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The aim of the research work presented is an automatic singing voice quality/type recognition system. For this purpose a database containing singers’ sample recordings is constructed and parameters are extracted from recorded voices of trained and untrained singers of different voice types. Parameters, which are especially designed for the analysis of the singing voice, are analyzed and a feature vector is formed. Each of singers’ voice samples is judged by experts and information about voice type/quality is obtained. Parameters extracted are used in the training process of a neural network and the effectiveness of an automatic voice timbre/quality classification is tested by comparing automatic recognition results with subjective expert judgements. Finally, discussion of results is presented and conclusions are derived.
Author (s): Zwan, Pawel;
Affiliation:
Gdansk University of Technology
(See document for exact affiliation information.)
AES Convention: 121
Paper Number:6898
Publication Date:
2006-10-06
Session subject:
Analysis and Synthesis
DOI:
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Zwan, Pawel; 2006; Expert System for Automatic Classification and Quality Assessment of Singing Voices [PDF]; Gdansk University of Technology; Paper 6898; Available from: https://aes.org/publications/elibrary-page/?id=13732
Zwan, Pawel; Expert System for Automatic Classification and Quality Assessment of Singing Voices [PDF]; Gdansk University of Technology; Paper 6898; 2006 Available: https://aes.org/publications/elibrary-page/?id=13732
@inproceedings{Zwan2006expert,
title={{Expert System for Automatic Classification and Quality Assessment of Singing Voices}},
author={Zwan, Pawel},
year={2006},
month={oct},
booktitle={Journal of the Audio Engineering Society},
publisher={Paper 6898; AES Convention 121; October 2006},
number={6898},
organization={AES},
}
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