DocumentCode
3465073
Title
Recognition of isolated musical patterns in the context of Greek traditional music
Author
Pikrakis, Aggelos ; Theodoridis, Sergios ; Kamarotos, Damitris
Author_Institution
Dept. of Inf., Athens Univ., Greece
Volume
2
fYear
1996
fDate
13-16 Oct 1996
Firstpage
1223
Abstract
Recognition of pre-defined musical patterns in the context of Greek Traditional Music is very useful to researchers in Musicology and Ethnomusicology. This paper presents an efficient method for recognizing isolated musical patterns played by Creek Traditional Clarinet, in a monophonic environment. The Discrete Time Wavelet Transform of the signal is calculated. The highest scales, along with the lowpass residue of the Wavelet Transform, are treated as signals and the spectrogram of each one of them is calculated. The spectrograms are in turn treated as 2-D images. A number of translation and scaling invariant moments are then computed for the resulting images. These moments are used as features, and turn out to cluster around certain points in the corresponding multidimensional feature space, for the various musical patterns. Tree-like structured classification procedure is then adopted for classification. A few clusters correspond to more than one musical pattern. In such case a Dynamic Time Warping procedure is employed to determine the specific pattern
Keywords
feature extraction; music; pattern classification; time warp simulation; transforms; wavelet transforms; 2D images; Greek traditional music; clarinet; discrete time wavelet transform; dynamic time warping procedure; ethnomusicology; invariant moments; isolated musical patterns; lowpass residue; monophonic environment; multidimensional feature space; musicology; spectrograms; tree-like structured classification procedure; Classification tree analysis; Context; Digital recording; Informatics; Instruments; Multidimensional signal processing; Multiple signal classification; Pattern analysis; Pattern recognition; Spectrogram;
fLanguage
English
Publisher
ieee
Conference_Titel
Electronics, Circuits, and Systems, 1996. ICECS '96., Proceedings of the Third IEEE International Conference on
Conference_Location
Rodos
Print_ISBN
0-7803-3650-X
Type
conf
DOI
10.1109/ICECS.1996.584652
Filename
584652
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