DocumentCode
2330215
Title
Instrogram: A New Musical Instrument Recognition Technique Without Using Onset Detection NOR F0 Estimation
Author
Kitahara, Tetsuro ; Komatani, Kazunori ; Ogata, Tetsuya ; Okuno, Hiroshi G. ; Goto, Masataka
Author_Institution
Dept. of Intelligence Sci. & Technol., Kyoto Univ.
Volume
5
fYear
2006
fDate
14-19 May 2006
Abstract
This paper describes a new technique for recognizing musical instruments in polyphonic music. Because the conventional framework for musical instrument recognition in polyphonic music had to estimate the onset time and fundamental frequency (F0) of each note, instrument recognition strictly suffered from errors of onset detection and F0 estimation. Unlike such a note-based processing framework, our technique calculates the temporal trajectory of instrument existence probabilities for every possible F0, and the results are visualized with a spectrogram-like graphical representation called instrogram. The instrument existence probability is defined as the product of a nonspecific instrument existence probability calculated using PreFEst and a conditional instrument existence probability calculated using the hidden Markov model. Experimental results show that the obtained instrograms reflect the actual instrumentations and facilitate instrument recognition
Keywords
acoustic signal processing; hidden Markov models; musical instruments; pattern recognition; probability; PreFEst; conditional instrument existence probability; hidden Markov model; instrogram; instrument existence probability; musical instrument recognition technique; note-based processing framework; polyphonic music; spectrogram-like graphical representation; temporal trajectory; Computer networks; Frequency estimation; Hidden Markov models; Image analysis; Informatics; Instruments; Music information retrieval; Probability; Robustness; Visualization;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech and Signal Processing, 2006. ICASSP 2006 Proceedings. 2006 IEEE International Conference on
Conference_Location
Toulouse
ISSN
1520-6149
Print_ISBN
1-4244-0469-X
Type
conf
DOI
10.1109/ICASSP.2006.1661254
Filename
1661254
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