一个非常低比特率的语音编码器使用HMM与说话人自适应

T. Masuko, K. Tokuda, Takao Kobayashi
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引用次数: 12

摘要

本文介绍了一种基于HMM的语音声码器的说话人自适应技术。在声码器中,编码器进行音位识别并将音位索引和状态持续时间传输给解码器,解码器使用基于hmm的语音合成技术合成语音。这种声编码器的主要问题之一是合成语音的语音特性取决于解码器中使用的hmm,因此无论输入扬声器的种类如何,语音特性都是固定的。为了克服这一问题,我们通过传输传输向量、输入语音和hmm之间不匹配的信息,使hmm适应输入语音。主观测试结果表明,不进行传递矢量量化的声码器的性能与依赖于说话人的声码器相当。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A very low bit rate speech coder using HMM with speaker adaptation
This paper describes a speaker adaptation technique for a phonetic vocoder based on HMM. In the vocoder, the encoder performs phoneme recognition and transmits phoneme indexes and state durations to the decoder, and the decoder synthesizes speech using HMM-based speech synthesis technique. One of the main problems of this vocoder is that the voice characteristics of synthetic speech depend on HMMs used in the decoder, and are therefore fixed regardless of a variety of input speakers. To overcome this problem, we adapt HMMs to input speech by transmitting transfer vectors, information on mismatch between the input speech and HMMs. The results of the subjective tests show that the performance of the proposed vocoder without quantization of transfer vectors is comparable to that of a speaker dependent vocoder.
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