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Design and Implementation for an Automotive DMS system

机译:汽车DMS系统的设计与实现

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This paper will develop a driving behavior monitoring system that applies a single near-infrared camera to record the driver, detect facial position and convolutional neural network through image recognition for judging whether the driver fatigues, smokes, and uses mobile devices or not. This system employs the NXP S32V234 processor with car grade so as to simultaneously identify a variety of driving behaviors and gaze position of drivers' eyesight. In addition, this system adopts the dual-core APEX-2 visual accelerator to accelerate the mask operation of convolutional neural network and traditional image processing. Comparing to only using CPU, the total average optimization speed is increased by 5 times before optimization.
机译:本文将开发一种驾驶行为监控系统,该系统使用单个近红外摄像头记录驾驶员,通过图像识别来检测面部位置和卷积神经网络,从而判断驾驶员是否疲劳,吸烟以及是否使用移动设备。该系统采用了具有汽车等级的NXP S32V234处理器,以便同时识别各种驾驶行为和驾驶员视线的凝视位置。此外,该系统采用双核APEX-2视觉加速器来加速卷积神经网络和传统图像处理的遮罩操作。与仅使用CPU相比,优化前的总平均优化速度提高了5倍。

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