DocumentCode :
974829
Title :
Instrument-Specific Harmonic Atoms for Mid-Level Music Representation
Author :
Leveau, Pierre ; Vincent, Emmanuel ; Richard, Gaël ; Daudet, Laurent
Author_Institution :
LAM team, Univ. Pierre et Marie Curie-Paris 6, Paris
Volume :
16
Issue :
1
fYear :
2008
Firstpage :
116
Lastpage :
128
Abstract :
Several studies have pointed out the need for accurate mid-level representations of music signals for information retrieval and signal processing purposes. In this paper, we propose a new mid-level representation based on the decomposition of a signal into a small number of sound atoms or molecules bearing explicit musical instrument labels. Each atom is a sum of windowed harmonic sinusoidal partials whose relative amplitudes are specific to one instrument, and each molecule consists of several atoms from the same instrument spanning successive time windows. We design efficient algorithms to extract the most prominent atoms or molecules and investigate several applications of this representation, including polyphonic instrument recognition and music visualization.
Keywords :
harmonic analysis; music; musical instruments; signal representation; instrument-specific harmonic atoms; mid-level music representation; signal decomposition; windowed harmonic sinusoidal partials; Algorithm design and analysis; Data mining; Humans; Instruments; Multiple signal classification; Music information retrieval; Signal processing; Signal processing algorithms; Timbre; Visualization; Mid-level representation; music information retrieval; music visualization; sparse decomposition;
fLanguage :
English
Journal_Title :
Audio, Speech, and Language Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1558-7916
Type :
jour
DOI :
10.1109/TASL.2007.910786
Filename :
4383077
Link To Document :
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