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Duration modeling for text to speech synthesis system using festival speech engine developed for Malayalam language

机译:使用为马拉雅拉姆语语言开发的节日语音引擎进行文本到语音合成系统的持续时间建模

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摘要

This paper describes duration modeling in Text To Speech Synthesis (TTS) for Malayalam language using open source Festival TTS engine. Classification and Regression Tree (CART) based data-driven phoneme duration modeling is presented. A number of features are extracted for predicting the duration of phonemes. Objective evaluation test was conducted to evaluate the intelligibility of the synthesized speech by root mean squared error (RMSE) and correlation between actual and predicted durations. The objective evaluation of the model gave an RMSE of 0.1188 and a correlation of 0.9918.
机译:本文介绍了使用开源Festival Festival TTS引擎的马拉雅拉姆语文本到语音合成(TTS)的持续时间建模。提出了基于分类和回归树(CART)的数据驱动音素持续时间建模。提取许多特征以预测音素的持续时间。进行了客观评估测试,以通过均方根误差(RMSE)以及实际持续时间和预测持续时间之间的相关性来评估合成语音的清晰度。该模型的客观评估得出RMSE为0.1188,相关系数为0.9918。

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