DocumentCode
2520731
Title
Chroma-based statistical audio features for audio matching
Author
Müller, Meinard ; Kurth, Frank ; Clausen, Michael
Author_Institution
Dept. of Comput. Sci. III, Bonn Univ., Germany
fYear
2005
fDate
16-19 Oct. 2005
Firstpage
275
Lastpage
278
Abstract
Large music collections often contain several recordings of the same piece of music, which are interpreted by various musicians and possibly arranged in different instrumentations. Given a short query audio clip, an important task in audio retrieval is to automatically and efficiently identify all corresponding audio clips irrespective of the specific interpretation or instrumentation. In view of this problem, which is also referred to as audio matching, the main contribution of this paper is to introduce a new type of audio feature that strongly correlates to the harmonic progression of the audio signal. In addition, our feature shows a high degree of robustness to variations in parameters such as dynamics, timbre, articulation, and local tempo deviations. The feature design is carried out in two stages basically taking short-time statistics over chroma-based energy distributions. Here, the chroma correspond to the 12 traditional pitch classes of the equal-tempered scale. Applied to audio matching on a large audio database consisting of a wide range of classical music (112 hours of audio material), our features proved to be a powerful tool providing accurate matchings in an efficient way concerning time as well as memory requirements.
Keywords
audio signal processing; music; statistical analysis; audio database; audio matching; audio retrieval; audio signal harmonic progression; chroma-based energy distributions; chroma-based statistical audio features; music collections; query audio clip; Audio databases; Audio recording; Computer science; Information analysis; Instruments; Music information retrieval; Robustness; Statistical distributions; Text analysis; Timbre;
fLanguage
English
Publisher
ieee
Conference_Titel
Applications of Signal Processing to Audio and Acoustics, 2005. IEEE Workshop on
Print_ISBN
0-7803-9154-3
Type
conf
DOI
10.1109/ASPAA.2005.1540223
Filename
1540223
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