DocumentCode :
771711
Title :
Optimal filter banks for multiple description coding: analysis and synthesis
Author :
Dragotti, Pier Luigi ; Servetto, Sergio D. ; Vetterli, Martin
Author_Institution :
Audio-Visual Commun. Lab., Swiss Fed. Inst. of Technol., Lausanne, Switzerland
Volume :
48
Issue :
7
fYear :
2002
fDate :
7/1/2002 12:00:00 AM
Firstpage :
2036
Lastpage :
2052
Abstract :
Multiple description (MD) coding is a source coding technique for information transmission over unreliable networks. In MD coding, the coder generates several different descriptions of the same signal and the decoder can produce a useful reconstruction of the source with any received subset of these descriptions. In this paper, we study the problem of MD coding of stationary Gaussian sources with memory. First, we compute an approximate MD rate distortion region for these sources, which we prove to be asymptotically tight at high rates. This region generalizes the MD rate distortion region of El Gamal and Cover (1982), and Ozarow (1980) for memoryless Gaussian sources. Then, we develop an algorithm for the design of optimal two-channel biorthogonal filter banks for MD coding of Gaussian sources. We show that optimal filters are obtained by allocating the redundancy over frequency with a reverse "water-filling" strategy. Finally, we present experimental results which show the effectiveness of our filter banks in the low complexity, low rate regime
Keywords :
FIR filters; Gaussian processes; channel bank filters; circuit optimisation; decoding; memoryless systems; network analysis; rate distortion theory; signal reconstruction; source coding; FIR filters; MD-DPCM system; approximate MD rate distortion region; approximate finite impulse response solutions; decoder; information transmission; low complexity regime; low rate regime; memory; memoryless Gaussian sources; multiple description coding; optimal two-channel biorthogonal filter banks; perfect reconstruction filter banks; redundancy; reverse water-filling; source coding; source reconstruction; stationary Gaussian sources; unreliable networks; Algorithm design and analysis; Channel bank filters; Decoding; Filter bank; Information analysis; Laboratories; Network synthesis; Rate-distortion; Signal generators; Source coding;
fLanguage :
English
Journal_Title :
Information Theory, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9448
Type :
jour
DOI :
10.1109/TIT.2002.1013142
Filename :
1013142
Link To Document :
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