• DocumentCode
    1695410
  • Title

    Automatic classification of speaker characteristics

  • Author

    Nguyen, Phuoc ; Tran, Dat ; Huang, Xu ; Sharma, Dharmendra

  • Author_Institution
    Fac. of Inf. Sci. & Eng., Univ. of Canberra, Canberra, ACT, Australia
  • fYear
    2010
  • Firstpage
    147
  • Lastpage
    152
  • Abstract
    An automatic voice-based classification system of speaker characteristics including age, gender and accent is presented in this paper. Speakers are grouped according to their characteristics and their speech features are then extracted to train speaker group models using different classification techniques. Finally fusion of classification results for those speaker groups is performed to obtain results for each speaker characteristic. The ANDOSL Australian speech database consisting of 108 speakers and 21600 long utterances was used for system evaluation. Experiments showed high performance for the proposed classification of speaker characteristics.
  • Keywords
    speaker recognition; voice equipment; automatic voice-based classification system; speaker characteristics; Gaussian mixture model; component; speaker characteristics; speech processing; support vector machine; vector quantization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Communications and Electronics (ICCE), 2010 Third International Conference on
  • Conference_Location
    Nha Trang
  • Print_ISBN
    978-1-4244-7055-6
  • Type

    conf

  • DOI
    10.1109/ICCE.2010.5670700
  • Filename
    5670700