Title :
Blind source separation in a distributed microphone meeting environment for improved teleconferencing
Author :
Dmochowski, Jacek P. ; Liu, Zicheng ; Chou, Philip A.
Author_Institution :
INRS-EMT, Univ. du Quebec, Montreal, QC
fDate :
March 31 2008-April 4 2008
Abstract :
From an audio perspective, the present state of teleconferencing technology leaves something to be desired; speaker overlap is one of the causes of this inadequate performance. To that end, this paper presents a frequency-domain implementation of convolutive BSS specifically designed for the nature of the teleconferencing environment. In addition to presenting a novel depermutation scheme, this paper presents a least-squares post-processing scheme, which exploits segments during which only a subset of all speakers are active. Experiments with simulated and real data demonstrate the ability of the proposed methods to provide SIRs at or near that of the adaptive noise cancellation (ANC) solution which is obtained under idealistic assumptions that the ANC filters are adapted with one source being on at a time.
Keywords :
blind source separation; frequency-domain analysis; microphone arrays; speech processing; teleconferencing; adaptive noise cancellation filter; blind source separation; distributed microphone meeting environment; frequency-domain implementation; least-square post-processing scheme; novel depermutation scheme; teleconferencing; Adaptive filters; Blind source separation; Costs; Frequency domain analysis; Independent component analysis; Microphone arrays; Noise cancellation; Source separation; Speech; Teleconferencing; Microphone arrays; blind source separation; independent components analysis;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2008. ICASSP 2008. IEEE International Conference on
Conference_Location :
Las Vegas, NV
Print_ISBN :
978-1-4244-1483-3
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2008.4517553