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Energy-Efficient Distributed Target Tracking in Wireless Video Sensor Networks

机译:无线视频传感器网络中的高能效分布式目标跟踪

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摘要

In order to prolong the lifetime of wireless video sensor networks (WVSNs), many methods for visual target tracking are proposed to reduce the energy cost of battery-powered video sensor nodes. Focus on reducing the amounts of image data for computation and communication, this paper presents an energy-efficient method for distributed target tracking in WVSNs. The major contributions of the proposed approach are as follows. First, each activated video node uses real-time background subtraction based on balanced com-pressive sensing adaptive gaussian mixture Model for target detection. Second, targets in different views are associated by homograph projection of the position and hue histogram. Third, a Sign of Innovation based consensus filter is proposed for distributed target tracking. Experimental results show the method can effectively reduce the energy cost and achieve satisfying performance in real scenes.
机译:为了延长无线视频传感器网络(WVSN)的寿命,提出了许多视觉目标跟踪方法,以降低电池供电视频传感器节点的能源成本。着重于减少用于计算和通信的图像数据量,本文提出了一种用于WVSN的分布式目标跟踪的节能方法。提议的方法的主要贡献如下。首先,每个激活的视频节点使用基于平衡压缩感测自适应高斯混合模型的实时背景减法来进行目标检测。第二,不同视图中的目标通过位置和色调直方图的同构图投影关联。第三,提出了一种基于创新标志的共识过滤器,用于分布式目标跟踪。实验结果表明,该方法可以有效降低能耗,并在实际场景中达到满意的性能。

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