Title :
Frequency Domain Blind Signal Extraction: Application to Fast Estimation of Diffuse Background Noise
Author :
Even, Jani ; Saruwatari, Hiroshi ; Shikano, Kiyohiro
Author_Institution :
Grad. Sch. of Inf. Sci., Nara Inst. of Sci. & Technol., Nara
Abstract :
In this paper, we propose to replace frequency domain blind signal separation (FD-BSS) in hands-free speech applications by frequency domain blind signal extraction (FD-BSE). Unlike conventional FD-BSS methods that aim at separating all the signals, FD-BSE extracts only one signal from the mixture resulting in a faster algorithm. After presenting the FD-BSE method based on mutual information minimization, we show that the proposed method enables fast estimation of the background diffuse noise in a hands-free human/machine communication scenario.
Keywords :
frequency-domain analysis; man-machine systems; speech recognition; FD-BSE; background diffuse noise estimation; frequency domain blind signal extraction; hands-free human-machine communication; hands-free speech application; mutual information minimization; Acoustic noise; Background noise; Blind source separation; Data mining; Frequency domain analysis; Frequency estimation; Microphone arrays; Minimization methods; Mutual information; Speech enhancement; Blind signal separation; signal extraction; speech processing;
Conference_Titel :
Hands-Free Speech Communication and Microphone Arrays, 2008. HSCMA 2008
Conference_Location :
Trento
Print_ISBN :
978-1-4244-2337-8
Electronic_ISBN :
978-1-4244-2338-5
DOI :
10.1109/HSCMA.2008.4538724