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We propose a near optimal, asymmetrical, low complexity, block-based arithmetic coding algorithm for the prediction residuals produced by lossless or lossy audio compression algorithms. The analysis of real-world prediction residuals motivates the use of a modified two-sided continuous generalized Gaussian distribution, pdf(x)=c(p,s)*exp[-(|x|/s)^p], which is mapped to a discrete distribution. Closed form formulas and fast numerical estimates for the block parameters (p,s) are derived. Using a distribution property, precomputed probability tables are obtained for different values of p, independent of s. The compression performance is within 0.2% of a high complexity, symmetrical coder. For very low complexity codes, an alternate coding algorithm is also proposed, employing only bit output, with comparable performance.
Author (s): Ghido, Florin;
Affiliation:
University Politehnica of Bucharest
(See document for exact affiliation information.)
AES Convention: 118
Paper Number:6487
Publication Date:
2005-05-06
Session subject:
Audio Recording and Reproduction; High Resolution Audio; Instrumentation and Measurement
DOI:
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Ghido, Florin; 2005; Near Optimal, Low Complexity Arithmetic Coding for Generalized Gaussian Sources [PDF]; University Politehnica of Bucharest; Paper 6487; Available from: https://aes.org/publications/elibrary-page/?id=13203
Ghido, Florin; Near Optimal, Low Complexity Arithmetic Coding for Generalized Gaussian Sources [PDF]; University Politehnica of Bucharest; Paper 6487; 2005 Available: https://aes.org/publications/elibrary-page/?id=13203
@inproceedings{Ghido2005near,
title={{Near Optimal, Low Complexity Arithmetic Coding for Generalized Gaussian Sources}},
author={Ghido, Florin},
year={2005},
month={may},
booktitle={Journal of the Audio Engineering Society},
publisher={Paper 6487; AES Convention 118; May 2005},
number={6487},
organization={AES},
}
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