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In this paper, we present an interactive approach for the classification of sound objects in electro-acoustic music. For this purpose, we use relevance feedback combined with active-learning segment selection in an interactive loop. Validation and correction information given by the user is injected in the learning process at each iteration to achieve more accurate classification. Three active learning criteria are compared in the evaluation of a system classifying polyphonic pieces (with a varying degree of polyphony). The results show that the interactive approach achieves satisfying performance in a reasonable number of iterations.
Author (s): Gulluni, Sebastien; Essid, Slim; Buisson, Olivier; Richard, Gaël
Affiliation:
Institut National de l`Audiovisuel, Bry-sur-Marne Cedex, France; Telecom-Paristech, Paris, France
(See document for exact affiliation information.)
Publication Date:
2011-07-06
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Session subject:
Music Information Retrieval
Permalink: https://aes2.org/publications/elibrary-page/?id=15953
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Gulluni, Sebastien; Essid, Slim; Buisson, Olivier; Richard, Gaël; 2011; Interactive Classification of Sound Objects for Polyphonic Electro-Acoustic Music Annotation [PDF]; Institut National de l`Audiovisuel, Bry-sur-Marne Cedex, France; Telecom-Paristech, Paris, France; Paper 6-2; Available from: https://aes2.org/publications/elibrary-page/?id=15953
Gulluni, Sebastien; Essid, Slim; Buisson, Olivier; Richard, Gaël; Interactive Classification of Sound Objects for Polyphonic Electro-Acoustic Music Annotation [PDF]; Institut National de l`Audiovisuel, Bry-sur-Marne Cedex, France; Telecom-Paristech, Paris, France; Paper 6-2; 2011 Available: https://aes2.org/publications/elibrary-page/?id=15953
@article{gulluni2011interactive,
author={gulluni sebastien and essid slim and buisson olivier and richard gaël},
journal={journal of the audio engineering society},
title={interactive classification of sound objects for polyphonic electro-acoustic music annotation},
year={2011},
number={6-2},
month={july},}