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
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