40 citations · 87 across the 18 of their papers we have counts for
3 papers · 1 filter
Comprehensive Evaluation of CNN-Based Audio Tagging Models on Resource-Constrained Devices
Jordi Grau-Haro, Ruben Ribes-Serrano, Javier Naranjo-Alcazar +2
Convolutional Neural Networks (CNNs) have demonstrated exceptional performance in audio tagging tasks. However, deploying these models on resource-constrained devices like the Rasp…
Threat Modeling for Enhancing Security of IoT Audio Classification Devices under a Secure Protocols Framework
Sergio Benlloch-Lopez, Miquel Viel-Vazquez, Javier Naranjo-Alcazar +2
The rapid proliferation of IoT nodes equipped with microphones and capable of performing on-device audio classification exposes highly sensitive data while operating under tight re…
Spike Encoding for Environmental Sound: A Comparative Benchmark
Andres Larroza, Javier Naranjo-Alcazar, Vicent Ortiz +2
Spiking Neural Networks (SNNs) offer energy efficient processing suitable for edge applications, but conventional sensor data must first be converted into spike trains for neuromor…