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Far infrared pedestrian detection and tracking for night driving

机译:远红外行人检测和夜间驾驶追踪

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摘要

This paper presents a module for pedestrian detection from a moving vehicle in low-light conditions. The algorithm make use of a single far infrared camera based on a microbolometer. Images of the area ahead of the vehicle are analyzed to determine if any pedestrian might be in its trajectory. Detection is achieved by searching for distributions of temperatures in the scene similar to that of the human body. Those areas with an appropriate temperature, size, and position in the image are classified, by means of a correlation between them and some probabilistic models, which represents the average temperature of the different parts of the human body. Finally, those pedestrians found are tracked in a subsequent step, using an unscented Kalman filter. This final stage of the algorithm enables the algorithm to predict the trajectory of the pedestrian, in a way that does not depend on the movement of the camera. The aim of this system is to warn the vehicle's driver and reduce the reaction time in case an emergency break is necessary.
机译:本文提出了一种在低光照条件下从行驶中的车辆中进行行人检测的模块。该算法利用基于微辐射热计的单个远红外摄像机。分析车辆前方区域的图像以确定行人是否可能在其轨迹中。通过搜索场景中与人体相似的温度分布来实现检测。通过在图像中具有适当温度,大小和位置的那些区域,通过它们与一些概率模型之间的相关性,可以对它们进行分类,这些概率模型表示人体不同部位的平均温度。最终,使用无味卡尔曼滤波器在后续步骤中跟踪发现的行人。该算法的最后阶段使算法能够以不依赖于摄像机运动的方式来预测行人的轨迹。该系统的目的是在紧急情况下警告车辆驾驶员并缩短反应时间。

著录项

  • 来源
    《Robotica》 |2011年第4期|p.495-505|共11页
  • 作者单位

    Intelligent Systems Laboratory, Department of Systems Engineering and Automation, Universidad Carlos III de Madrid,CJButarque 15, 28911 Leganes, Spain;

    Intelligent Systems Laboratory, Department of Systems Engineering and Automation, Universidad Carlos III de Madrid,CJButarque 15, 28911 Leganes, Spain;

    Intelligent Systems Laboratory, Department of Systems Engineering and Automation, Universidad Carlos III de Madrid,CJButarque 15, 28911 Leganes, Spain;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    computer vision; ir pedestrian detection; driver assistance system; unscented kalman filter; intelligent transportation systems.;

    机译:计算机视觉;ir行人检测;驾驶员辅助系统;无味的卡尔曼滤波器智能交通系统。;

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