• DocumentCode
    2769816
  • Title

    Development of the 2007 RWTH Mandarin LVCSR system

  • Author

    Hoffmeister, Björn ; Plahl, Christian ; Fritz, Peter ; Heigold, Georg ; Lööf, Jonas ; Schlüter, Ralf ; Ney, Hermann

  • Author_Institution
    RWTH Aachen Univ., Aachen
  • fYear
    2007
  • fDate
    9-13 Dec. 2007
  • Firstpage
    455
  • Lastpage
    460
  • Abstract
    This paper describes the development of the RWTH Mandarin LVCSR system. Different acoustic front-ends together with multiple system cross-adaptation are used in a two stage decoding framework. We describe the system in detail and present systematic recognition results. Especially, we compare a variety of approaches for cross-adapting to multiple systems. During the development we did a comparative study on different methods for integrating tone and phoneme posterior features. Furthermore, we apply lattice based consensus decoding and system combination methods. In these methods, the effect of minimizing character instead of word errors is compared. The final system obtains a character error rate of 17.7% on the GALE 2006 evaluation data.
  • Keywords
    decoding; error statistics; natural language processing; speech coding; speech recognition; RWTH Mandarin LVCSR system; character error rate; lattice based consensus decoding; multiple system cross-adaptation; phoneme posterior feature; speech recognition; Computer science; Decoding; Dictionaries; Error analysis; Humans; Lattices; Natural languages; Neural networks; Pattern recognition; Vocabulary; Mandarin speech recognition; multiple feature streams; system combination;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Automatic Speech Recognition & Understanding, 2007. ASRU. IEEE Workshop on
  • Conference_Location
    Kyoto
  • Print_ISBN
    978-1-4244-1746-9
  • Electronic_ISBN
    978-1-4244-1746-9
  • Type

    conf

  • DOI
    10.1109/ASRU.2007.4430155
  • Filename
    4430155