使用77GHz FMCW雷达和摄像机数据的入侵者检测和跟踪

Vandana G S, Bethi Pardhasaradhi, P. Srihari
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引用次数: 14

摘要

利用光学和雷达传感器对目标进行探测和跟踪在监视中有着广泛的应用。由于光学传感器有助于可视化目标,而雷达可以提供目标的距离和速度,因此它们的组合可以为连续监测和相干性提供有用的信息。本文提出了一种用于探测和跟踪受限区域内入侵者的雷达-摄像机实验装置。不同目标航速和不同雷达截面积(RCS)的实时实验(1)。一个人在跑步,2。一个骑自行车的,三个。一个骑摩托车的人)。我们部署了一个77GHz IWR1642BOOST FMCW(调频连续波)雷达模块作为雷达单元,一个光圈为f/1.79的手机摄像头作为光学传感器。将雷达和摄像传感器采集到的数据应用于探测和跟踪模块,获取目标轨迹。雷达提供距离、多普勒和角度信息的观测。这些观测值用于通过扩展卡尔曼滤波(EKF)、dBscan聚类和全局最近邻(GNN)关联来估计目标的状态,然后进行轨道维护。光学传感器通过前景检测、斑点分析、基于运动的检测、卡尔曼滤波和轨迹维护提供视频帧作为输入和输出轨迹。实验结果表明,将雷达与光学传感器相结合,实现了目标检测与跟踪的精度和相干性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Intruder Detection and Tracking using 77GHz FMCW Radar and Camera Data
Target detection and tracking using optical and radar sensors have many applications in surveillance. As the optical sensor helps to visualize the target and the radar can provide its range and velocity, their combination results in useful information for continuous monitoring and coherence. This paper presents a radar-camera experimental setup to detect and track intruders in a restricted area. A real-time experiment with different target speeds and various radar cross-sections(RCS) (1. A person running, 2. A cyclist, and 3. A motorcyclist). We deployed a 77GHz IWR1642BOOST FMCW (Frequency Modulated Continuous Wave) radar module as a radar unit and a phone camera with an aperture of f/1.79 as an optical sensor. The data collected from the radar and camera sensor are applied to detection and tracking modules to obtain target tracks. The radar provides the observations of range, Doppler, and angle information. These observations are used to estimate the state of the target via extended Kalman filtering(EKF), dBscan clustering, and global nearest neighbor(GNN) association, followed by track maintenance. The optical sensor provides video frames as input and output tracks via foreground detection, blob analysis, motion-based detection, Kalman filtering, and track maintenance. The experimental result shows that combining radar and optical sensors accomplishes tracking accuracy and coherence in target detection and tracking.
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