TY - JOUR
T1 - Sepia, tarsier, and chameleon : a modular C++ framework for event-based computer vision
AU - Marcireau, Alexandre
AU - Ieng, Sio-Hoi
AU - Benosman, Ryad
PY - 2020
Y1 - 2020
N2 - 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.
AB - 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.
UR - https://hdl.handle.net/1959.7/uws:76819
U2 - 10.3389/fnins.2019.01338
DO - 10.3389/fnins.2019.01338
M3 - Article
SN - 1662-4548
VL - 13
JO - Frontiers in Neuroscience
JF - Frontiers in Neuroscience
M1 - 1338
ER -