DocumentCode :
3087096
Title :
Continuous Wavelet-Like Transform Based Music Similarity Features for Intelligent Music Navigation
Author :
Paradzinets, Aliaksandr ; Kotov, Oleg ; Harb, Hadi ; Chen, Liming
Author_Institution :
Ecole Centrale de Lyon, Lyon
fYear :
2007
fDate :
25-27 June 2007
Firstpage :
165
Lastpage :
172
Abstract :
Intelligent music navigation is one of the important tasks in today´s music applications. In this context we propose several high-level musical similarity features that can be used in automatic music navigation, classification and recommendation. The features we propose use Continuous Wavelet-like Transform as a basic time-frequency analysis of a musical signal due to its flexibility in time-frequency resolutions. A novel 2D beat histogram is presented in the paper as a rhythmic similarity feature which is free from dependency on recording condition and does not require sophisticated adaptive algorithms of threshold finding in beat detection. This paper also describes a CWT based algorithm of multiple F0 estimation (note detection) and corresponding melodic similarity features. Evaluation of the both similarity measures is done in automatic genre classification context and playlist composition.
Keywords :
audio signal processing; music; time-frequency analysis; wavelet transforms; 2D beat histogram; F0 estimation; automatic genre classification; automatic music navigation; continuous wavelet-like transform; intelligent music navigation; time-frequency analysis; Acoustic measurements; Acoustic signal detection; Continuous wavelet transforms; Histograms; Mel frequency cepstral coefficient; Multiple signal classification; Navigation; Signal resolution; Time frequency analysis; Wavelet transforms;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Content-Based Multimedia Indexing, 2007. CBMI '07. International Workshop on
Conference_Location :
Bordeaux
Print_ISBN :
1-4244-1011-8
Electronic_ISBN :
1-4244-1011-8
Type :
conf
DOI :
10.1109/CBMI.2007.385407
Filename :
4275070
Link To Document :
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