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A Video Quality Assessment Metric Based on Human Visual System

机译:基于人眼视觉系统的视频质量评估指标

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摘要

It is important for practical application to design an effective and efficient metric for video quality. The most reliable way is by subjective evaluation. Thus, to design an objective metric by simulating human visual system (HVS) is quite reasonable and available. In this paper, the video quality assessment metric based on visual perception is proposed. Three-dimensional wavelet is utilized to decompose video and then extract features to mimic the multichannel structure of HVS. Spatio-temporal contrast sensitivity function (S-T CSF) is employed to weight coefficient obtained by three-dimensional wavelet to simulate nonlinearity feature of the human eyes. Perceptual threshold is exploited to obtain visual sensitive coefficients after S-TrnCSF filtered. Visual sensitive coefficients are normalized representation and then visual sensitive errors are calculated between reference and distorted video. Finally, temporal perceptual mechanism is applied to count values of video quality for reducing computational cost. Experimental results prove the proposed method outperforms the most existing methods and is comparable to LHS and PVQM.
机译:对于实际应用而言,设计有效且高效的视频质量指标非常重要。最可靠的方法是通过主观评估。因此,通过模拟人类视觉系统(HVS)设计客观指标是相当合理且可行的。本文提出了一种基于视觉感知的视频质量评估指标。利用三维小波分解视频,然后提取特征以模仿HVS的多通道结构。将时空对比度敏感度函数(S-T CSF)用于三维小波获得的权重系数,以模拟人眼的非线性特征。在S-TrnCSF滤波后,利用感知阈值获得视觉敏感系数。视觉敏感度系数是归一化的表示形式,然后计算参考视频和失真视频之间的视觉敏感度误差。最后,将时间感知机制应用于视频质量的计数值以减少计算成本。实验结果证明,该方法优于大多数方法,可与LHS和PVQM媲美。

著录项

  • 来源
    《Cognitive computation》 |2010年第2期|P.120-131|共12页
  • 作者单位

    School of Electronic Engineering, Xidian University, Xi'an 710071, Shaanxi, People's Republic of China;

    rnCenter for OPTical IMagery Analysis and Learning (OPTIMAL), State Key Laboratory of Transient Optics and Photonics, Xi'an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi'an 710119, Shaanxi, People's Republic of China;

    rnSchool of Electronic Engineering, Xidian University, Xi'an 710071, Shaanxi, People's Republic of China;

    rnSchool of Electronic Engineering, Xidian University, Xi'an 710071, Shaanxi, People's Republic of China;

    rnSchool of Electronic Engineering, Xidian University, Xi'an 710071, Shaanxi, People's Republic of China;

    School of Computer Engineering, Nanyang Technological University, Singapore, Singapore;

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

    video quality assessment; human visual system; three-dimensional wavelet; contrast sensitivity; temporal perceptual mechanism;

    机译:视频质量评估;人类视觉系统三维小波对比敏感度时间知觉机制;

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