arenas; tts model filter by language
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README.md
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size_categories:
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- n<1K
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---
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_above models sorted by amount of
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Cloned the GitHub repo for easier viewing and embedding the above table as once requested by @reach-vb: https://github.com/Vaibhavs10/open-tts-tracker/issues/30#issuecomment-1946367525
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# π£οΈ Open TTS Tracker
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A one stop shop to track all open-access/ source TTS models as they come out. Feel free to make a PR for all those that aren't linked here.
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This is aimed as a resource to increase awareness for these models and to make it easier for researchers, developers, and enthusiasts to stay informed about the latest advancements in the field.
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> [!NOTE]
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> This repo will only track open source/access codebase TTS models. More motivation for everyone to open-source! π€
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| Name | GitHub | Weights | License | Fine-tune | Languages | Paper | Demo | Issues |
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|---|---|---|---|---|---|---|---|---|
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| AI4Bharat | [Repo](https://github.com/AI4Bharat/Indic-TTS) | [Hub](https://huggingface.co/ai4bharat) | [MIT](https://github.com/AI4Bharat/Indic-TTS/blob/master/LICENSE.txt) | [Yes](https://github.com/AI4Bharat/Indic-TTS?tab=readme-ov-file#training-steps) | Indic | [Paper](https://arxiv.org/abs/2211.09536) | [Demo](https://models.ai4bharat.org/#/tts) |
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| StyleTTS 2 | [Repo](https://github.com/yl4579/StyleTTS2) | [Hub](https://huggingface.co/yl4579/StyleTTS2-LibriTTS/tree/main) | [MIT](https://github.com/yl4579/StyleTTS2/blob/main/LICENSE) | [Yes](https://github.com/yl4579/StyleTTS2#finetuning) | English | [Paper](https://arxiv.org/abs/2306.07691) | [π€ Space](https://huggingface.co/spaces/styletts2/styletts2) | GPL-licensed phonemizer |
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| Tacotron 2 | [Unofficial Repo](https://github.com/NVIDIA/tacotron2) | [GDrive](https://drive.google.com/file/d/1c5ZTuT7J08wLUoVZ2KkUs_VdZuJ86ZqA/view) | [BSD-3](https://github.com/NVIDIA/tacotron2/blob/master/LICENSE) | [Yes](https://github.com/NVIDIA/tacotron2/tree/master?tab=readme-ov-file#training) | English | [Paper](https://arxiv.org/abs/1712.05884) | [Webpage](https://google.github.io/tacotron/publications/tacotron2/) | |
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| TorToiSe TTS | [Repo](https://github.com/neonbjb/tortoise-tts) | [Hub](https://huggingface.co/jbetker/tortoise-tts-v2) | [Apache 2.0](https://github.com/neonbjb/tortoise-tts/blob/main/LICENSE) | [Yes](https://git.ecker.tech/mrq/tortoise-tts) | English | [Technical report](https://arxiv.org/abs/2305.07243) | [π€ Space](https://huggingface.co/spaces/Manmay/tortoise-tts) | |
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| TTTS | [Repo](https://github.com/adelacvg/ttts) | [Hub](https://huggingface.co/adelacvg/TTTS) | [MPL 2.0](https://github.com/adelacvg/ttts/blob/master/LICENSE) | No |
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| VALL-E | [Unofficial Repo](https://github.com/enhuiz/vall-e) | Not Available | [MIT](https://github.com/enhuiz/vall-e/blob/main/LICENSE) | [Yes](https://github.com/enhuiz/vall-e#get-started) | NA | [Paper](https://arxiv.org/abs/2301.02111) | Not Available | |
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| VITS/ MMS-TTS | [Repo](https://github.com/huggingface/transformers/tree/7142bdfa90a3526cfbed7483ede3afbef7b63939/src/transformers/models/vits) | [Hub](https://huggingface.co/kakao-enterprise) / [MMS](https://huggingface.co/models?search=mms-tts) | [Apache 2.0](https://github.com/huggingface/transformers/blob/main/LICENSE) | [Yes](https://github.com/ylacombe/finetune-hf-vits) | English | [Paper](https://arxiv.org/abs/2106.06103) | [π€ Space](https://huggingface.co/spaces/kakao-enterprise/vits) | GPL-licensed phonemizer |
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| WhisperSpeech | [Repo](https://github.com/collabora/WhisperSpeech) | [Hub](https://huggingface.co/collabora/whisperspeech) | [MIT](https://github.com/collabora/WhisperSpeech/blob/main/LICENSE) | No |
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| XTTS | [Repo](https://github.com/coqui-ai/TTS) | [Hub](https://huggingface.co/coqui/XTTS-v2) | [CPML](https://coqui.ai/cpml) | [Yes](https://docs.coqui.ai/en/latest/models/xtts.html#training) | Multilingual | [Paper](https://arxiv.org/abs/2406.04904) | [π€ Space](https://huggingface.co/spaces/coqui/xtts) | Non Commercial |
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| xVASynth | [Repo](https://github.com/DanRuta/xVA-Synth) | [Hub](https://huggingface.co/Pendrokar/xvapitch) | [GPL-3.0](https://github.com/DanRuta/xVA-Synth/blob/master/LICENSE.md) | [Yes](https://github.com/DanRuta/xva-trainer) | Multilingual | [Papers](https://huggingface.co/Pendrokar/xvapitch) | [π€ Space](https://huggingface.co/spaces/Pendrokar/xVASynth) | Base model trained on copyrighted materials. |
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* *Multilingual* - Amount of supported languages is ever changing, check the Space and Hub which specific languages are supported
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* *ALL* - Supports all natural languages; may not support artificial/contructed languages
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---
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## Legend
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For the [above](#) TTS capability table. Open the [viewer](../../viewer/) in another window or even another monitor to keep both it and the legend in view.
