Birkholz, P;
Schmager, P;
Xu, Y;
(2018)
Estimation of Pitch Targets from Speech Signals by Joint Regularized Optimization.
In:
2018 26th European Signal Processing Conference (EUSIPCO).
(pp. pp. 2075-2079).
IEEE: Rome, Italy.
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Abstract
This paper presents a novel method to estimate the pitch target parameters of the target approximation model (TAM). The TAM allows the compact representation of natural pitch contours on a solid theoretical basis and can be used as an intonation model for text-to-speech synthesis. In contrast to previous approaches, the method proposed here estimates the parameters of all targets jointly, uses 5th-order (instead of 3rdorder) linear systems to model the target approximation process, and uses regularization to avoid unnatural pitch targets. The effect of these features on the modeling error and the target parameter distributions are shown. The proposed method has been made available as the open-source software tool TargetOptimizer.
Type: | Proceedings paper |
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Title: | Estimation of Pitch Targets from Speech Signals by Joint Regularized Optimization |
Event: | European Signal Processing Conference (EUSIPCO) |
Location: | Rome, ITALY |
Dates: | 03 - 07 August 2018 |
Open access status: | An open access version is available from UCL Discovery |
DOI: | 10.23919/EUSIPCO.2018.8552945 |
Publisher version: | https://doi.org/10.23919/EUSIPCO.2018.8552945 |
Language: | English |
Additional information: | This version is the author accepted manuscript. For information on re-use, please refer to the publisher’s terms and conditions. |
Keywords: | Estimation, Optimization, Tools, Europe, Signal processing, Predictive models, Software |
UCL classification: | UCL UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences > Faculty of Brain Sciences UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences > Faculty of Brain Sciences > Div of Psychology and Lang Sciences UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences > Faculty of Brain Sciences > Div of Psychology and Lang Sciences > Speech, Hearing and Phonetic Sciences |
URI: | https://discovery.ucl.ac.uk/id/eprint/10071664 |
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