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Crowd Monitoring Using Mobile Phones

机译:使用手机进行人群监控

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摘要

Crowd density monitoring is crucial to many applications, such as guiding tour and crowd control in commercial environments. Video or image-based solutions are high cost and cannot be applied in low-light environments. For some Radio Frequency (RF) based technologies, some people have to carry certain wireless transceivers, others also need to collect abundant fingerprint. These approaches are high cost and impractical. In this paper, we propose a crowd monitoring approach using mobile phone. Our design of crowd detection adopts clustering methods. Feature sets derive from Wi-Fi signal strength measurements. We use Bluetooth readings analyzing to estimate crowd density. We implement our design on off-the- shelf smartphones and evaluate its performance via extensive experiments in typical realworld scenes. Results of experiment verify the feasibility and the effectiveness of our proposed approach.
机译:人群密度监视对于许多应用至关重要,例如商业环境中的导游和人群控制。基于视频或图像的解决方案成本很高,因此无法在弱光环境中使用。对于某些基于射频(RF)的技术,有些人必须携带某些无线收发器,而另一些人也需要收集大量的指纹。这些方法成本高且不切实际。在本文中,我们提出了一种使用手机进行人群监控的方法。我们的人群检测设计采用聚类方法。功能集来自Wi-Fi信号强度测量。我们使用蓝牙读数分析来估计人群密度。我们在现成的智能手机上实施我们的设计,并通过在典型的现实世界场景中进行广泛的实验来评估其性能。实验结果证明了该方法的可行性和有效性。

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