DocumentCode :
3495953
Title :
A new log-spectral amplitude estimator using the weighted Euclidean distortion measure for speech enhancement
Author :
Nguyen, Anh Duc ; Naoe, Kensuke ; Takefuji, Yoshiyasu
Author_Institution :
Fac. of Environ. & Inf. Studies, Keio Univ., Fujisawa, Japan
fYear :
2010
fDate :
17-20 Nov. 2010
Abstract :
This paper considers a perceptually motivated estimator for single-channel speech enhancement based on statistics and Bayesian estimation in the frequency domain. In detail, we propose a new speech log-spectral amplitude estimator where the cost function is the weighted Euclidean distortion measure of the speech log-spectral amplitude. That cost function is motivated by auditory masking effects of the human hearing system. The statistical assumptions used to develop the proposed estimator are the complex Gaussian distribution and independence of speech, noise discrete Fourier transform coefficients. We evaluate this estimator with speech signals contaminated by various noise sources at different input signal-to-noise ratios and find that it achieves better performance than the well-known minimum mean square error log-spectral amplitude estimator in terms of both noise reduction and speech quality.
Keywords :
Bayes methods; Gaussian distribution; amplitude estimation; discrete Fourier transforms; frequency-domain analysis; hearing; least mean squares methods; speech enhancement; Bayesian estimation; auditory masking; complex Gaussian distribution; frequency domain; human hearing; log-spectral amplitude estimator; minimum mean square error; noise discrete Fourier transform; noise reduction; perceptually motivated estimator; single-channel speech enhancement; speech quality; speech signals; weighted Euclidean distortion measure; Distortion measurement; Gain; Signal to noise ratio; Speech; Speech enhancement; Bayesian estimation; noise reduction; short-time spectral amplitude; speech enhancement; weighted Euclidean distortion measure;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Electrical and Electronics Engineers in Israel (IEEEI), 2010 IEEE 26th Convention of
Conference_Location :
Eliat
Print_ISBN :
978-1-4244-8681-6
Type :
conf
DOI :
10.1109/EEEI.2010.5662129
Filename :
5662129
Link To Document :
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