• DocumentCode
    2792636
  • Title

    Objective quality estimation of wide-band speech using a narrow-band prior

  • Author

    Petkov, Petko N. ; Kleijn, W. Bastiaan

  • Author_Institution
    Sch. of Electr. Eng., KTH-R. Inst. of Technol., Stockholm, Sweden
  • fYear
    2010
  • fDate
    14-19 March 2010
  • Firstpage
    4670
  • Lastpage
    4673
  • Abstract
    A fundamental challenge in the design of objective models for estimation of speech signal quality lies in the shortage of subjectively labelled databases. This problem is particularly relevant when developing quality assessment models for wide-band (16 kHz sampling rate) signals where databases are scarce. We explore the possibility for seamlessly integrating a quality prior in the form of a narrow-band quality estimate into the framework of a non-intrusive wide-band quality assessment algorithm. Experimental results confirm that the proposed approach can be used to improve performance over a baseline wide-band system without a narrow-band prior.
  • Keywords
    quality of service; speech processing; narrow-band prior; non-intrusive wideband quality assessment; objective quality estimation; speech signal processing; Gaussian processes; Image processing; Narrowband; Niobium; Predictive models; Quality assessment; Sampling methods; Spatial databases; Speech processing; Wideband; Gaussian Process regression; Non-intrusive quality assessment; input uncertainty;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics Speech and Signal Processing (ICASSP), 2010 IEEE International Conference on
  • Conference_Location
    Dallas, TX
  • ISSN
    1520-6149
  • Print_ISBN
    978-1-4244-4295-9
  • Electronic_ISBN
    1520-6149
  • Type

    conf

  • DOI
    10.1109/ICASSP.2010.5495186
  • Filename
    5495186