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An Intelligent Virtual Fence Security System for the Detection of People Invading

机译:一种用于人员入侵检测的智能虚拟栅栏安全系统

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摘要

This work proposes an intelligent and interactive virtual fence system for security management in a danger-or accident-prone area. The proposed system is designed to be realized in an outdoor and wide-area park. With the proposed system, users can visually and arbitrarily define the polygonic alert area for the sake of security. The Gaussian Mixture Model (GMM) and AdaBoost algorithms are modified and integrated in this work to provide a robust human detection. As soon as the invading people is detected and located in the interior of the alert area, the proposed system will immediately alarm the security guards by MMS of cellular networks or a customized App installed in smart phones. Besides, this work also proposes a sliding-window based alarm mechanism to practically and robustly improve the detection rate and reduce the false alarm rate of detection. The experimental results will demonstrate that the proposed system can be indeed applied in a real field and provide a satisfied performance.
机译:这项工作提出了一种智能和交互式的虚拟围栏系统,用于危险或事故多发地区的安全管理。拟议的系统旨在在室外和广域公园中实现。借助所提出的系统,出于安全考虑,用户可以在视觉上任意定义多边形警报区域。高斯混合模型(GMM)和AdaBoost算法经过修改和集成,可提供可靠的人体检测功能。一旦检测到入侵者并将其放置在警报区域内部,建议的系统将立即通过蜂窝网络的MMS或安装在智能手机中的定制App来警告安全卫士。此外,该工作还提出了一种基于滑动窗口的报警机制,以切实有效地提高检测率,降低检测的误报率。实验结果表明,所提出的系统可以确实地应用于实际领域并提供令人满意的性能。

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