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
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;
Conference_Titel :
Communications and Electronics (ICCE), 2010 Third International Conference on
Conference_Location :
Nha Trang
Print_ISBN :
978-1-4244-7055-6
DOI :
10.1109/ICCE.2010.5670700