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首页> 外文期刊>IEEE Transactions on Information Theory >Optimal subband filter banks for multiple description coding
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Optimal subband filter banks for multiple description coding

机译:用于多描述编码的最佳子带滤波器组

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摘要

Multiple description coding refers to the encoding of an information source into multiple bit streams, in a manner that each bit stream independently represents a "coarse" description of the source, while multiple descriptions jointly convey a higher fidelity source representation. Thus multiple description coding allows enhanced resilience to loss of individual descriptions, and can be viewed as a form of source-based diversity coding. This paper addresses the design of subband filter banks to optimize the rate-distortion performance of multiple description subband coding. The problem is formulated in a Lagrangian optimization framework, and is solved directly in the frequency domain to produce the optimal filter spectral responses. By varying the Lagrangian parameter, our design obtains all points on the redundancy-distortion curve for Gaussian wide-sense stationary input processes. We consider the cases of both orthonormal and more general biorthogonal filter banks. We also analyze the connections between these two solutions, and quantify the gap in their optimal performance. Application of the proposed methods to the popular first-order autoregressive (AR(1)) model yields very interesting and insightful results. In the two extreme cases of maximum and minimum redundancy, our solutions degenerate to previously known results. Finally, comparisons with popularly deployed filter banks reveal large gaps from the theoretical performance bound.
机译:多描述编码是指将信息源编码为多个位流,方式是每个位流独立表示源的“粗略”描述,而多个描述共同传达更高保真度的源表示。因此,多描述编码允许增强的弹性以防止丢失各个描述,并且可以被视为基于源的分集编码的一种形式。本文讨论了子带滤波器组的设计,以优化多描述子带编码的码率失真性能。该问题在拉格朗日优化框架中提出,并在频域中直接解决,以产生最佳滤波器频谱响应。通过改变拉格朗日参数,我们的设计获得了高斯广义固定输入过程的冗余度-失真曲线上的所有点。我们考虑正交和更​​一般的双正交滤波器组的情况。我们还将分析这两种解决方案之间的联系,并量化其最佳性能方面的差距。提议的方法在流行的一阶自回归(AR(1))模型中的应用产生了非常有趣和有见地的结果。在最大和最小冗余的两种极端情况下,我们的解决方案退化为以前已知的结果。最后,与普遍部署的滤波器组的比较显示出与理论性能界限之间的巨大差距。

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