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Game theory based no-reference perceptual quality assessment for stereoscopic images

机译:基于博弈论的立体图像无参考感知质量评估

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摘要

In this paper, a no-reference perceptual quality assessment for stereoscopic image is proposed. Inspired by the binocular rivalry mechanism, the observation annoyance perception is explained as a bargain process. Game theory is exploited to model the rivalry of the left eye and right eye. The relation between annoyance perception with binocular disparity is further demonstrated and an annoyance map is calculated to simulate the observer perception. Then, with the consideration of the properties of HVS, the edge map and a saliency map are used to adjust the annoyance map. Finally, Minkowski pooling and multi-scale strategy are applied to compute the final score. We use the EPFL database to validate the proposed metric. The experimental results show that the final objective scores have a high degree of consistency with the subjective scores.
机译:本文提出了一种无参考的立体图像感知质量评估方法。受双目竞争机制的启发,观察者烦恼感被解释为讨价还价的过程。利用博弈论来模拟左眼和右眼的竞争。进一步证明了烦恼感与双眼视差之间的关系,并计算了烦恼图以模拟观察者的感官。然后,考虑到HVS的属性,使用边缘图和显着图来调整烦恼图。最后,应用Minkowski合并和多尺度策略来计算最终分数。我们使用EPFL数据库来验证建议的指标。实验结果表明,最终的客观评分与主观评分具有高度的一致性。

著录项

  • 来源
    《Journal of supercomputing》 |2015年第9期|3337-3352|共16页
  • 作者单位

    Harbin Inst Technol, Dept Comp Sci & Technol, Harbin 150006, Peoples R China;

    Univ Auckland, Auckland 1, New Zealand;

    Natl Cheng Kung Univ, Dept Elect Engn, Tainan 70101, Taiwan;

    Harbin Inst Technol, Dept Comp Sci & Technol, Harbin 150006, Peoples R China;

    Harbin Inst Technol, Dept Comp Sci & Technol, Harbin 150006, Peoples R China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    No-reference; Disparity; Binocular rivalry; Game theory;

    机译:无参照;差异;双目竞争;博弈论;

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