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Audiovisual quality of live music streaming over mobile networks using MPEG-DASH

机译:使用MPEG-DASH通过移动网络流过大型现场音乐的视听质量

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摘要

The MPEG-DASH protocol has been rapidly adopted by most major network content providers and enables clients to make informed decisions in the context of HTTP streaming, based on network and device conditions using the available media representations. A review of the literature on adaptive streaming over mobile shows that most emphasis has been on adapting the video quality whereas this work examines the trade-off between video and audio quality. In particular, subjective tests were undertaken for live music streaming over emulated mobile networks with MPEG-DASH. A group of audio/video sequences was designed to emulate varying bandwidth arising from network congestion, with varying trade-off between audio and video bit rates. Absolute Category Rating was used to evaluate the relative impact of both audio and video quality in the overall Quality of Experience (QoE). One key finding from the statistical analysis of Mean Opinion Scores (MOS) results using Analysis of Variance indicates that providing reduced audio quality has a much lower impact on QoE than reducing video quality at similar total bandwidth situations. This paper also describes an objective model for audiovisual quality estimation that combines the outcomes from audio and video metrics into a joint parametric model. The correlation between predicted and subjective MOS was computed using several outcomes (Pearson and Spearman correlation coefficients, Root Mean Square Error (RMSE) and epsilon-insensitive RMSE). The obtained results indicate that the proposed approach is a viable solution for objective audiovisual quality assessment in the context of live music streaming over mobile network.
机译:MPEG-DASH协议已被大多数主要网络内容提供商迅速采用,并使客户端基于使用可用媒体表示的网络和设备条件的网络和设备条件在HTTP流的上下文中进行明智的决策。对移动媒体自适应流媒体的文献综述,大多数重点都在调整视频质量,而这项工作审查了视频和音频质量之间的权衡。特别地,主主观测试是为使用MPEG-DASH的模拟移动网络流过上的现场音乐。设计了一组音频/视频序列以模拟网络拥塞产生的不同带宽,音频和视频比特率之间的折衷具有不同的权衡。绝对类别评级用于评估音频和视频质量的相对影响在整体体验质量(QoE)中。使用方差分析的平均意见分数(MOS)结果的统计分析的一个关键指出​​,提供了减少的音质对QoE的影响远下降,而不是在类似的总带宽情况下降低视频质量。本文还描述了一种视听质量估计的客观模型,其将来自音频和视频度量的结果与关节参数模型相结合。使用若干结果(Pearson和Spearman相关系数,根均方误差(RMSE)和epsilon不敏感Rmse计算预测和主观MOS之间的相关性。所获得的结果表明,该方法是在移动网络上现场音乐的背景下实现客观视听质量评估的可行解决方案。

著录项

  • 来源
    《Multimedia Tools and Applications》 |2020年第34期|24595-24619|共25页
  • 作者单位

    Instituto de Telecomunicacoes and Universidade da Beira Interior Covilha Portugal;

    Department of Multimedia and Information-Communication Technology University of Zilina Zilina Slovakia;

    School of Computer Science National University of Ireland Galway Republic of Ireland;

    Instituto de Telecomunicacoes and Universidade da Beira Interior Covilha Portugal;

    Instituto de Telecomunicacoes and Universidade da Beira Interior Covilha Portugal;

    Instituto de Telecomunicacoes and Universidade da Beira Interior Covilha Portugal;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    MPEG-DASH; QoE; Multimedia broadcasting; Mobile TV;

    机译:mpeg-dash;QoE;多媒体广播;移动电视;

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