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A Detection Model for Driver's Unsafe States Based on Real-Time Face-Vision

机译:基于实时人脸视觉的驾驶员不安全状态检测模型

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摘要

The auto industry has developed fast in the last 100 years. Although it brings us convenience, more and more traffic accidents are happening every day. There are many factors which can cause a car accident Based on the record of a large number of accidents, fatigue is one of the most important factors. Additionally, driver's distraction and conversations with passengers during driving can lead to serious results. In this paper, a real-time vision-based model is proposed for monitoring driver's unsafe states, including fatigue state, distraction state and talking state, etc. By analyzing driver's realtime face vision, a method for detecting driver's fatigue, distraction and talking states is given. Also, the model is its extreme high speed and very simple equipment. It can run at about 20 frames per second in video with 640*480 resolutions on a normal computer platform.
机译:在过去的100年中,汽车行业发展迅速。尽管它给我们带来了便利,但每天发生的交通事故越来越多。可能导致车祸的因素很多。根据大量事故的记录,疲劳是最重要的因素之一。此外,在驾驶过程中驾驶员分心和与乘客交谈可能会导致严重后果。本文提出了一种基于视觉的实时模型,用于监测驾驶员的不安全状态,包括疲劳状态,分心状态和说话状态等。通过分析驾驶员的实时面部视觉,可以检测驾驶员的疲劳,分心和说话状态给出。此外,该模型还具有极高的速度和非常简单的设备。在普通的计算机平台上,它可以以640 * 480的分辨率在每秒20帧的视频中运行。

著录项

  • 来源
  • 会议地点 Xiamen(CN);Xiamen(CN)
  • 作者单位

    State Key Laboratory on Intelligent Technology and Systems Tsinghua National Laboratory for Information Science and Technology Department of Computer Science and Technology, Tsinghua University Beijing, China;

    State Key Laboratory on Intelligent Technology and Systems Tsinghua National Laboratory for Information Science and Technology Department of Computer Science and Technology, Tsinghua University Beijing, China;

    State Key Laboratory on Intelligent Technology and Systems Tsinghua National Laboratory for Information Science and Technology Department of Computer Science and Technology, Tsinghua University Beijing, China;

    State Key Laboratory on Intelligent Technology and Systems Tsinghua National Laboratory for Information Science and Technology Department of Computer Science and Technology,;

  • 会议组织
  • 原文格式 PDF
  • 正文语种
  • 中图分类 信息处理(信息加工) ;
  • 关键词

    fatigue monitoring; computer vision; unsafe driving; face detection; gaze detection;

    机译:疲劳监测;计算机视觉;不安全驾驶;人脸检测注视检测;

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