A Modified Speech Enhancement System Based on the Thresholding of the Wavelet Packets
Yasser Ghanbari, Mohammad Reza Karami · 2005
Abstract: In this paper, we propose a modified speech enhancement system using wavelet packets thresholding algorithm. First, we describe the basic algorithms of wavelet-based speech enhancement systems and we explain a previous introduced algorithm for improve-ment of the basic algorithm. Then we discuss on some factors affecting the performance of this system, including the thresholding function and the threshold value. We introduce a new formulation of thresholding function and optimize it as well as the threshold value. We also propose to use wavelet packets thresholding instead of wavelet thresholding and optimize the number of decomposition levels for wavelet packet decomposi-tion. In order to have a good evaluation, we not only report the comparisons between the output SNRs of these two systems as the objective evaluation, but also show the spectrograms of both systems which illustrate the spectral characteristics. The results show that our modifications have very good results.