DocumentCode
2347920
Title
Incorporating the human hearing properties in the GSVD-based approach for speech enhancement
Author
Geravanchizadeh, Masoud ; Sardaroudi, Sanaz Ghaemi
Author_Institution
Fac. of Electr. & Comput. Eng., Univ. of Tabriz, Tabriz, Iran
fYear
2010
fDate
3-5 March 2010
Firstpage
1
Lastpage
5
Abstract
A perceptually motivated subspace-based approach is proposed for the enhancement of speech corrupted by colored noise. The proposed approach takes into account the frequency masking properties of the human auditory system and reduces the perceptual effect of the residual noise. A new GSVD-based approach, called perceptually constrained GSVD (PCGSVD), is proposed, where the difference from the previously proposed truncated QSVD-based approach is clearly indicated. Closed-form solution is obtained for the PCGSVD enhancement approach. Very carefully performed objective evaluations and subjective tests show that the PCGSVD approach proposed here can offer improved speech quality, and intelligibility in the case of stationary and nonstationary noises, especially when the additive noise is nonwhite.
Keywords
hearing; noise; singular value decomposition; speech enhancement; GSVD-based approach; additive noise; colored noise; frequency masking properties; generalized singular value decomposition method; human auditory system; human hearing properties; nonstationary noises; perceptually constrained GSVD approach; residual noise; speech enhancement; speech quality; stationary noises; subspace-based approach; Additive noise; Auditory system; Closed-form solution; Colored noise; Frequency; Humans; Noise reduction; Performance evaluation; Speech enhancement; Testing;
fLanguage
English
Publisher
ieee
Conference_Titel
Communications, Control and Signal Processing (ISCCSP), 2010 4th International Symposium on
Conference_Location
Limassol
Print_ISBN
978-1-4244-6285-8
Type
conf
DOI
10.1109/ISCCSP.2010.5463380
Filename
5463380
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