1 code implementation • 9 Aug 2024 • Sidi Yaya Arnaud Yarga, Sean U. N. Wood
The Keyword Spotting (KWS) task involves continuous audio stream monitoring to detect predefined words, requiring low energy devices for continuous processing.
1 code implementation • 22 Jun 2023 • Sidi Yaya Arnaud Yarga, Sean U. N. Wood
In this paper, we propose the Stochastic Parallelizable Spiking Neuron (SPSN) to overcome the sequential training limitation of LIF neurons.
no code implementations • 14 Jul 2022 • Sidi Yaya Arnaud Yarga, Jean Rouat, Sean U. N. Wood
Finally, we show that several encoding methods result in improved performance over the conventional deep learning baseline in certain cases, further demonstrating the power of spike encoding algorithms in the encoding of real-valued signals and that neuromorphic implementation has the potential to outperform state of the art techniques.