The duality between information embedding and source coding with side information and some applications

被引:107
作者
Barron, RJ [1 ]
Chen, B [1 ]
Wornell, GW [1 ]
机构
[1] MIT, Dept Elect Engn & Comp Sci, Cambridge, MA 02139 USA
基金
美国国家科学基金会;
关键词
coding with side information; data hiding; digital watermarking; hybrid coding and transmission; information embedding; joint source-channel coding; Slepian-Wolf coding; Wyner-Ziv coding;
D O I
10.1109/TIT.2003.810639
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Aspects of the duality between the information-embedding problem and the Wyner-Ziv problem of source coding with side information at the decoder are developed and used to establish a spectrum new results on these and related problems, with implications for a number of important applications. The single-letter characterization of the information-embedding problem is developed and related to the corresponding characterization of the Wyner-Ziv problem, both of which correspond to optimization of a common mutual information difference. Dual variables and dual Markov conditions are identified, along with the dual role of noise and distortion in the two problem's. For a Gaussian context with quadratic distortion metric, a geometric interpretation of the duality is, developed. From such insights, we develop a capacity-achieving information-embedding system based on nested lattices. We show the resulting encoder-decoder has precisely the same decoder-encoder structure as the corresponding Wyner-Ziv system based on nested lattices that achieves the rate-distortion limit. For a binary context with Hamming distortion metric, the information-embedding capacity is developed, along with its relationship to the corresponding Wyner-Ziv rate-distortion function. In turn, an information-embedding system for this case based on nested, linear codes is constructed having an encoder-decoder that is identical to the decoder-encoder structure for the corresponding system that achieves the Wyner-Ziv rate-distortion limit. Finally, based on these results, a simple layered joint source-channel coding system is developed with a perfectly symmetric encoder-decoder structure. Its application and performance is discussed in a broadcast setting in which there is a need to control the fidelity experienced by different receivers. Among other results, we show that such systems and their multilayer extensions retain attractive optimality, properties, in the Gaussian-quadratic case, but not in the binary-Hamming case.
引用
收藏
页码:1159 / 1180
页数:22
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