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Multi-Channel Speech Enhancement Based on Independent Vector Extraction

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F46747885%3A24220%2F18%3A00006139" target="_blank" >RIV/46747885:24220/18:00006139 - isvavai.cz</a>

  • Result on the web

    <a href="https://asap.ite.tul.cz/wp-content/uploads/sites/3/2018/09/iwaenc2018c.pdf" target="_blank" >https://asap.ite.tul.cz/wp-content/uploads/sites/3/2018/09/iwaenc2018c.pdf</a>

  • DOI - Digital Object Identifier

    <a href="http://dx.doi.org/10.1109/IWAENC.2018.8521330" target="_blank" >10.1109/IWAENC.2018.8521330</a>

Alternative languages

  • Result language

    angličtina

  • Original language name

    Multi-Channel Speech Enhancement Based on Independent Vector Extraction

  • Original language description

    In this paper, a gradient-based algorithm for Independent Vector Extraction is introduced and is first used for blind audio source extraction. We also propose novel modifications of the gradient learning rule in the algorithm based on preconditioning of input data and by using the AdaGrad update. Experiments with six-channel CHiME-4 recordings are conducted where the modified algorithms show significant improvement in terms of convergence speed.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

  • OECD FORD branch

    10102 - Applied mathematics

Result continuities

  • Project

  • Continuities

    S - Specificky vyzkum na vysokych skolach

Others

  • Publication year

    2018

  • Confidentiality

    S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Data specific for result type

  • Article name in the collection

    The 16th International Workshop on Acoustic Signal Enhancement (IWAENC 2018)

  • ISBN

    978-1-5386-8151-0

  • ISSN

  • e-ISSN

  • Number of pages

    5

  • Pages from-to

    525-529

  • Publisher name

  • Place of publication

  • Event location

    Tokyo

  • Event date

    Jan 1, 2018

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article