DocumentCode :
1598497
Title :
Wavelet based speech enhancement using two different threshold-based denoising algorithms
Author :
Lallouani, A. ; Gabrea, M. ; Gargour, C.S.
Author_Institution :
Ecole de technologie superieure, Quebec Univ., Montreal, Que., Canada
Volume :
1
fYear :
2004
Firstpage :
315
Abstract :
In this paper, we present a wavelet-based speech denoising technique obtained by the combination of the μ-law thresholding and the soft thresholding algorithm. Denoising is a compromise between the removal of the largest possible amount of noise and the preservation of signal integrity. To achieve a good implementation of this compromise we purpose the following procedure. The signal to be denoised is decomposed using wavelet packets up to the seventh level using DB11 wavelets. The μ-law thresholding is applied to all the final decomposition level subband coefficients except those of the two lower subbands on which soft thresholding is applied. To evaluate the performance of the proposed method, a clean speech dataset from the TIMIT database, corrupted with pink noise, for SNR levels ranging from 5 to 15 dB has been utilized. It has been found that the results obtained by our method are better than those given by each one of the two combined methods used separately.
Keywords :
signal denoising; speech enhancement; wavelet transforms; μ-law thresholding; DB11 wavelets; decomposition level subband coefficients; pink noise corrupted speech; signal integrity preservation; soft thresholding; speech denoising; threshold-based denoising algorithms; wavelet based speech enhancement; wavelet packet decomposition; Colored noise; Databases; Filters; Noise level; Noise reduction; Speech analysis; Speech enhancement; Wavelet analysis; Wavelet packets; Wavelet transforms;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Electrical and Computer Engineering, 2004. Canadian Conference on
ISSN :
0840-7789
Print_ISBN :
0-7803-8253-6
Type :
conf
DOI :
10.1109/CCECE.2004.1345019
Filename :
1345019
Link To Document :
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