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Camera Handoff with Adaptive Resource Management for Multi-camera Multi-target Surveillance

机译:用于多摄像机多目标监控的相机切换,具有自适应资源管理

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Camera handoff is a crucial step to generate a continuously tracked and consistently labeled trajectory of the object of interest in multi-camera surveillance systems. Most existing camera handoff algorithms concentrate on data association, namely consistent labeling, where images of the same object are matched across different cameras. However, most real-time object tracking systems see a decrease in the system's frame rate as the number of tracked objects increases. To address this issue, we propose to incorporate an adaptive resource management mechanism into camera handoff.  In so doing, cameras’ resources can be dynamically allocated to multiple objects according to their priorities and hence the required minimum frame rate can be maintained.  Experimental results illustrate that the proposed camera handoff algorithm is capable of maintaining a constant frame rate and of achieving a substantially improved handoff success rate by approximately 20% in comparison with the algorithm presented by Khan and Shah.
机译:相机切换是一种重要的步骤,用于生成在多摄像机监控系统中的兴趣对象的连续跟踪和一致标记的轨迹。大多数现有的相机切换算法集中在数据关联上,即一致标记,其中相同对象的图像匹配在不同的相机上。但是,大多数实时对象跟踪系统会随着跟踪对象的数量增加而下降系统的帧速率。为解决此问题,我们建议将自适应资源管理机制纳入相机切换。这样,可以根据其优先级地将相机的资源动态分配给多个对象,因此可以保持所需的最小帧速率。实验结果表明,与Khan和Shah呈现的算法相比,所提出的相机切换算法能够保持恒定帧速率和实现显着提高的切换成功率约20%。

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