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How to overcome the quality bottleneck of English podcasts to Chinese speech?

2025-08-23 1.7 K
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A Transitional Scheme for Cross-Language Speech Synthesis

Although Muyan-TTS currently supports mainly English, acceptable Chinese output can be achieved by the following methods:

  • Indirect program generation:
    1. Converting Chinese Text to English Using Machine Translation
    2. Generating English Speech with Muyan-TTS
    3. Converting tones via Voice Conversion (e.g. so-vits-svc)
  • Model fine-tuning scheme:
    • Collection of parallel Chinese-English corpus (bilingual recordings of the same content)
    • Cross-language adaptation training based on existing models
    • Focus on tuning SoVITS decoder's Chinese phoneme processing capability
  • Hybrid Systems Program:
    1. Processing English passages with Muyan-TTS
    2. Interface with other Chinese TTS systems (e.g. VITS) to process the Chinese portions
    3. Adjusting the tone parameters in post

It should be noted that these programs may compromise on rhyme naturalness. For professional-grade Chinese content, it is recommended to wait for official support or participate in a community-based multilingual training program. Currently fine-tuning can be done after generation to improve the listening experience through tools such as Adobe Audition.

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