Search Results for author: Gianmarco Cerutti

Found 2 papers, 0 papers with code

Sound Event Detection with Binary Neural Networks on Tightly Power-Constrained IoT Devices

no code implementations12 Jan 2021 Gianmarco Cerutti, Renzo Andri, Lukas Cavigelli, Michele Magno, Elisabetta Farella, Luca Benini

This BNN reaches a 77. 9% accuracy, just 7% lower than the full-precision version, with 58 kB (7. 2 times less) for the weights and 262 kB (2. 4 times less) memory in total.

Event Detection Object Recognition +2

Compact recurrent neural networks for acoustic event detection on low-energy low-complexity platforms

no code implementations29 Jan 2020 Gianmarco Cerutti, Rahul Prasad, Alessio Brutti, Elisabetta Farella

This paper addresses the application of sound event detection at the edge, by optimizing deep learning techniques on resource-constrained embedded platforms for the IoT.

Event Detection Quantization +1

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