, Thorben O'Keeffe, James Milde, Moritz B. Chicca, Elisabetta Bartolozzi, Chiara Front Neurosci Neuroscience Attentional selectivity tends to follow events considered as interesting stimuli. Indeed, the motion of visual stimuli present in the environment attract our attention and allow us to react and interact with our surroundings. Extracting relevant motion information from the environment presents a challenge with regards to the high information content of the visual input. In this work we propose a novel integration between an eccentric down-sampling of the visual field, taking inspiration from the varying size of receptive fields (RFs) in the mammalian retina, and the Spiking Elementary Motion Detector (sEMD) model. We characterize the system functionality with simulated data and real world data collected with bio-inspired event driven cameras, successfully implementing motion detection along the four cardinal directions and diagonally. Frontiers Media S.A. 2020-05-08 /pmc/articles/PMC7227134/ /pubmed/32457575 http://dx.doi.org/10.3389/fnins.2020.00451 Text en Copyright © 2020 D'Angelo, Janotte, Schoepe, O'Keeffe, Milde, Chicca and Bartolozzi. 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
D'Angelo, Giulia
Janotte, Ella
Schoepe, Thorben
O'Keeffe, James
Milde, Moritz B.
Chicca, Elisabetta
Bartolozzi, Chiara
Event-Based Eccentric Motion Detection Exploiting Time Difference Encoding
title Event-Based Eccentric Motion Detection Exploiting Time Difference Encoding
title_full Event-Based Eccentric Motion Detection Exploiting Time Difference Encoding
title_fullStr Event-Based Eccentric Motion Detection Exploiting Time Difference Encoding
title_full_unstemmed Event-Based Eccentric Motion Detection Exploiting Time Difference Encoding
title_short Event-Based Eccentric Motion Detection Exploiting Time Difference Encoding
title_sort event-based eccentric motion detection exploiting time difference encoding
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7227134/
https://www.ncbi.nlm.nih.gov/pubmed/32457575
http://dx.doi.org/10.3389/fnins.2020.00451
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