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Sequential coding of correlated sources

机译:相关源的顺序编码

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We study a generalization of the successive refinement coding problem called the sequential coding of correlated sources. In successive refinement source coding one first describes the given source using a few bits of information, and then subsequently improves the description of the same source when more information is supplied. Sequential coding differs from successive refinement in that the second-stage encoding involves describing a correlated source as opposed to improving the description of the same source. We introduce the notion of a coupled fidelity criterion to quantify perceived distortion in certain applications of sequential coding. We characterize the achievable rate region for this source coding problem and show that the rate region reduces to the successive refinement rate region when the two sources are the same. Then we consider the specific case of a pair of correlated Gaussian sources as an example. We give an explicit characterization that reveals an interesting generalization of a property of successive refinement of a single Gaussian source.
机译:我们研究了连续精化编码问题的一般化,称为相关源的顺序编码。在连续的改进源编码中,首先使用少量信息描述给定源,然后在提供更多信息时改进对同一源的描述。顺序编码与连续改进的不同之处在于,第二阶段编码涉及描述相关的源,而不是改进相同源的描述。我们介绍了耦合保真度标准的概念,以量化在顺序编码的某些应用中感知到的失真。我们表征了此源编码问题可实现的速率区域,并表明当两个源相同时,速率区域减小为连续的细化速率区域。然后我们以一对相关的高斯源的具体情况为例。我们给出了一个明确的表征,揭示了对单个高斯源的逐次细化特性的有趣概括。

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