Title :
Password-dependent speaker verification using quantized acoustic trajectories
Author :
Gagnon, Luc ; Stubley, Peter ; Mailhot, Ghislain
Author_Institution :
Locus Dialogue, Montreal, Que., Canada
Abstract :
Speaker verification requires either two steps (identity claim and verification) or the use of speech recognition to determine the password phrase. The single step method using speech recognition is text-and language-dependent. We describe a single-step method based on Gaussian mixture models and quantized acoustic trajectories that does not use any linguistic knowledge and is thus text-and language-independent. Although a two-step process can be more accurate, our approach is significantly better than speaker identification and is more convenient than a two-step process
Keywords :
acoustic signal processing; biometrics (access control); covariance matrices; pattern clustering; probability; quantisation (signal); speaker recognition; Gaussian mixture models; language-dependent method; password phrase; password-dependent speaker verification; quantized acoustic trajectories; speech recognition; Authentication; Automatic speech recognition; Bayesian methods; Biometrics; Cepstral analysis; Integrated circuit modeling; Loudspeakers; Natural languages; Spectrogram; Speech recognition;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2001. Proceedings. (ICASSP '01). 2001 IEEE International Conference on
Conference_Location :
Salt Lake City, UT
Print_ISBN :
0-7803-7041-4
DOI :
10.1109/ICASSP.2001.940864