Automatic PTZ Camera Control Based on Deep-Q Network in Video Surveillance System
Automatic PTZ Camera Control Based on Deep-Q Network in Video Surveillance System
复制标题
视频监控系统中基于Deep-Q网络的自动PTZ摄像机控制
DOI：
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发表时间：
2019
期刊：
影响因子：
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通讯作者：
Sungjoo Park
中科院分区：
文献类型：
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作者：
Dongchil Kim;Kyoungman Kim;Sungjoo Park
近年来，云台摄像机在视频监控系统中得到了广泛的应用。然而，要根据监控区域内的运动对象自动控制PTZ摄像机是困难的。为提高视频监控系统中异常行为的识别准确率，提出了一种基于深度Q网络的摄像机自动控制方法。为了生成PTZ摄像机控制值，该方法利用从视频分析系统接收到的对象的位置和大小信息。通过实现结果，该方法可以根据运动目标自动控制PTZ摄像机。
Recently, Pan/Tilt/Zoom (PTZ) camera has been widely used in video surveillance systems. However, it is difficult to automatically control PTZ cameras according to moving objects in the surveillance area. This paper proposes an automatic camera control method based on a Deep-Q Network (DQN) for improving the recognition accuracy of anomaly actions in the video surveillance system. To generate PTZ camera control values, the proposed method uses the position and size information of the object which received from the video analysis system. Through implementation results, the proposed method can automatically control the PTZ camera according to moving objects.