Using a pitch-synchronous residual codebook for hybrid HMM/frame selection speech synthesis

  • Authors:
  • Thomas Drugman;Alexis Moinet;Thierry Dutoit;Geoffrey Wilfart

  • Affiliations:
  • Faculté Polytechnique de Mons, TCTS Lab, 31, Boulevard Dolez, 7000, Belgium;Faculté Polytechnique de Mons, TCTS Lab, 31, Boulevard Dolez, 7000, Belgium;Faculté Polytechnique de Mons, TCTS Lab, 31, Boulevard Dolez, 7000, Belgium;Acapela Group, Research and Development, 33, Boulevard Dolez, 7000 Mons, Belgium

  • Venue:
  • ICASSP '09 Proceedings of the 2009 IEEE International Conference on Acoustics, Speech and Signal Processing
  • Year:
  • 2009

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Abstract

This paper proposes a method to improve the quality delivered by statistical parametric speech synthesizers. For this, we use a codebook of pitch-synchronous residual frames, so as to construct a more realistic source signal. First a limited codebook of typical excitations is built from some training database. During the synthesis part, HMMs are used to generate filter and source coefficients. The latter coefficients contain both the pitch and a compact representation of target residual frames. The source signal is obtained by concatenating excitation frames picked up from the codebook, based on a selection criterion and taking target residual coefficients as input. Subjective results show a relevant improvement compared to the basic technique.