Colored-Gaussian Multiple Descriptions: Spectral and Time-Domain Forms

被引:5
|
作者
Ostergaard, Jan [1 ]
Kochman, Yuval [2 ]
Zamir, Ram [3 ]
机构
[1] Aalborg Univ, Dept Elect Syst, DK-9220 Aalborg, Denmark
[2] Hebrew Univ Jerusalem, Sch Comp Sci & Engn, IL-91904 Jerusalem, Israel
[3] Tel Aviv Univ, Dept Elect Engn Syst, IL-69978 Tel Aviv, Israel
关键词
Multiple-description coding; rate-distortion theory; predictive coding; noise shaping; delta-sigma quantization; optimization; KKT optimality conditions; PREDICTION; RATES;
D O I
10.1109/TIT.2015.2513773
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
It is well known that Shannon's rate-distortion function (RDF) in the colored quadratic Gaussian (QG) case can be parametrized via a single Lagrangian variable (the water level in the reverse water filling solution). In this paper, we show that the symmetric colored QG multiple description (MD) RDF in the case of two descriptions can be parametrized in the spectral domain via two Lagrangian variables, which control the tradeoff between the side distortion, the central distortion, and the coding rate. This spectral-domain analysis is complemented by a time-domain scheme-design approach: we show that the symmetric colored QG MD RDF can be achieved by combining ideas of delta-sigma modulation and differential pulse-code modulation. In particular, two source prediction loops, one for each description, are embedded within a common noise-shaping loop, whose parameters are explicitly found from the spectral-domain characterization.
引用
收藏
页码:5465 / 5483
页数:19
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