Evaluating the Quality of an Integrated Model of German Prosody

Abstract

The perceived quality of synthetic speech strongly depends on its prosodic naturalness. Departing from earlier works by Mixdorff on a linguistically motivated model of German intonation based on the Fujisaki model, an integrated approach to predicting F0 along with syllable duration and energy was developed. The current paper first presents some statistical results concerning the relationship between linguistic and phonetic information underlying an utterance and its prosodic features. These results were employed for training the MFN-based integrated prosodic model predicting syllable duration and energy along with syllable-aligned Fujisaki control parameters. The paper then focusses on the method of perceptual evaluation developed, comparing resynthesis stimuli created by controlled prosodic degrading of natural speech with stimuli created using the integrated model. The results indicate that the integrated model generally receives better ratings than degraded stimuli with comparable durational and F0 deviations from the original. An important outcome is the observation that the accuracy of the predicted syllable durations appears to be a stronger factor with respect to the perceived quality than the accuracy of the predicted F0 contour.