DocumentCode :
2761138
Title :
Improved codebook constrained Wiener filter speech enhancement
Author :
Chehresa, Sarang ; Savoji, Mohammad H.
Author_Institution :
Dept. of Electr., Shahid Beheshti Univ., Tehran, Iran
fYear :
2010
fDate :
4-6 Dec. 2010
Firstpage :
614
Lastpage :
618
Abstract :
In this paper an improved method of speech enhancement using Power Spectral Density (PSD) codebooks of clean speech and several types of noise, is proposed. The proposed algorithm estimates the PSDs of speech and noise of unknown nature and evaluates the input Signal-to-Noise Ratio (SNR) by solving an over-determined set of equations as in the previous version. However, the search method used for the estimation of speech and noise PSDs is improved to assure the best match. In the former algorithm every branch in speech and noise codebooks was tracked until the lowest node (centroid) was reached. It was then used in the construction of the Wiener filter. In this improved proposed algorithm the centroids, from speech and noise codebooks, whose combination results in the best match of the noisy speech frame PSD, are selected no matter their locations in the corresponding code-book trees. Experiments show that better results are always obtained in comparison to the previous algorithm. However, other methods are tried to smooth further the PSD of speech and noise prior to their use in the Wiener filter for speech enhancement to confirm that best results are obtained by using the best match with no smoothing.
Keywords :
Wiener filters; noise; speech coding; speech enhancement; trees (mathematics); codebook tree; constrained Wiener filter; noise codebook; power spectral density codebook; search method; signal-to-noise ratio; speech codebook; speech enhancement; speech estimation; Equations; Mathematical model; Signal to noise ratio; Speech; Speech coding; Wiener filter; Wiener filter; over-determined equations; tree-structured codebooks;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Telecommunications (IST), 2010 5th International Symposium on
Conference_Location :
Tehran
Print_ISBN :
978-1-4244-8183-5
Type :
conf
DOI :
10.1109/ISTEL.2010.5734098
Filename :
5734098
Link To Document :
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