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Dirichlet mixture modeling to estimate an empirical lower bound for LSF quantization
KTH, School of Electrical Engineering (EES), Communication Theory.ORCID iD: 0000-0003-2638-6047
2014 (English)In: Signal Processing, ISSN 0165-1684, E-ISSN 1872-7557, Vol. 104, 291-295 p.Article in journal (Refereed) Published
Abstract [en]

The line spectral frequencies (LSFs) are commonly used for the linear predictive/autoregressive model in speech and audio coding. Recently, probability density function (PDF)-optimized vector quantization (VQ) has been studied intensively for quantization of LSF parameters. In this paper, we study the VQ performance bound of the LSF parameters. The LSF parameters are transformed to the Delta LSF domain and the underlying distribution of the Delta LSF parameters is modeled by a Dirichlet mixture model (DMM) with a finite number of mixture components. The quantization distortion, in terms of the mean squared error (MSE), is calculated with high rate theory. For LSF quantization, the mapping relation between the perceptually motivated log spectral distortion (LSD) and the MSE is empirically approximated by a polynomial. With this mapping function, the minimum required bit rate (an empirical lower bound) for transparent coding of the LSF under DMM modeling is derived.

Place, publisher, year, edition, pages
2014. Vol. 104, 291-295 p.
Keyword [en]
Line spectral frequency, Vector quantization, Performance bound, Dirichlet mixture model
National Category
Signal Processing
Identifiers
URN: urn:nbn:se:kth:diva-148327DOI: 10.1016/j.sigpro.2014.04.023ISI: 000338392500029Scopus ID: 2-s2.0-84901047826OAI: oai:DiVA.org:kth-148327DiVA: diva2:736326
Funder
EU, FP7, Seventh Framework Programme, 612212
Note

QC 20140806

Available from: 2014-08-06 Created: 2014-08-05 Last updated: 2017-12-05Bibliographically approved

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Chatterjee, Saikat

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CiteExportLink to record
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Citation style
  • apa
  • harvard1
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • Other style
More styles
Language
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Other locale
More languages
Output format
  • html
  • text
  • asciidoc
  • rtf