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This paper describes a novel, low-cost method for combining time-frequency representations into a more sparse one. To this end, a new local quality measure that is based on an amplitude-weighted version of the so-called Hoyer sparsity is proposed. A detailed evaluation procedure that employs a dataset with nearly perfect f0 annotations of melodic signals and a set of white-noise pulses is adopted for assessing the time-frequency resolution attained. The proposed method is shown to produce state-of-the-art results among the existing combination methods in terms of energy concentration at frequency contours, onsets, and offsets, meeting the most desirable requirements: high time-frequency resolution, low computational cost, and the capability of combining representations with non-linear frequency scale.
Author (s): da Costa, Maurício do V. M.; Biscainho, Luiz W. P.
Affiliation:
Music Technology and Digital Musicology Lab, Institute for Musicology and Music Pedagogy, Osnabrück University, Osnabrück, Germany; Signal Multimedia and Telecommunications Laboratory, DEL/Poli & PEE/COPPE, Federal University of Rio de Janeiro, Rio de Janeiro, Brazil
(See document for exact affiliation information.)
Publication Date:
2022-09-06
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Permalink: https://aes2.org/publications/elibrary-page/?id=21889
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da Costa, Maurício do V. M.; Biscainho, Luiz W. P.; 2022; The Fast Local Sparsity Method: A Low-Cost Combination of Time-Frequency Representations Based on the Hoyer Sparsity [PDF]; Music Technology and Digital Musicology Lab, Institute for Musicology and Music Pedagogy, Osnabrück University, Osnabrück, Germany; Signal Multimedia and Telecommunications Laboratory, DEL/Poli & PEE/COPPE, Federal University of Rio de Janeiro, Rio de Janeiro, Brazil; Paper ; Available from: https://aes2.org/publications/elibrary-page/?id=21889
da Costa, Maurício do V. M.; Biscainho, Luiz W. P.; The Fast Local Sparsity Method: A Low-Cost Combination of Time-Frequency Representations Based on the Hoyer Sparsity [PDF]; Music Technology and Digital Musicology Lab, Institute for Musicology and Music Pedagogy, Osnabrück University, Osnabrück, Germany; Signal Multimedia and Telecommunications Laboratory, DEL/Poli & PEE/COPPE, Federal University of Rio de Janeiro, Rio de Janeiro, Brazil; Paper ; 2022 Available: https://aes2.org/publications/elibrary-page/?id=21889
@article{da2022the,
author={da costa maurício do v. m. and biscainho luiz w. p.},
journal={journal of the audio engineering society},
title={the fast local sparsity method: a low-cost combination of time-frequency representations based on the hoyer sparsity},
year={2022},
volume={70},
issue={9},
pages={698-707},
month={september},}
TY – paper
TI – The Fast Local Sparsity Method: A Low-Cost Combination of Time-Frequency Representations Based on the Hoyer Sparsity
SP – 698 EP – 707
AU – da Costa, Maurício do V. M.
AU – Biscainho, Luiz W. P.
PY – 2022
JO – Journal of the Audio Engineering Society
VO – 70
IS – 9
Y1 – September 2022