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This paper presents a system to align musical notes extracted from an audio signal with the notes of the musical score being played. Building on conventional alignment systems using Dynamic Time Warping (DTW), the proposed method uses fuzzy logic to create the similarity matrix used by DTW. Like a musician following a score, the fuzzy logic system uses high level information as its inputs, such as note identity, note duration and local rhythm. Using high level information instead of frame by frame information reduces substantially the size of the DTW similarity matrix and thus reduces significantly the complexity to find the best path for alignment. Finally, the proposed method can automatically track where a musician starts and stops playing in a musical score.
Author (s): Gagnon, Bruno;
Lefebvre, Roch;
Brunet, Charles-Antoine;
Affiliation:
University of Sherbrooke
(See document for exact affiliation information.)
AES Convention: 123
Paper Number:7251
Publication Date:
2007-10-06
Session subject:
Signal Processing Applied To Music
DOI:
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Gagnon, Bruno; Lefebvre, Roch; Brunet, Charles-Antoine; 2007; A High Level Musical Score Alignment Technique Based on Fuzzy Logic and DTW [PDF]; University of Sherbrooke; Paper 7251; Available from: https://aes.org/publications/elibrary-page/?id=14309
Gagnon, Bruno; Lefebvre, Roch; Brunet, Charles-Antoine; A High Level Musical Score Alignment Technique Based on Fuzzy Logic and DTW [PDF]; University of Sherbrooke; Paper 7251; 2007 Available: https://aes.org/publications/elibrary-page/?id=14309
@inproceedings{Gagnon2007a,
title={{A High Level Musical Score Alignment Technique Based on Fuzzy Logic and DTW}},
author={Gagnon, Bruno and Lefebvre, Roch and Brunet, Charles-Antoine},
year={2007},
month={oct},
booktitle={Journal of the Audio Engineering Society},
publisher={Paper 7251; AES Convention 123; October 2007},
number={7251},
organization={AES},
}
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