DocumentCode
3527408
Title
Inventory based speech enhancement for speaker dedicated speech communication systems
Author
Xiaoqiang Xiao ; Lee, Peng ; Nickel, Robert M.
Author_Institution
Dept. of Electr. Eng., Pennsylvania State Univ., University Park, PA
fYear
2009
fDate
19-24 April 2009
Firstpage
3877
Lastpage
3880
Abstract
We are presenting a method for the enhancement of speech in speaker dedicated speech communication systems. The proposed procedure is fundamentally different from most state-of-the-art filtering approaches. Instead of filtering a distorted signal we are re-synthesizing a new ldquocleanrdquo signal based on its likely characteristics. These characteristics are estimated from the distorted signal. We present a successful implementation of the proposed method for a communication system for which speaker enrollment and noise enrollment are feasible. Forty minutes of clean speech training data is usually sufficient for successful denoising. The proposed method compares very favorably to other state-of-the-art systems in both objective and subjective speech quality assessments.
Keywords
hidden Markov models; speaker recognition; speech enhancement; harmonic tunnelling; hidden Markov models; inventory based speech enhancement; sinusoidal speech model; speaker dedicated speech communication systems; speaker dependent denoising; speech quality; Acoustic distortion; Filtering; Hidden Markov models; Noise reduction; Oral communication; Power harmonic filters; Psychoacoustic models; Speech enhancement; Training data; Wiener filter; Harmonic Tunnelling; Hidden Markov Models; Sinusoidal Speech Model; Speaker Dependent Denoising; Speech Enhancement;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech and Signal Processing, 2009. ICASSP 2009. IEEE International Conference on
Conference_Location
Taipei
ISSN
1520-6149
Print_ISBN
978-1-4244-2353-8
Electronic_ISBN
1520-6149
Type
conf
DOI
10.1109/ICASSP.2009.4960474
Filename
4960474
Link To Document