DocumentCode
2707558
Title
n-channel symmetric multiple-description lattice vector quantization
Author
Østergaard, Jan ; Jensen, Jesper ; Heusdens, Richard
Author_Institution
Delft Univ. of Technol., Netherlands
fYear
2005
fDate
29-31 March 2005
Firstpage
378
Lastpage
387
Abstract
We derive analytical expressions for the central and side quantizers in an n-channel symmetric multiple-description lattice vector quantizer which, under high-resolution assumptions, minimize the expected distortion subject to entropy constraints on the side descriptions for given packet-loss probabilities. The performance of the central quantizer is lattice dependent whereas the performance of the side quantizers is lattice independent. In fact the normalized second moments of the side quantizers are given by that of an L-dimensional sphere. Furthermore, our analytical results reveal a simple way to determine the optimum number of descriptions. We verify theoretical results with numerical experiments and show that with a packet-loss probability of 5%, a gain of 9.1 dB in MSE over state-of-the-art two-description systems can be achieved when quantizing a two-dimensional unit-variance Gaussian source using a total bit budget of 15 bits/dimension and using three descriptions. With 20% packet loss, a similar experiment reveals an MSE reduction of 10.6 dB when using four descriptions.
Keywords
Gaussian distribution; entropy codes; mean square error methods; minimisation; rate distortion theory; vector quantisation; L-dimensional sphere; MSE; central quantizers; distortion minimization; entropy constraints; lattice vector quantization; n-channel vector quantization; normalized second moments; packet-loss probability; performance; side quantizers; symmetric multiple-description quantization; two-dimensional Gaussian source; unit-variance Gaussian source; Data compression; Decoding; Entropy; Gain; Lattices; Rate-distortion; Vector quantization;
fLanguage
English
Publisher
ieee
Conference_Titel
Data Compression Conference, 2005. Proceedings. DCC 2005
ISSN
1068-0314
Print_ISBN
0-7695-2309-9
Type
conf
DOI
10.1109/DCC.2005.56
Filename
1402199
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