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
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