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GCC-β: Improving Interactive Live Video Streaming via an Adaptive Low-Latency Congestion Control

机译:GCC-β:通过自适应低延迟拥塞控制改善交互式实时视频流

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Google congestion control (GCC) is the de-facto standard for web real-time communications (WebRTC) applications and has been implemented in mainstream browsers including Chrome and Firefox. While GCC is designed to achieve high video bit-rate and low latency simultaneously, we find that GCC's performance is far from satisfactory particularly under good network conditions. In particular, we collect a GCC trace dataset with over 1.18 million sessions from a major crowd-sourced live video streaming service provider. We perform in-depth analytics using the dataset, which shows that the sending video bit-rate unnecessarily experiences frequent rollbacks caused by minor fluctuation of transmission delay. To address the issue, we propose a mechanism called GCC-β, which can distinguish normal network fluctuation from real network congestion, and then adaptively sends appropriate bitrates. We implement GCC-β in the WebRTC framework and evaluate its performance using test-bed experiments. The results show that GCC-β is able to avoid up to 90% unnecessary bitrate rollbacks.
机译:谷歌拥塞控制(GCC)是Web实时通信(WebRTC)应用程序的De-Facto标准,并在包括Chrome和Firefox的主流浏览器中实现。虽然GCC旨在同时实现高视频比特率和低延迟,但我们发现GCC的性能远非令人满意,特别是在良好的网络条件下。特别是,我们收集了一个GCC跟踪数据集,来自主要人群源性视频流服务提供商超过1180万次会话。我们使用DataSet执行深入的分析,这表明发送视频比特率不必要地经历由传输延迟的轻微波动引起的频繁回滚。为了解决问题,我们提出了一种称为GCC-β的机制,可以将正常的网络波动与真实网络拥塞区分开,然后自适应地发送适当的比特率。我们在WebRTC框架中实施GCC-β并使用试验床实验评估其性能。结果表明,GCC-β能够避免高达90%不必要的比特率回滚。

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