Papers › OpenVoice: Versatile Instant Voice Cloning

OpenVoice: Versatile Instant Voice Cloning

3 Dec 2023arXiv:2312.01479archive 2025-07-28

Zengyi Qin, Wenliang Zhao, Xumin Yu, Xin Sun

We introduce OpenVoice, a versatile voice cloning approach that requires only a short audio clip from the reference speaker to replicate their voice and generate speech in multiple languages. OpenVoice represents a significant advancement in addressing the following open challenges in the field: 1) Flexible Voice Style Control. OpenVoice enables granular control over voice styles, including emotion, accent, rhythm, pauses, and intonation, in addition to replicating the tone color of the reference speaker. The voice styles are not directly copied from and constrained by the style of the reference speaker. Previous approaches lacked the ability to flexibly manipulate voice styles after cloning. 2) Zero-Shot Cross-Lingual Voice Cloning. OpenVoice achieves zero-shot cross-lingual voice cloning for languages not included in the massive-speaker training set. Unlike previous approaches, which typically require extensive massive-speaker multi-lingual (MSML) dataset for all languages, OpenVoice can clone voices into a new language without any massive-speaker training data for that language. OpenVoice is also computationally efficient, costing tens of times less than commercially available APIs that offer even inferior performance. To foster further research in the field, we have made the source code and trained model publicly accessible. We also provide qualitative results in our demo website. OpenVoice has been used by more than 2M users worldwide as the voice engine of MyShell.ai

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myshell-ai/openvoice mentioned in papermentioned on GitHubpytorchMIT report

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fused_add_tanh_sigmoid_multiply myshell-ai/openvoice/openvoice/attentions.py named in the paper ran · fixture could not drive it MIT (permissive) · b38f9c28c5117398 · report
get_padding myshell-ai/openvoice/openvoice/commons.py named in the paper ran · honoured contract fingerprinted MIT (permissive) · a26f85d7c72ef39a · report
unconstrained_rational_quadratic_spline myshell-ai/openvoice/openvoice/transforms.py named in the paper ran MIT (permissive) · 70a7614b3b3eb41f · report
bits_to_string myshell-ai/openvoice/openvoice/utils.py named in the paper unverified MIT (permissive) · edfa904ec3cd9c56 · report
collapse_whitespace myshell-ai/openvoice/openvoice/text/english.py named in the paper unverified MIT (permissive) · ca53d51dae7325e7 · report
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expand_abbreviations myshell-ai/openvoice/openvoice/text/english.py named in the paper unverified MIT (permissive) · cea1f83e9db28ed8 · report
get_hparams_from_file myshell-ai/openvoice/openvoice/utils.py named in the paper unverified MIT (permissive) · 8864cfac554d8105 · report
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piecewise_rational_quadratic_transform myshell-ai/openvoice/openvoice/transforms.py named in the paper unverified MIT (permissive) · ba6cafc4d658c14f · report
searchsorted myshell-ai/openvoice/openvoice/transforms.py named in the paper unverified MIT (permissive) · e85d747983c4f5d8 · report
spectral_normalize_torch myshell-ai/openvoice/openvoice/mel_processing.py named in the paper unverified MIT (permissive) · 26b87488d429896a · report
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Tasks

RhythmVoice Cloning

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Methods

CLIP

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