有损源编码的乐高积木方法

Nadim Ghaddar, Shouvik Ganguly, Lele Wang, Young-Han Kim
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引用次数: 1

摘要

有损源编码问题的编码方案是从设计用于对称信道的点对点信道编码开始开发的。根据点对点信道码的参数,推导了编码方案的平均失真边界。假设组成信道码在解码函数的速率、错误率和输入输出分布等方面满足一定的性质,则不考虑编码的其他性质,保证编码的性能。此外,还证明了所提出的编码方案在构成码是速率最优的情况下可以达到速率失真的边界。这将允许在有损源代码的实际实现中利用商业现成的点对点对称信道代码。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Lego- Brick Approach to Lossy Source Coding
Coding schemes for the lossy source coding problem are developed starting from point-to-point channel codes that are designed for symmetric channels. Bounds on the attained average distortion of the coding schemes are derived in terms of the parameters of the point-to-point channel codes. Assuming that the constituent channel codes satisfy some properties on the rate, the error probability and the input-output distribution of the decoding functions, the performance guarantees hold irrespective of other properties of the codes. Moreover, it is shown that the proposed coding schemes achieve the rate-distortion bound, provided that the constituent codes are rate-optimal. This would allow one to leverage commercial off-the-shelf codes for point-to-point symmetric channels in the practical implementation of lossy source codes.
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