DocumentCode
1514620
Title
Wyner-Ziv Coding Based on Multidimensional Nested Lattices
Author
Ling, Cong ; Gao, Su ; Belfiore, Jean-Claude
Author_Institution
Dept. of Electr. & Electron. Eng., Imperial Coll. London, London, UK
Volume
60
Issue
5
fYear
2012
fDate
5/1/2012 12:00:00 AM
Firstpage
1328
Lastpage
1335
Abstract
Distributed source coding addresses the compression of correlated sources without communication links among them. This paper is concerned with the Wyner-Ziv problem: coding of an information source with side information available only at the decoder in the form of a noisy version of the source. Both the problems of theoretical analysis and code design are addressed in the framework of multi-dimensional nested lattice coding. For theoretical analysis, accurate computation of the rate-distortion function is given under the high-resolution assumption, and a new upper bound using the derivative of the theta series is derived. For practical code design, several low-complexity techniques are proposed. Compared to the existing Slepian-Wolf coded nested quantization for Wyner-Ziv coding based on one or two-dimensional lattices, our proposed multi-dimensional lattice coding can offer better performance at arguably lower complexity, since it does not require the second stage of Slepian-Wolf coding.
Keywords
computational complexity; lattice theory; quantisation (signal); rate distortion theory; source coding; Slepian-Wolf coded nested quantization; Wyner-Ziv coding; distributed source coding; information source coding; low-complexity techniques; multidimensional nested lattice coding; rate-distortion function; Decoding; Generators; Lattices; Rate-distortion; Source coding; Upper bound; Distributed source coding; Wyner-Ziv coding; multi-dimensional lattices; nested lattices; rate-distortion function;
fLanguage
English
Journal_Title
Communications, IEEE Transactions on
Publisher
ieee
ISSN
0090-6778
Type
jour
DOI
10.1109/TCOMM.2012.12.110328
Filename
6198403
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