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For the semantic analysis of polyphonic music, such as genre recognition, rhythmic pattern features (also called Beat Histogram) can be used. Feature extraction is based on the correlation of rhythmic information from drum instruments in the audio signal. In addition to drum instruments, the sounds of pitched instruments are usually also part of the music signal to analyze. This can have a significant influence on the correlation patterns. This paper describes the influence of pitched instruments for the extraction of rhythmic features, and evaluates two different pre-processing methods. One method computes a sinusoidal and noise model, where its residual signal is used for feature extraction. In the second method, a drum transcription based on spectral characteristics of drum sounds is performed, and the rhythm pattern feature is derived directly from the occurrences of the drum events. Finally, the results are explained and compared in detail.
Author (s): Gruhne, Matthias;
Dittmar, Christian;
Gaertner, Daniel;
Schuller, Gerald;
Affiliation:
Fraunhofer IDMT; Ilmenau Technical University
(See document for exact affiliation information.)
AES Convention: 125
Paper Number:7542
Publication Date:
2008-10-06
Session subject:
Audio Content Management
DOI:
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Gruhne, Matthias; Dittmar, Christian; Gaertner, Daniel; Schuller, Gerald; 2008; An Evaluation of Pre-Processing Algorithms for Rhythmic Pattern Analysis [PDF]; Fraunhofer IDMT; Ilmenau Technical University; Paper 7542; Available from: https://aes.org/publications/elibrary-page/?id=14694
Gruhne, Matthias; Dittmar, Christian; Gaertner, Daniel; Schuller, Gerald; An Evaluation of Pre-Processing Algorithms for Rhythmic Pattern Analysis [PDF]; Fraunhofer IDMT; Ilmenau Technical University; Paper 7542; 2008 Available: https://aes.org/publications/elibrary-page/?id=14694
@inproceedings{Gruhne2008an,
title={{An Evaluation of Pre-Processing Algorithms for Rhythmic Pattern Analysis}},
author={Gruhne, Matthias and Dittmar, Christian and Gaertner, Daniel and Schuller, Gerald},
year={2008},
month={oct},
booktitle={Journal of the Audio Engineering Society},
publisher={Paper 7542; AES Convention 125; October 2008},
number={7542},
organization={AES},
}
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