Acoustic based emergency vehicle detection using ensemble of deep learning models

U Mittal, P Chawla - Procedia Computer Science, 2023 - Elsevier
The temporal and spectral structure is possessed in the time-frequency domain by sound
events. Analyzing and classifying acoustic environment using sound recording is an …

[HTML][HTML] Few-shot emergency siren detection

M Cantarini, L Gabrielli, S Squartini - Sensors, 2022 - mdpi.com
It is a well-established practice to build a robust system for sound event detection by training
supervised deep learning models on large datasets, but audio data collection and labeling …

Acoustic-based train arrival detection using convolutional neural networks with attention

M Cantarini, L Gabrielli, L Migliorelli, A Mancini… - … Conference on Applied …, 2022 - Springer
Vehicle drivers should be able to react coherently in anomalous circumstances, such as the
quick arrival of an emergency vehicle with sirens wailing. This situation requires all regular …

An advanced multimodal driver-assistance prototype for emergency-vehicle detection

L Gabrielli, L Migliorelli, M Cantarini… - Integrated …, 2024 - journals.sagepub.com
In the automotive industry, intelligent monitoring systems for advanced human-vehicle
interaction aimed at enhancing the safety of drivers and passengers represent a rapidly …