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This paper explores the feasibility of using synchronization of speech mixtures prior to blind sparse source separation methods in order to improve their results. Broadly, methods that assume sparse sources use level and phase differences between mixtures as their features, and they separate signals from them. If each mixture is considerably delayed with respect to the rest of them, the information extracted from these differences can be wrong. With this idea in mind, this paper will focus on using Time Delay Estimation algorithms in order to synchronize the mixtures and observing the improvement that it provokes in a Blind Sparse Source Separation algorithm. The results obtained show the feasibility of using synchronization of the speech mixtures.
Author (s): Llerena, Cosme;
Álvarez, Lorena;
Gil-Pita, Roberto;
Rosa-Zurera, Manuel;
Affiliation:
University of Alcalá, Alcala de Henares (Madrid), Spain
(See document for exact affiliation information.)
AES Convention: 134
Paper Number:8834
Publication Date:
2013-05-06
Session subject:
Speech Processing
DOI:
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Llerena, Cosme; Álvarez, Lorena; Gil-Pita, Roberto; Rosa-Zurera, Manuel; 2013; Introducing Synchronization of Speech Mixtures in Blind Sparse Separation Problems [PDF]; University of Alcalá, Alcala de Henares (Madrid), Spain; Paper 8834; Available from: https://aes.org/publications/elibrary-page/?id=16735
Llerena, Cosme; Álvarez, Lorena; Gil-Pita, Roberto; Rosa-Zurera, Manuel; Introducing Synchronization of Speech Mixtures in Blind Sparse Separation Problems [PDF]; University of Alcalá, Alcala de Henares (Madrid), Spain; Paper 8834; 2013 Available: https://aes.org/publications/elibrary-page/?id=16735
@inproceedings{Llerena2013introducing,
title={{Introducing Synchronization of Speech Mixtures in Blind Sparse Separation Problems}},
author={Llerena, Cosme and Álvarez, Lorena and Gil-Pita, Roberto and Rosa-Zurera, Manuel},
year={2013},
month={may},
booktitle={Journal of the Audio Engineering Society},
publisher={Paper 8834; AES Convention 134; May 2013},
number={8834},
organization={AES},
}
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