• DocumentCode
    377366
  • Title

    Speech enhancement based on truncated and constrained minimum variance estimator (TCMVE) and undecimated wavelet packet non-uniform filterbanks

  • Author

    Koh, Min-Sung ; Mortz, Margaret

  • Author_Institution
    Sch. of Electr. Eng. & Comput. Sci., Washington State Univ., Spokane, WA, USA
  • Volume
    1
  • fYear
    2001
  • fDate
    4-7 Nov. 2001
  • Firstpage
    538
  • Abstract
    This paper presents a new method for speech enhancement using a truncated and constrained minimum variance estimator (TCMVE). The constraint allows for a tradeoff between residual noise and speech distortion. Mathematical analysis shows that Ephraim´s spectral domain constrained estimator (SDCE) and de Moor´s minimum variance estimator (MVE) can be treated as special cases of TCMVE. Furthermore, SDCE and MVE become equivalent for a particular choice of constraint. TCMVE was applied in multiple bandpass frequency regions using a new undecimated wavelet packet (UDWP) design to approximate a cochlear filterbank. The new algorithm was tested on noisy speech, which was then sent to an automatic speech recognizer (ASR). Both segmental SNR and recognition scores were improved over wavelet denoising for white, pink, and multi-speaker babble noise for many SNR.
  • Keywords
    channel bank filters; parameter estimation; spectral analysis; speech enhancement; speech recognition; wavelet transforms; ASR; MVE; SDCE; TCMVE; UDWP design; automatic speech recognizer; cochlear filterbank; multi-speaker babble noise; multiple bandpass frequency regions; nonuniform filter banks; pink noise; recognition scores; residual noise; segmental SNR; spectral domain constrained estimator; speech distortion; speech enhancement; truncated and constrained minimum variance estimator; undecimated wavelet packet; white noise; 1f noise; Automatic speech recognition; Automatic testing; Filter bank; Frequency; Mathematical analysis; Noise reduction; Signal to noise ratio; Speech enhancement; Wavelet packets;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signals, Systems and Computers, 2001. Conference Record of the Thirty-Fifth Asilomar Conference on
  • Conference_Location
    Pacific Grove, CA, USA
  • ISSN
    1058-6393
  • Print_ISBN
    0-7803-7147-X
  • Type

    conf

  • DOI
    10.1109/ACSSC.2001.986982
  • Filename
    986982