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Eighth IEEE International Symposium on Multimedia (ISM'06)
Musical Instrument Recognizer "Instrogram" and Its Application to Music Retrieval Based on Instrumentation Similarity
San Diego, CA
December 11-December 13
ISBN: 0-7695-2746-9
Tetsuro Kitahara, Kyoto University, Japan
Masataka Goto, National Institute of Advanced Industrial Science and Technology (AIST), Japan
Kazunori Komatani, Kyoto University, Japan
Tetsuya Ogata, Kyoto University, Japan
Hiroshi G. Okuno, Kyoto University, Japan
Instrumentation is an important cue in retrieving musical content. Conventional methods for instrument recognition performing notewise require accurate estimation of the onset time and fundamental frequency (F0) for each note, which is not easy in polyphonic music. This paper presents a non-notewise method for instrument recognition in polyphonic musical audio signals. Instead of such notewise estimation, our method calculates the temporal trajectory of instrument existence probabilities for every F0 and visualizes it as a spectrogram-like graphical representation, called an instrogram. This method can avoid the influence by errors of onset detection and F0 estimation because it does not use them. We also present methods for MPEG- 7-based instrument annotation and music information retrieval based on the similarity between instrograms. Experimental results with realistic music show the average accuracy of 76.2% for the instrument annotation and that the instrogram-based similarity measure represents the actual instrumentation similarity better than an MFCC-based one.
Citation:
Tetsuro Kitahara, Masataka Goto, Kazunori Komatani, Tetsuya Ogata, Hiroshi G. Okuno, "Musical Instrument Recognizer "Instrogram" and Its Application to Music Retrieval Based on Instrumentation Similarity," ism, pp.265-274, Eighth IEEE International Symposium on Multimedia (ISM'06), 2006
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