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In this paper, we propose a novel method to parametrize and classify different frequency modulation techniques in bass guitar recordings. A parametric spectral estimation technique is applied to refine the fundamental frequency estimates derived from an existing bass transcription algorithm. We apply a two-stage taxonomy of bass playing styles with special focus on the frequency modulation techniques slide, bending, and vibrato. An existing database of isolated note recordings is extended by approx. 900 samples to evaluate the presented algorithm. We achieve comparable classification accuracy values of 85.1% and 81.5% for classification on class-level and subclass-level. Furthermore, two potential application scenarios are outlined.
Author (s): Abeßer, Jakob; Dittmar, Christian; Schuller, Gerald
Affiliation:
Fraunhofer Institute for Digital Media Technology IDMT, Ilmenau, Germany; Ilmenau University of Technology, Ilmenau, Germany
(See document for exact affiliation information.)
Publication Date:
2011-07-06
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Session subject:
Automatic Music Transcription
Permalink: https://aes2.org/publications/elibrary-page/?id=15961
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Abeßer, Jakob; Dittmar, Christian; Schuller, Gerald; 2011; Automatic Recognition and Parametrization of Frequency Modulation Techniques in Bass Guitar Recordings [PDF]; Fraunhofer Institute for Digital Media Technology IDMT, Ilmenau, Germany; Ilmenau University of Technology, Ilmenau, Germany; Paper 3-1; Available from: https://aes2.org/publications/elibrary-page/?id=15961
Abeßer, Jakob; Dittmar, Christian; Schuller, Gerald; Automatic Recognition and Parametrization of Frequency Modulation Techniques in Bass Guitar Recordings [PDF]; Fraunhofer Institute for Digital Media Technology IDMT, Ilmenau, Germany; Ilmenau University of Technology, Ilmenau, Germany; Paper 3-1; 2011 Available: https://aes2.org/publications/elibrary-page/?id=15961
@article{abeßer2011automatic,
author={abeßer jakob and dittmar christian and schuller gerald},
journal={journal of the audio engineering society},
title={automatic recognition and parametrization of frequency modulation techniques in bass guitar recordings},
year={2011},
number={3-1},
month={july},}