SIA:基于分段重要性的HTTP动态自适应流的速率适应

Yi Zheng, Yumei Wang, Yu Liu
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摘要

当前,基于HTTP的动态自适应流媒体技术(Dynamic Adaptive Streaming over HTTP, DASH)作为一种日益流行的视频流技术出现在互联网上。为了确定适合DASH视频播放器的最佳比特率,已经提出了多种速率自适应算法。在不同的实际应用中,并非所有的视频片段对用户的重要性都是一样的。然而,这些现有的速率自适应算法都没有考虑片段的重要性。本文提出了一种基于段重要性的DASH速率自适应(SIA)算法,该算法不仅考虑了网络带宽和客户端视频缓冲,而且考虑了段重要性。为了评估SIA在不同带宽条件下的性能,分别在不同的固定带宽和可用带宽变化值下进行了实验。结果表明,与基于缓冲的速率自适应(BBA)[6]和段感知速率自适应(SARA)算法[11]相比,SIA在低固定带宽和可用带宽变化下,在保持其他客观QoE指标性能的同时,取得了重要段(ABIS)平均比特率的可观增益。我们还验证了在一定范围内,SIA中重要段百分比的增加会导致ABIS的减少和视频再缓冲时间的增加。
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SIA: Segment importance based rate adaptation for Dynamic Adaptive Streaming over HTTP
Nowadays, Dynamic Adaptive Streaming over HTTP (DASH) emerges as an increasingly popular video streaming technology on the Internet. And many rate adaptation algorithms have been proposed to decide the best bitrate for DASH video players. In different real applications, not all the video segments are of same importance for users. However, none of these existing rate adaptation algorithms takes segment importance into consideration. In this paper, we propose a segment importance based rate adaptation (SIA) algorithm for DASH, which not only considers the network bandwidth and the client video buffer but also takes segment importance into account. To evaluate the performance of SIA under different bandwidth conditions, experiments are conducted under both different values of fixed bandwidth and available bandwidth variations. And results show that SIA achieves a considerable gain for the average bitrate for important segments (ABIS) under low fixed bandwidth and available bandwidth variations while keeping comparable performance of other objective QoE metrics compared to the buffer-based rate adaptation (BBA) [6] and the segment-aware rate adaptation (SARA) algorithm [11]. We also validate that in a certain range, the increment of the percentage of important segments in SIA will lead to the decrement of ABIS and the increment of the duration of video rebuffering.
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