Title :
A fast speaker verification method with global speaker model
Author :
Zhang, Yiying ; Zhu, Xiaoyan
Author_Institution :
Dept. of Comput. Sci. & Technol., Tsinghua Univ., Beijing, China
Abstract :
A fast text-independent speaker verification method is proposed based on likelihood score normalization. A global speaker model is established to represent the universal features of speech. The likelihood score is subtracted by the score produced by this model so that the common factors of speech are removed and the differences between speakers are brought into prominence. Compared to the conventional method and the popular likelihood score normalization approach, the proposed technique decreases the equal error rate significantly, and the verification speed is fast
Keywords :
error statistics; speaker recognition; equal error rate reduction; fast text-independent speaker verification; global speaker model; likelihood score normalization; universal speech features; verification speed; Covariance matrix; Error analysis; GSM; Intelligent systems; Laboratories; Loudspeakers; Speech; Statistical analysis; Testing; Training data;
Conference_Titel :
Communication Technology Proceedings, 1998. ICCT '98. 1998 International Conference on
Conference_Location :
Beijing
Print_ISBN :
7-80090-827-5
DOI :
10.1109/ICCT.1998.741002