DocumentCode :
635450
Title :
PDOA based underdetermined blind source separation using two microphones
Author :
Levi, Alessandro
Author_Institution :
Avaya Labs., Basking Ridge, NY, USA
fYear :
2013
fDate :
15-19 July 2013
Firstpage :
1
Lastpage :
6
Abstract :
This paper builds on the idea of frequency bin-wise separation of mixed speech signals by Gaussian Mixture Model fitting using the Expectation-Maximization algorithm on Phase-Difference-of-Arrival values between two microphones. We find that using a combination of pre-processing steps and error finding post processing, separation performance exceeding the state of the art is achieved on publicly available live recording data.
Keywords :
Gaussian processes; blind source separation; direction-of-arrival estimation; expectation-maximisation algorithm; microphones; Gaussian mixture model fitting; PDOA based underdetermined blind source separation; expectation-maximization algorithm; frequency bin-wise separation; microphones; mixed speech signals; phase-difference-of-arrival; Abstracts; Equations; Microphones; Noise; BSS; time-frequency masking; underdetermined;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Multimedia and Expo (ICME), 2013 IEEE International Conference on
Conference_Location :
San Jose, CA
ISSN :
1945-7871
Type :
conf
DOI :
10.1109/ICME.2013.6607562
Filename :
6607562
Link To Document :
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