Title :
Comparison of Performance in Automatic Classification between Chinese and Western Musical Instruments
Author :
Liu, Jing ; Xie, Lingyun
Author_Institution :
Commun. Acoust. Lab., Commun. Univ. of China, Beijing, China
Abstract :
Classification of musical instrument is resulted from musicology. Thus, automatic identification of instrument families not only benefits the study in musicology, but also worth of attention in MIR. Based on a database consists of 2177 clips from Chinese and Western instrumental music, the experiments provided in this paper evaluate the ability of automatic Chinese and Western instrument identification by confusion matrices. Regarding various features and classifiers, the experiment results revealed the similarity and difference between Chinese and western instrumental music, which produce new possibilities for the study in identifying and classifying Chinese and Western instrument families.
Keywords :
database management systems; information retrieval; music; musical instruments; pattern classification; MIR; automatic instrument identification; automatic musical instrument classification; chinese musical instrument; confusion matrices; instrumental music; musicology; western musical instrument; Accuracy; Classification algorithms; Feature extraction; Instruments; Mel frequency cepstral coefficient; Support vector machines; Training; Confusion Matrix; Instrument Identification; MIR;
Conference_Titel :
Information Engineering (ICIE), 2010 WASE International Conference on
Conference_Location :
Beidaihe, Hebei
Print_ISBN :
978-1-4244-7506-3
Electronic_ISBN :
978-1-4244-7507-0
DOI :
10.1109/ICIE.2010.8