Title :
Robust speaker verification in colored noise environment
Author :
Medina, César A. ; Apolinário, José A., Jr. ; Alcaim, Abraham ; Alves, Rogeno G.
Author_Institution :
IME, Rio de Janeiro, Brazil
Abstract :
Noise robustness of automatic speaker verification systems is crucial in real life applications. A study on the performance of several spectral subtraction-based speech enhancement techniques shows the poor performance of these algorithms when used as a preprocessing stage of the speaker verification system in the presence of colored noise. In this paper, a new technique based on the addition of modeled colored noise is introduced. Experimental results in both white and colored noise environments are presented, showing the improvement of the proposed scheme.
Keywords :
AWGN; speaker recognition; spectral analysis; speech enhancement; automatic speaker verification systems; colored noise environment; preprocessing stage; spectral subtraction-based speech enhancement technique; white noise; Additive noise; Colored noise; Noise reduction; Noise robustness; Phase estimation; Speech enhancement; Speech processing; Subtraction techniques; System testing; Working environment noise;
Conference_Titel :
Signals, Systems and Computers, 2004. Conference Record of the Thirty-Seventh Asilomar Conference on
Print_ISBN :
0-7803-8104-1
DOI :
10.1109/ACSSC.2003.1292310