Sparse decomposition of stereo signals with Matching Pursuit and application to blind separation of more than two sources from a stereo mixture

Rémi Gribonval 1
1 METISS - Speech and sound data modeling and processing
IRISA - Institut de Recherche en Informatique et Systèmes Aléatoires, Inria Rennes – Bretagne Atlantique
Abstract : We develop a method of sparse decomposition of stereo audio signals, and test its application to blind separation of more than two sources from only two linear mixtures. The decomposition is done in a stereo dictionary which we can define based on any standard time-frequency or time-scale dictionary, such as the multiscale Gabor dictionary. A de- composition of a stereo mixture in the dictionary is computed with a Matching Pursuit type algorithm called Stereo Matching Pursuit. We experiment an application to blind source separation with three (mono) sources mixed on two channels. We cluster the parameters of the stereo atoms of the decomposition to estimate the mixing parameters, and recover estimates of the sources by a partial reconstruction using only the appropriate atoms of the decomposition. The method outperforms the best achievable linear demixing by dB to more than dB on our preliminary experiments, and its performance should increase as we let the number of iterations of the pursuit increase. Sample sound files can be found here : http://www.irisa.fr/metiss/gribonval/
Type de document :
Communication dans un congrès
IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2002), 2002, Orlando, Florida, United States. IEEE, 3, pp.III/3057 -- III/3060, 2002, 〈10.1109/ICASSP.2002.1005332〉
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Dernière modification le : jeudi 11 janvier 2018 - 06:20:09
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Rémi Gribonval. Sparse decomposition of stereo signals with Matching Pursuit and application to blind separation of more than two sources from a stereo mixture. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2002), 2002, Orlando, Florida, United States. IEEE, 3, pp.III/3057 -- III/3060, 2002, 〈10.1109/ICASSP.2002.1005332〉. 〈inria-00574786〉

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