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Theoretical Analysis and Reduction of the Quantization Noise Effects in the SA-DCT

机译:SA-DCT中量化噪声效应的理论分析和降低

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We present a detailed mathematical analysis of two important problems in object-based video coders that use shape-adaptive discrete cosine transform (SA-DCT). One is the annoying mean distortion effect caused by the quantization process and the other is the quantization noise dependence on the object shape (and not only on the quantizer characteristics). A general expression for the cross-correlation matrix of the image error magnitude is presented, as well as one for the particular case of white quantization noise. In the latter case, four different implementation options are examined. We propose new strategies to minimize (or even eliminate) the two problems considered in our mathematical formulation. The results of our experiments show that the proposed scheme outperforms those obtained with other strategies described in the literature.
机译:我们提供了使用形状自适应离散余弦变换(SA-DCT)的基于对象的视频编码器中两个重要问题的详细数学分析。一个是量化过程引起的令人讨厌的平均失真效应,另一个是量化噪声对对象形状的依赖(不仅取决于量化器的特性)。给出了图像误差幅度的互相关矩阵的一种通用表达式,以及一种针对白色量化噪声的特殊情况的通用表达式。在后一种情况下,将检查四个不同的实现选项。我们提出了新的策略来最小化(甚至消除)数学公式中考虑的两个问题。我们的实验结果表明,提出的方案优于文献中描述的其他策略获得的方案。

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