Title :
Enhanced wiener post-processing based on partial projection back of the blind signal separation noise estimate
Author :
Even, Jani ; Saruwatari, Hiroshi ; Shikano, Kiyohiro
Author_Institution :
Grad. Sch. of Inf. Sci., Nara Inst. of Sci. & Technol., Ikoma, Japan
Abstract :
In this paper, we consider the human/machine hands-free speech interface where the user voice is picked at a distance with a microphone array. It is assumed that the user is close enough to the machine to be considered as a point source. The noise is a diffuse background noise, created by all the sources present in the environment. The proposed method aims at suppressing the diffuse background noise efficiently without distorting the speech estimate. This method is a modification of a method combining frequency domain blind signal separation (FD-BSS) and Wiener filter based postprocessing. Contrary to the conventional approach, we modify the estimate of the diffuse background noise given by FD-BSS before applying the Wiener filter based post-processing. We also have to build a modified observation using the FD-BSS in order to apply our modified post-processing. Simulation results show that the proposed approach can achieve a better speech enhancement, measured in term of word recognition in a speech recognition task, than the conventional Wiener filter based post-processing.
Keywords :
Wiener filters; blind source separation; frequency-domain analysis; human computer interaction; microphone arrays; noise abatement; signal denoising; speech enhancement; speech recognition; speech-based user interfaces; FD-BSS; Wiener filter based postprocessing; blind signal separation noise estimate; diffuse background noise estimation; diffuse background noise suppression; frequency domain blind signal separation; human/machine hands-free speech interface; microphone array; partial projection; speech enhancement; speech estimate; speech recognition task; user voice; word recognition; Abstracts; Antennas; Hidden Markov models; Indexes; Signal to noise ratio; Three-dimensional displays;
Conference_Titel :
Signal Processing Conference, 2009 17th European
Conference_Location :
Glasgow
Print_ISBN :
978-161-7388-76-7