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Sepia, Tarsier, and Chameleon: A Modular C++ Framework for Event-Based Computer Vision

This paper introduces an new open-source, header-only and modular C++ framework to facilitate the implementation of event-driven algorithms. The framework relies on three independent components: sepia (file IO), tarsier (algorithms), and chameleon (display). Our benchmarks show that algorithms imple...

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Detalles Bibliográficos
Autores principales: Marcireau, Alexandre, Ieng, Sio-Hoi, Benosman, Ryad
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6960268/
https://www.ncbi.nlm.nih.gov/pubmed/31969799
http://dx.doi.org/10.3389/fnins.2019.01338
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author Marcireau, Alexandre
Ieng, Sio-Hoi
Benosman, Ryad
author_facet Marcireau, Alexandre
Ieng, Sio-Hoi
Benosman, Ryad
author_sort Marcireau, Alexandre
collection PubMed
description This paper introduces an new open-source, header-only and modular C++ framework to facilitate the implementation of event-driven algorithms. The framework relies on three independent components: sepia (file IO), tarsier (algorithms), and chameleon (display). Our benchmarks show that algorithms implemented with tarsier are faster and have a lower latency than identical implementations in other state-of-the-art frameworks, thanks to static polymorphism (compile-time pipeline assembly). The observer pattern used throughout the framework encourages implementations that better reflect the event-driven nature of the algorithms and the way they process events, easing future translation to neuromorphic hardware. The framework integrates drivers to communicate with the DVS, the DAVIS, the Opal Kelly ATIS, and the CCam ATIS.
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spelling pubmed-69602682020-01-22 Sepia, Tarsier, and Chameleon: A Modular C++ Framework for Event-Based Computer Vision Marcireau, Alexandre Ieng, Sio-Hoi Benosman, Ryad Front Neurosci Neuroscience This paper introduces an new open-source, header-only and modular C++ framework to facilitate the implementation of event-driven algorithms. The framework relies on three independent components: sepia (file IO), tarsier (algorithms), and chameleon (display). Our benchmarks show that algorithms implemented with tarsier are faster and have a lower latency than identical implementations in other state-of-the-art frameworks, thanks to static polymorphism (compile-time pipeline assembly). The observer pattern used throughout the framework encourages implementations that better reflect the event-driven nature of the algorithms and the way they process events, easing future translation to neuromorphic hardware. The framework integrates drivers to communicate with the DVS, the DAVIS, the Opal Kelly ATIS, and the CCam ATIS. Frontiers Media S.A. 2020-01-08 /pmc/articles/PMC6960268/ /pubmed/31969799 http://dx.doi.org/10.3389/fnins.2019.01338 Text en Copyright © 2020 Marcireau, Ieng and Benosman. 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
Marcireau, Alexandre
Ieng, Sio-Hoi
Benosman, Ryad
Sepia, Tarsier, and Chameleon: A Modular C++ Framework for Event-Based Computer Vision
title Sepia, Tarsier, and Chameleon: A Modular C++ Framework for Event-Based Computer Vision
title_full Sepia, Tarsier, and Chameleon: A Modular C++ Framework for Event-Based Computer Vision
title_fullStr Sepia, Tarsier, and Chameleon: A Modular C++ Framework for Event-Based Computer Vision
title_full_unstemmed Sepia, Tarsier, and Chameleon: A Modular C++ Framework for Event-Based Computer Vision
title_short Sepia, Tarsier, and Chameleon: A Modular C++ Framework for Event-Based Computer Vision
title_sort sepia, tarsier, and chameleon: a modular c++ framework for event-based computer vision
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6960268/
https://www.ncbi.nlm.nih.gov/pubmed/31969799
http://dx.doi.org/10.3389/fnins.2019.01338
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