• DocumentCode
    1749645
  • Title

    Feature enhancement for a bitstream-based front-end in wireless speech recognition

  • Author

    Kim, Hong Kook ; Cox, Richard V.

  • Author_Institution
    AT&T Labs-Res., Florham Park, NJ, USA
  • Volume
    1
  • fYear
    2001
  • fDate
    2001
  • Firstpage
    241
  • Abstract
    We propose a feature enhancement algorithm for wireless speech recognition in adverse acoustic environments. A speech recognition system is realized at the receiver side of a wireless communications system and feature parameters are extracted directly from the bitstream of the speech coder employed in the system. The feature parameters are composed of spectral envelope and coder-specific information. The proposed feature enhancement algorithm incorporates feature parameters obtained from the decoded speech and an enhanced version into the bitstream-based feature parameters. Moreover, the coder-specific parameters are improved by reestimating the codebook gains and residual energy from the enhanced residual signal. HMM-based connected digit recognition experiments show that the proposed feature enhancement algorithm significantly improves recognition accuracy at low SNR without causing poorer performance at high SNR
  • Keywords
    cellular radio; feature extraction; hidden Markov models; speech coding; speech enhancement; speech recognition; HMM-based connected digit recognition; adverse acoustic environments; bitstream-based front-end; codebook gains; coder-specific information; decoded speech; feature enhancement; low SNR; residual energy; spectral envelope; speech coder; wireless communications system; wireless speech recognition; Degradation; Feature extraction; Signal to noise ratio; Speech analysis; Speech coding; Speech enhancement; Speech recognition; Wireless communication; Wireless networks; Working environment noise;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech, and Signal Processing, 2001. Proceedings. (ICASSP '01). 2001 IEEE International Conference on
  • Conference_Location
    Salt Lake City, UT
  • ISSN
    1520-6149
  • Print_ISBN
    0-7803-7041-4
  • Type

    conf

  • DOI
    10.1109/ICASSP.2001.940812
  • Filename
    940812