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How does MegaTTS3's voice cloning function work? What are the precautions?

2025-08-27 1.8 K
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MegaTTS3's voice cloning function is used as follows:

procedure

  1. Prepare 5-10 seconds of clear reference audio (recording in a silent environment is recommended)
  2. Place the audio file in the assets/ folder
  3. Execute the command:
    CUDA_VISIBLE_DEVICES=0 python tts/infer_cli.py --input_wav 'assets/your_audio.wav' --input_text "要合成的文本" --output_dir ./gen
  4. Get the output.wav result file in the . /gen directory to get the output.wav result file

Key technical points

  • The system automatically extracts acoustic latents from the audio.
  • Establishing tone mapping relationships through comparative learning techniques
  • Enhance tonal reproduction with confrontational training

caveat

  • The reference audio should contain representative characteristics of the target timbre.
  • Background noise affects clone quality
  • For Chinese and English, you will need to prepare separate audio references for each language.
  • Real-time cloning is not currently supported and requires a preprocessing phase

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