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Joint Source and Channel Rate Allocation over Noisy Channels in a Vehicle Tracking Multimedia Internet of Things System

机译:在车辆跟踪多媒体互联网上的嘈杂渠道的联合源和信道速率分配

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摘要

As an emerging type of Internet of Things (IoT), multimedia IoT (MIoT) has been widely used in the domains of healthcare, smart buildings/homes, transportation and surveillance. In the mobile surveillance system for vehicle tracking, multiple mobile camera nodes capture and upload videos to a cloud server to track the target. Due to the random distribution and mobility of camera nodes, wireless networks are chosen for video transmission. However, the tracking precision can be decreased because of degradation of video quality caused by limited wireless transmission resources and transmission errors. In this paper, we propose a joint source and channel rate allocation scheme to optimize the performance of vehicle tracking in cloud servers. The proposed scheme considers the video content features that impact tracking precision for optimal rate allocation. To improve the reliability of data transmission and the real-time video communication, forward error correction is adopted in the application layer. Extensive experiments are conducted on videos from the Object Tracking Benchmark using the H.264/AVC standard and a kernelized correlation filter tracking scheme. The results show that the proposed scheme can allocate rates efficiently and provide high quality tracking service under the total transmission rate constraints.
机译:作为一种新兴类型的物联网(物联网),多媒体物联网(MIOT)已广泛用于医疗保健,智能建筑/家园,运输和监测领域。在车辆跟踪的移动监控系统中,多个移动摄像头节点捕获并将视频捕获到云服务器以跟踪目标。由于相机节点的随机分配和移动性,选择无线网络用于视频传输。然而,由于通过有限的无线传输资源和传输误差引起的视频质量的降低,可以降低跟踪精度。在本文中,我们提出了一个联合源和信道速率分配方案,以优化云服务器中车辆跟踪的性能。所提出的方案考虑了影响跟踪精度以获得最佳速率分配的视频内容功能。为了提高数据传输的可靠性和实时视频通信,应用层采用前向纠错。广泛的实验是在使用H.264 / AVC标准的对象跟踪基准测试的视频上进行的,以及核化相关滤波器跟踪方案。结果表明,该方案可以在总传输速率约束下有效地分配速率并提供高质量的跟踪服务。

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