Catégorie de document |
Contribution à un colloque ou à un congrès |
Titre |
Underdetermined source separation with structured source priors |
Auteur principal |
Emmanuel Vincent |
Co-auteur |
Xavier Rodet |
Colloque / congrès |
5th Int. Symp. on ICA and BSS (ICA'04). Granada : Septembre 2004 |
Comité de lecture |
Oui |
Année |
2004 |
Statut éditorial |
Publié |
Résumé |
We consider the source extraction problem for stereo instantaneous musical mixtures with more than two sources. We prove that usual separation methods based only on spatial diversity have performance limitations when the sources overlap in the time-frequency plane. We propose a new separation scheme combining spatial diversity and structured source priors. We present possible priors based on nonlinear Independent Subspace Analysis (ISA) and Hidden Markov Models (HMM), whose parameters are learnt on solo musical excerpts. We show with an example that they actually improve the separation performance. |
Mots-clés |
source / separation / stereo / ISA |
Equipe |
Analyse et synthèse sonores |
Cote |
Vincent04a |
Adresse de la version en ligne |
http://articles.ircam.fr/textes/Vincent04a/index.pdf |
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