Real-Time Vehicle Sound Detection System Based on Depthwise Separable Convolution Neural Network and Spectrogram Augmentation

Real-Time Vehicle Sound Detection System Based on Depthwise Separable Convolution Neural Network and Spectrogram Augmentation

This paper proposes a lightweight model combined with data augmentation for vehicle detection in an intelligent sensor system. Vehicle detection can be considered as a binary classification problem, vehicle or non-vehicle. Deep neural networks have shown high accuracy in audio classification, and co...

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Bibliographic Details
Main Authors: Chaoyi Wang, Yaozhe Song, Haolong Liu, Huawei Liu, Jianpo Liu, Baoqing Li, Xiaobing Yuan
Format: Article
Language:English
Published: MDPI AG 2022-09-01
Series:Remote Sensing
Subjects:
depthwise separable convolutional neural networks
spectrogram augmentation
sound detection
vehicle detection
Online Access:https://www.mdpi.com/2072-4292/14/19/4848

Internet

https://www.mdpi.com/2072-4292/14/19/4848

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