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Event-driven spectrotemporal feature extraction and classification using a silicon cochlea model. | LitMetric

Event-driven spectrotemporal feature extraction and classification using a silicon cochlea model.

Front Neurosci

International Centre for Neuromorphic Systems, The MARCS Institute for Brain, Behavior, and Development, Western Sydney University, Kingswood, NSW, Australia.

Published: April 2023

This paper presents a reconfigurable digital implementation of an event-based binaural cochlear system on a Field Programmable Gate Array (FPGA). It consists of a pair of the Cascade of Asymmetric Resonators with Fast Acting Compression (CAR-FAC) cochlea models and leaky integrate-and-fire (LIF) neurons. Additionally, we propose an event-driven SpectroTemporal Receptive Field (STRF) Feature Extraction using Adaptive Selection Thresholds (FEAST). It is tested on the TIDIGTIS benchmark and compared with current event-based auditory signal processing approaches and neural networks.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC10151790PMC
http://dx.doi.org/10.3389/fnins.2023.1125210DOI Listing

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