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A fast and HEVC-compatible perceptual video coding scheme using a transform-domain Multi-Channel JND model

机译:使用变换域多通道JND模型的快速且兼容HEVC的感知视频编码方案

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摘要

Coding optimization methods incorporating the just noticeable distortion (JND) model, called perceptual video coding (PVC), have drawn much attention in recent years for better video coding performance. To further remove perceptual redundancy in every channel and improve the coding performance, this paper proposes a fast PVC scheme in the latest High Efficiency Video Coding (HEVC) framework based on our proposed variable block-size transform-domain multi-channel JND model. Firstly, through extensive experiments, we find out for the first time that the contrast masking (CM) effects for chroma channels show a lowpass property in frequency, which differs from the luma channel that has a bypass property. Based on this observation, CM effects in chroma blue (Cb) and chroma red (Cr) channels are modeled as a continuous function for variable-sized blocks, respectively. Secondly, since different characteristics of the human visual system (HVS) exhibit quite distinct effects in luma and chroma channels and effects in chroma channels were not well explored, we develop a new JND model through comprehensive consideration for both luma and chroma channels of five typical HVS effects, with especial focus on parameterized modeling of chroma channels in each effect. Finally, to incorporate the proposed JND model into the latest HEVC coding framework, a multi-channel coefficients suppression method based on JND thresholds and quantization parameter (QP) ranges is proposed in the transform and quantization process, which can decrease the computational complexity. Extensive experimental results show that the proposed PVC scheme implemented in HEVC reference software (HM15.0) can yields significant bit saving of up to 25.91% and on average 9.42% with similar subjective quality, compared to HM15.0, and consistently outperforms two PVC schemes with much reduced bitrate and complexity overhead.
机译:近年来,结合了刚刚明显的失真(JND)模型的编码优化方法(称为感知视频编码(PVC))引起了人们的广泛关注,以实现更好的视频编码性能。为了进一步消除每个通道中的感知冗余并提高编码性能,本文基于我们提出的可变块大小变换域多通道JND模型,在最新的高效视频编码(HEVC)框架中提出了一种快速PVC方案。首先,通过广泛的实验,我们首次发现色度通道的对比度掩盖(CM)效果在频率上显示出低通特性,这与具有旁路特性的亮度通道不同。基于此观察结果,分别将色度蓝(Cb)和色度红(Cr)通道中的CM效果建模为可变大小块的连续函数。其次,由于人类视觉系统(HVS)的不同特征在亮度和色度通道中表现出截然不同的效果,并且没有很好地探索色度通道中的效果,因此,我们通过综合考虑五个典型的亮度和色度通道来开发新的JND模型HVS效果,尤其着重于每种效果中色度通道的参数化建模。最后,为了将提出的JND模型纳入最新的HEVC编码框架,在变换和量化过程中提出了一种基于JND阈值和量化参数(QP)范围的多通道系数抑制方法,可以降低计算复杂度。大量的实验结果表明,与HM15.0相比,在HEVC参考软件(HM15.0)中实施的拟议PVC方案在主观质量相似的情况下,可以节省高达25.91%的显着位,平均节省9.42%,并且始终优于两个PVC降低比特率和复杂性开销的方案。

著录项

  • 来源
    《Multimedia Tools and Applications》 |2018年第10期|12777-12803|共27页
  • 作者单位

    Beijing Key Laboratory of Digital Media, School of Computer Science and Engineering, Beihang University;

    Beijing Key Laboratory of Digital Media, School of Computer Science and Engineering, Beihang University,State Key Laboratory of Virtual Reality Technology and Systems, Beihang University;

    Beijing Key Laboratory of Digital Media, School of Computer Science and Engineering, Beihang University,State Key Laboratory of Virtual Reality Technology and Systems, Beihang University;

    Beijing Key Laboratory of Digital Media, School of Computer Science and Engineering, Beihang University;

    Beijing Key Laboratory of Digital Media, School of Computer Science and Engineering, Beihang University;

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

    Just noticeable distortion (JND); Perceptual video coding (PVC); High efficiency video coding (HEVC);

    机译:仅有明显的失真(JND);感知视频编码(PVC);高效视频编码(HEVC);

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