Title :
Recognition of isolated musical patterns using Context Dependent Dynamic Time Warping
Author :
Pikrakis, Aggelos ; Theodoridis, Sergios ; Kamarotos, Dimitris
Author_Institution :
Dept. of Inf. & Telecommun., Univ. of Athens, Athens, Greece
Abstract :
This paper presents an efficient method for recognizing isolated musical patterns in a monophonic environment, using a novel extension of Dynamic Time Warping, which we call Context Dependent Dynamic Time Warping. Each pattern is converted into a sequence of frequency jumps by means of a fundamental frequency tracking algorithm, followed by a quantizer. The resulting sequence of frequency jumps is presented to the input of the recognizer which employs Context Dependent Dynamic Time Warping. The main characteristic of Context Dependent Dynamic Time Warping is that it exploits the correlation exhibited among adjacent frequency jumps of the feature sequence. The methodology has been tested in the context of Greek Traditional Music, which exhibits certain characteristics that make the classification task harder, when compared with Western musical tradition. A recognition rate higher than 95% was achieved.
Keywords :
audio signal processing; correlation methods; music; quantisation (signal); signal classification; time warp simulation; Greek traditional music; Western musical tradition; context dependent dynamic time warping; feature sequence; frequency jumps; frequency tracking algorithm; isolated musical patterns; monophonic environment; recognition rate; Abstracts;
Conference_Titel :
Signal Processing Conference, 2002 11th European
Conference_Location :
Toulouse