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We introduce a novel method for describing the harmonic development of a musical signal by using only low-level audio features. Our approach uses Euclidean and phase distances in a Tonal Centroid space. Both measurements are taken between successive chroma partitions of a harmonically segmented signal, for each of three harmonic circles representing fifths, major thirds, and minor thirds. The resulting feature vector can be used to quantify a string of successive chord changes according to changes in chord quality and movement of the chordal root. We demonstrate that our feature set can provide both unique classification and accurate identification of harmonic changes, while resisting variations in orchestration and key.
Author (s): Li, Ernest;
Bello, Juan Pablo;
Affiliation:
New York University, Steinhardt School
(See document for exact affiliation information.)
AES Convention: 123
Paper Number:7269
Publication Date:
2007-10-06
Session subject:
Signal Processing Applied to Music
DOI:
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Li, Ernest; Bello, Juan Pablo; 2007; Key-Independent Classification of Harmonic Change in Musical Audio [PDF]; New York University, Steinhardt School; Paper 7269; Available from: https://aes.org/publications/elibrary-page/?id=14327
Li, Ernest; Bello, Juan Pablo; Key-Independent Classification of Harmonic Change in Musical Audio [PDF]; New York University, Steinhardt School; Paper 7269; 2007 Available: https://aes.org/publications/elibrary-page/?id=14327
@inproceedings{Li2007key-independent,
title={{Key-Independent Classification of Harmonic Change in Musical Audio}},
author={Li, Ernest and Bello, Juan Pablo},
year={2007},
month={oct},
booktitle={Journal of the Audio Engineering Society},
publisher={Paper 7269; AES Convention 123; October 2007},
number={7269},
organization={AES},
}
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