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Q-STAR: A Perceptual Video Quality Model Considering Impact of Spatial, Temporal, and Amplitude Resolutions

机译:Q-STAR:考虑空间,时间和幅度分辨率的影响的感知视频质量模型

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摘要

In this paper, we investigate the impact of spatial, temporal and amplituderesolution (STAR) on the perceptual quality of a compressed video. Subjectivequality tests were carried out on a mobile device. Seven source sequences areincluded in the tests and for each source sequence we have 27 testconfigurations generated by JSVM encoder (3 QP levels, 3 spatial resolutions,and 3 temporal resolutions), resulting a total of 189 processed video sequences(PVSs). Videos coded at different spatial resolutions are displayed at the fullscreen size of the mobile platform. Subjective data reveal that the impact ofspatial resolution (SR), temporal resolution (TR) and quantization stepsize(QS) can each be captured by a function with a single content-dependentparameter. The joint impact of SR, TR and QS can be accurately modeled by theproduct of these three functions with only three parameters. We further findthat the quality decay rates with SR and QS, respectively are independent ofTR, and likewise, the decay rate with TR is independent of SR and QS,respectively. However, there is a significant interaction between the effectsof SR and QS. The overall quality model is further validated on five otherdatasets with very high accuracy. The complete model correlates well with thesubjective ratings with a Pearson Correlation Coefficient (PCC) of 0.991.
机译:在本文中,我们研究了空间,时间和幅度分辨率(STAR)对压缩视频的感知质量的影响。在移动设备上进行了主观质量测试。测试中包括七个源序列,对于每个源序列,我们有JSVM编码器生成的27个测试配置(3个QP级别,3个空间分辨率和3个时间分辨率),总共产生了189个已处理的视频序列(PVS)。以不同空间分辨率编码的视频将以移动平台的全屏尺寸显示。主观数据表明,空间分辨率(SR),时间分辨率(TR)和量化步长(QS)的影响都可以通过具有单个与内容相关的参数的函数来捕获。只需三个参数,这三个函数的乘积就可以准确地模拟SR,TR和QS的联合影响。我们进一步发现,SR和QS的质量衰减率分别与TR无关,同样,TR的质量衰减率分别与SR和QS无关。但是,SR和QS的效果之间存在显着的相互作用。总体质量模型在其他五个数据集上以非常高的准确性进一步验证。完整模型与Pearson相关系数(PCC)为0.991的主观评分具有很好的相关性。

著录项

  • 作者

    Yen-Fu Ou; Yuanyi Xue; Yao Wang;

  • 作者单位
  • 年度 2014
  • 总页数
  • 原文格式 PDF
  • 正文语种 {"code":"en","name":"english","id":9}
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