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Neutral to target emotion conversion using source and suprasegmental information
Research Area: Speech Analysis Year: 2011
Type of Publication: In Proceedings Keywords: Emotions, ZFF, strength of excitation, instanta- neous pitch, duration
Authors: B. Yegnanarayana, D. Govind, S. R. M. Prasanna  
Book title: Interspeech 2011
Pages: 2969-2972
Address: Florence, Italy
Month: 28- 31 August
   
Abstract:
This work uses instantaneous pitch and strength of excitation along with duration of syllable-like units as the parameters for emotion conversion. Instantaneous pitch and duration of the syllable-like units of the neutral speech are modified by the prosody modification of its linear prediction (LP) residual us- ing the instants of significant excitation. The strength of excita- tion is modified by scaling the Hilbert envelope (HE) of the LP residual. The target emotion speech is then synthesized using the prosody and strength modified LP residual. The pitch, du- ration and strength modification factors for emotion conversion are derived using the syllable-like units of initial, middle and final regions from an emotion speech database having different speakers, texts and emotions. The effectiveness of the region wise modification of source and supra segmental features over the gross level modification is confirmed by the waveforms, spectrograms and subjective evaluations.
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