DocumentCode
1695410
Title
Automatic classification of speaker characteristics
Author
Nguyen, Phuoc ; Tran, Dat ; Huang, Xu ; Sharma, Dharmendra
Author_Institution
Fac. of Inf. Sci. & Eng., Univ. of Canberra, Canberra, ACT, Australia
fYear
2010
Firstpage
147
Lastpage
152
Abstract
An automatic voice-based classification system of speaker characteristics including age, gender and accent is presented in this paper. Speakers are grouped according to their characteristics and their speech features are then extracted to train speaker group models using different classification techniques. Finally fusion of classification results for those speaker groups is performed to obtain results for each speaker characteristic. The ANDOSL Australian speech database consisting of 108 speakers and 21600 long utterances was used for system evaluation. Experiments showed high performance for the proposed classification of speaker characteristics.
Keywords
speaker recognition; voice equipment; automatic voice-based classification system; speaker characteristics; Gaussian mixture model; component; speaker characteristics; speech processing; support vector machine; vector quantization;
fLanguage
English
Publisher
ieee
Conference_Titel
Communications and Electronics (ICCE), 2010 Third International Conference on
Conference_Location
Nha Trang
Print_ISBN
978-1-4244-7055-6
Type
conf
DOI
10.1109/ICCE.2010.5670700
Filename
5670700
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