58 citations · 114 across the 4 of their papers we have counts for
4 papers
Sub-mW Keyword Spotting on an MCU: Analog Binary Feature Extraction and Binary Neural Networks
Gianmarco Cerutti, Lukas Cavigelli, Renzo Andri +3
Keyword spotting (KWS) is a crucial function enabling the interaction with the many ubiquitous smart devices in our surroundings, either activating them through wake-word or direct…
Sound Event Detection with Binary Neural Networks on Tightly Power-Constrained IoT Devices
Gianmarco Cerutti, Renzo Andri, Lukas Cavigelli +3
Sound event detection (SED) is a hot topic in consumer and smart city applications. Existing approaches based on Deep Neural Networks are very effective, but highly demanding in te…
Compact recurrent neural networks for acoustic event detection on low-energy low-complexity platforms
Gianmarco Cerutti, Rahul Prasad, Alessio Brutti +1
Outdoor acoustic events detection is an exciting research field but challenged by the need for complex algorithms and deep learning techniques, typically requiring many computation…
The microarchitecture of a multi-threaded RISC-V compliant processing core family for IoT end-nodes
Abdallah Cheikh, Gianmarco Cerutti, Antonio Mastrandrea +2
Internet-of-Things end-nodes demand low power processing platforms characterized by heterogeneous dedicated units, controlled by a processor core running concurrent control threads…