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Using Anomaly Detection for Fine Tuning of Formal Prosodic Structures in Speech Synthesis

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F49777513%3A23520%2F18%3A43952586" target="_blank" >RIV/49777513:23520/18:43952586 - isvavai.cz</a>

  • Result on the web

    <a href="https://link.springer.com/chapter/10.1007/978-3-030-00794-2_44" target="_blank" >https://link.springer.com/chapter/10.1007/978-3-030-00794-2_44</a>

  • DOI - Digital Object Identifier

    <a href="http://dx.doi.org/10.1007/978-3-030-00794-2_44" target="_blank" >10.1007/978-3-030-00794-2_44</a>

Alternative languages

  • Result language

    angličtina

  • Original language name

    Using Anomaly Detection for Fine Tuning of Formal Prosodic Structures in Speech Synthesis

  • Original language description

    Consistent prosody description of speech corpora is a fundamental requirement for a high quality speech synthesis generated by current TTS systems. In this preliminary study, we are using One-class SVM anomaly detection approach to predict formal prosodic structure outliers (a prosodic mismatch) in recorded utterances, that can negatively influence the overall quality of synthesized speech, especially in unit selection. To evaluate the outcome of our detection system, we performed a listening test with encouraging results.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

  • OECD FORD branch

    20205 - Automation and control systems

Result continuities

  • Project

    <a href="/en/project/LO1506" target="_blank" >LO1506: Sustainability support of the centre NTIS - New Technologies for the Information Society</a><br>

  • Continuities

    P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)<br>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

    Text, Speech, and Dialogue, 21st International Conference, TSD 2018, Brno, Czech Republic, September 11-14, 2018, Proceedings

  • ISBN

    978-3-030-00793-5

  • ISSN

    0302-9743

  • e-ISSN

    neuvedeno

  • Number of pages

    8

  • Pages from-to

    411-418

  • Publisher name

    Springer

  • Place of publication

    Heidelberg

  • Event location

    Brno, Czech Republic

  • Event date

    Sep 11, 2018

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article