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2006 IEEE International Conference on Multimedia and Expo
Robust Speaker Recognition using SNR-Aware Subspace-Based Enhancement and Probabilistic SVMs
Toronto, ON, Canada
July 09-July 12
ISBN: 1-4244-0366-7
ASCII Text
x 
 
Jia-ching Wang, Jhing-fa Wang, Wai-he Kuok, Hsiao-ping Lee, Chung-hsien Yang, "Robust Speaker Recognition using SNR-Aware Subspace-Based Enhancement and Probabilistic SVMs," Multimedia and Expo, IEEE International Conference on, pp. 1161-1164, 2006 IEEE International Conference on Multimedia and Expo, 2006.
 
 
BibTex
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@article{ 10.1109/ICME.2006.262742,
author = {Jia-ching Wang and Jhing-fa Wang and Wai-he Kuok and Hsiao-ping Lee and Chung-hsien Yang},
title = {Robust Speaker Recognition using SNR-Aware Subspace-Based Enhancement and Probabilistic SVMs},
journal ={Multimedia and Expo, IEEE International Conference on},
volume = {0},
year = {2006},
isbn = {1-4244-0366-7},
pages = {1161-1164},
doi = {http://doi.ieeecomputersociety.org/10.1109/ICME.2006.262742},
publisher = {IEEE Computer Society},
address = {Los Alamitos, CA, USA},
}
 
 
RefWorks Procite/RefMan/Endnote
x 
 
TY - CONF
JO - Multimedia and Expo, IEEE International Conference on
TI - Robust Speaker Recognition using SNR-Aware Subspace-Based Enhancement and Probabilistic SVMs
SN - 1-4244-0366-7
SP1161
EP1164
A1 - Jia-ching Wang,
A1 - Jhing-fa Wang,
A1 - Wai-he Kuok,
A1 - Hsiao-ping Lee,
A1 - Chung-hsien Yang,
PY - 2006
KW - null
VL - 0
JA - Multimedia and Expo, IEEE International Conference on
ER -
 
Jia-ching Wang, Department of Electrical Engineering, National Cheng Kung University, 1 University Road, Tainan, Taiwan, R.O.C. Tel: 886-6-2757575 ext. 62341 Fax: 886-6-2080478
Jhing-fa Wang, Department of Electrical Engineering, National Cheng Kung University, 1 University Road, Tainan, Taiwan, R.O.C. Tel: 886-6-2757575 ext. 62341 Fax: 886-6-2080478
Wai-he Kuok, Department of Electrical Engineering, National Cheng Kung University, 1 University Road, Tainan, Taiwan, R.O.C. Tel: 886-6-2757575 ext. 62341 Fax: 886-6-2080478
Hsiao-ping Lee, Department of Electrical Engineering, National Cheng Kung University, 1 University Road, Tainan, Taiwan, R.O.C. Tel: 886-6-2757575 ext. 62341 Fax: 886-6-2080478
Chung-hsien Yang, Department of Electrical Engineering, National Cheng Kung University, 1 University Road, Tainan, Taiwan, R.O.C. Tel: 886-6-2757575 ext. 62341 Fax: 886-6-2080478
In this paper, we present a robust text-independent speaker recognition system. The proposed system mainly includes an SNR-aware subspace-based enhancement technique and probabilistic support vector machines (SVMs). First, we construct a perceptual filterbank from psycho-acoustic model and incorporate it with the subspace-based enhancement approach. The prior SNR of each subband within the perceptual filterbank is taken to decide the estimator's gain to effectively suppress environmental background noises. Next, this study uses probabilistic SVMs to identify the speaker from the enhanced speech. The superiority of the proposed system has been demonstrated by twenty speaker recognition from AURORA-2 database with in-car noises.
Citation:
Jia-ching Wang, Jhing-fa Wang, Wai-he Kuok, Hsiao-ping Lee, Chung-hsien Yang, "Robust Speaker Recognition using SNR-Aware Subspace-Based Enhancement and Probabilistic SVMs," icme, pp.1161-1164, 2006 IEEE International Conference on Multimedia and Expo, 2006
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