DocumentCode :
3038420
Title :
Dynamic time warping technique for musical instrument recognition for isolated notes
Author :
Bhalke, D.G. ; Rao, C. B Rama ; Bormane, D.S.
Author_Institution :
Dept. of ECE, NIT Warangal, Warangal, India
fYear :
2011
fDate :
23-24 March 2011
Firstpage :
768
Lastpage :
771
Abstract :
Musical instrument recognition becomes an important aspect of music information retrieval which can be used by Musician and lay man to understand it. In this paper, Dynamic time warping techniques is utilized to recognize Indian musical instruments using 39 MFCC features. Six Indian musical instruments from different families are considered in this work. A large audio database are collected and recorded in our Lab at 44.1 KHz sampling frequency. Training and test templates are generated using 39 MFCC features. Sixty three different features of instrument are studied including temporal, spectral and cepstral features. In this paper we have implemented MFCC algorithm, silence part removal using Energy and Zero crossing rate and DTW algorithm. For classification task, experimental results are provided using MFCC, delta MFCC, delta delta MFCC and DTW. It is proposed that higher recognition rates can be achieved using MFCC features with DTW which is useful for different time varying musical notes..
Keywords :
audio signal processing; music; musical instruments; DTW algorithm; Indian musical instrument recognition; MFCC feature; cepstral feature; delta delta MFCC; dynamic time warping technique; energy rate; isolated notes; music information retrieval; silence part removal; spectral feature; temporal feature; time varying musical note; zero crossing rate; Accuracy; Distortion measurement; Feature extraction; Filter banks; Heuristic algorithms; Instruments; Mel frequency cepstral coefficient; Dynamic Time warping (DTW); Feature extraction; MFCC (Mel frequency cepstral coefficient); Musical instrument (MI);
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Emerging Trends in Electrical and Computer Technology (ICETECT), 2011 International Conference on
Conference_Location :
Tamil Nadu
Print_ISBN :
978-1-4244-7923-8
Type :
conf
DOI :
10.1109/ICETECT.2011.5760221
Filename :
5760221
Link To Document :
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