Classification of Music Genres Based on Music Separation into Harmonic and Drum Components . Klasyfikacja gatunków muzycznych wykorzystująca separację instrumentów muzycznych

A. Rosner; Bjorn Schuller; Bożena Kostek

doi:10.2478/aoa-2014-0068

Classification of Music Genres Based on Music Separation into Harmonic and Drum Components . Klasyfikacja gatunków muzycznych wykorzystująca separację instrumentów muzycznych

Abstract

This article presents a study on music genre classification based on music separation into harmonic and drum components. For this purpose, audio signal separation is executed to extend the overall vector of parameters by new descriptors extracted from harmonic and/or drum music content. The study is performed using the ISMIS database of music files represented by vectors of parameters containing music features. The Support Vector Machine (SVM) classifier and co-training method adapted for the standard SVM are involved in genre classification. Also, some additional experiments are performed using reduced feature vectors, which improved the overall result. Finally, results and conclusions drawn from the study are presented, and suggestions for further work are outlined.

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Authors (3)

A. Rosner
- Politechnika Śląska .
Bjorn Schuller
- Politechnika Monachium, Niemcy Machine Intelligence and Signal Processing Group
Bożena Kostek prof. dr hab. inż.

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DOI:: Digital Object Identifier (open in new tab) 10.2478/aoa-2014-0068
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Category:: Articles
Type:: artykuł w czasopiśmie wyróżnionym w JCR
Published in:: Archives of Acoustics no. 39, pages 629 - 638,
ISSN: 0137-5075
Language:: English
Publication year:: 2014
Bibliographic description:: Rosner A., Schuller B., Kostek B.: Classification of Music Genres Based on Music Separation into Harmonic and Drum Components . Klasyfikacja gatunków muzycznych wykorzystująca separację instrumentów muzycznych// Archives of Acoustics. -Vol. 39, iss. 4 (2014), s.629-638
DOI:: Digital Object Identifier (open in new tab) 10.2478/aoa-2014-0068
Verified by:: Gdańsk University of Technology