A WAVELET-BASED SPEAKER VERIFICATION ALGORITHM

作者:Lacerda Michel Alves; Guido Rodrigo Capobianco*; de Souza Leonardo Mendes; Franchi Zulato Paulo Ricardo; Ribeiro Jussara; Chen Shi Huang
来源:International Journal of Wavelets, Multiresolution and Information Processing, 2010, 8(6): 905-912.
DOI:10.1142/S0219691310003894

摘要

This paper presents a study on wavelets and their characteristics for the specific purpose of serving as a feature extraction tool for speaker verification (SV), considering a Radial Basis RBF) classifier, which is a particular type of Artificial Neural Network (ANN). Examining characteristics such as support-size, frequency and phase responses, amongst others, we show how Discrete Wavelet Transforms (DWTs), particularly the ones which derive from Finite Impulse Response (FIR) filters, can be used to extract important features from a speech signal which are useful for SV. Lastly, an SV algorithm based on the concepts presented is described.

  • 出版日期2010-11