自适应分布式视频监控系统

Alexander Khelvas, Darya Demyanova, Alexander Gilya-Zetinov, Egor Konyagin, R. Khafizov, R. Pashkov
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引用次数: 1

摘要

视频监控系统是现代应急管理解决方案的主要多用途视频数据源。随着其复杂性和图像质量的增长,对数据交换通道、存储和处理单元的要求也越来越高。同时,广泛的神经网络成为图像分析的通用工具。这种算法需要部署强大的hpc级服务器设备。本文提出了一种新的自适应方法,用于分散环境下的视频数据存储和事件驱动视频处理,为现代应急管理提供解决方案。所提出的解决方案已在从各种来源收集的不同视频数据阵列上进行了测试。这些来源包括城市视频监控系统,超市视频监控系统等。对于列出的每个例子,基于视频处理和事件管理开发了一个离散动态模型。我们的研究产生了一种基于分布式视频处理、3D场景重建和战术态势检测的新的数据收集和分析方法。
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Adaptive distributed video surveillance system
Video surveillance systems are a major multipurpose video data source for modern emergency management solutions. As their complexity and image quality grows, the requirements for data exchange channels, storage and processing units are becoming much more demanding.Simultaneously, a wide range of neural networks becomes a universal instrument for image analysis. Such algorithms require deployment of powerful HPC-class server equipment.In this article, we propose a new adaptive approach to decentralized environment for video data storage and event-driven video processing for modern emergency management solution.The proposed solutions have been tested on different arrays of video data collected from various sources. These sources include city video surveillance systems, supermarket video surveillance systems, etc.For each of the listed examples, a discrete dynamic model has been developed based on video processing and event management.Our research resulted in a new data collection and analysis approach based on distributed video processing, reconstruction of 3D scenes and tactical situations detection.
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