为曼尼普尔语梅泰文开发了首个神经文本转语音系统。
Text to Speech System for Meitei Mayek Script
- 基于Tacotron 2与HiFi-GAN构建适配声调语言的TTS架构
- 建立梅泰文到ARPAbet的音素映射,打造单说话人数据集
- 生成语音自然流畅,适用于语言保护与技术普惠
本文提出一种基于梅泰文的曼尼普尔语文本转语音(TTS)系统。结合Tacotron 2与HiFi-GAN,构建了支持声调音系和资源匮乏语言环境的神经TTS架构。通过建立梅泰文至ARPAbet的音素映射,构建单说话人语料库,实现了可懂且自然的语音合成,并通过主观与客观评估验证。该系统为曼尼普尔语的语言保存与技术包容奠定了基础。
原文摘要 · Abstract (English)
This paper presents the development of a Text-to-Speech (TTS) system for the Manipuri language using the Meitei Mayek script. Leveraging Tacotron 2 and HiFi-GAN, we introduce a neural TTS architecture adapted to support tonal phonology and under-resourced linguistic environments. We develop a phoneme mapping for Meitei Mayek to ARPAbet, curate a single-speaker dataset, and demonstrate intelligible and natural speech synthesis, validated through subjective and objective metrics. This system lays the groundwork for linguistic preservation and technological inclusion of Manipuri.
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