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* Processor β‘ - Inference done by
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* CPU (CPU**s** = multithreaded) - All models can be run on CPU, so real-time factor should be below 2.0 to qualify for CPU tag, though some more leeway can be given if it supports audio streaming
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size_categories:
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- n<1K
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---
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_above models sorted by the amount of capabilities_; [#legend](#legend)
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Cloned the GitHub repo for easier viewing and embedding the above table as once requested by @reach-vb: https://github.com/Vaibhavs10/open-tts-tracker/issues/30#issuecomment-1946367525
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# π£οΈ Open TTS Tracker
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A one stop shop to track all open-access/ source Text-To-Speech (TTS) models as they come out. Feel free to make a PR for all those that aren't linked here.
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This is aimed as a resource to increase awareness for these models and to make it easier for researchers, developers, and enthusiasts to stay informed about the latest advancements in the field.
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> [!NOTE]
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> This repo will only track open source/access codebase TTS models. More motivation for everyone to open-source! π€
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Some of the models are also being battle tested at TTS arenas:
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* [TTS Arena](https://huggingface.co/spaces/TTS-AGI/TTS-Arena) - _Battle_ tab allows to choose 2 candidates and compare them
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* [TTS Spaces Arena](https://huggingface.co/spaces/Pendrokar/TTS-Spaces-Arena) - Uses online HuggingFace Spaces, which have Gradio API enabled
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| Name | GitHub | Weights | License | Fine-tune | Languages | Paper | Demo | Issues |
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|---|---|---|---|---|---|---|---|---|
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| AI4Bharat | [Repo](https://github.com/AI4Bharat/Indic-TTS) | [Hub](https://huggingface.co/ai4bharat) | [MIT](https://github.com/AI4Bharat/Indic-TTS/blob/master/LICENSE.txt) | [Yes](https://github.com/AI4Bharat/Indic-TTS?tab=readme-ov-file#training-steps) | Indic | [Paper](https://arxiv.org/abs/2211.09536) | [Demo](https://models.ai4bharat.org/#/tts) |
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| StyleTTS 2 | [Repo](https://github.com/yl4579/StyleTTS2) | [Hub](https://huggingface.co/yl4579/StyleTTS2-LibriTTS/tree/main) | [MIT](https://github.com/yl4579/StyleTTS2/blob/main/LICENSE) | [Yes](https://github.com/yl4579/StyleTTS2#finetuning) | English | [Paper](https://arxiv.org/abs/2306.07691) | [π€ Space](https://huggingface.co/spaces/styletts2/styletts2) | GPL-licensed phonemizer |
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| Tacotron 2 | [Unofficial Repo](https://github.com/NVIDIA/tacotron2) | [GDrive](https://drive.google.com/file/d/1c5ZTuT7J08wLUoVZ2KkUs_VdZuJ86ZqA/view) | [BSD-3](https://github.com/NVIDIA/tacotron2/blob/master/LICENSE) | [Yes](https://github.com/NVIDIA/tacotron2/tree/master?tab=readme-ov-file#training) | English | [Paper](https://arxiv.org/abs/1712.05884) | [Webpage](https://google.github.io/tacotron/publications/tacotron2/) | |
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| TorToiSe TTS | [Repo](https://github.com/neonbjb/tortoise-tts) | [Hub](https://huggingface.co/jbetker/tortoise-tts-v2) | [Apache 2.0](https://github.com/neonbjb/tortoise-tts/blob/main/LICENSE) | [Yes](https://git.ecker.tech/mrq/tortoise-tts) | English | [Technical report](https://arxiv.org/abs/2305.07243) | [π€ Space](https://huggingface.co/spaces/Manmay/tortoise-tts) | |
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| TTTS | [Repo](https://github.com/adelacvg/ttts) | [Hub](https://huggingface.co/adelacvg/TTTS) | [MPL 2.0](https://github.com/adelacvg/ttts/blob/master/LICENSE) | No | Multilingual | Not Available | [Colab](https://colab.research.google.com/github/adelacvg/ttts/blob/master/demo.ipynb), [π€ Space](https://huggingface.co/spaces/mrfakename/TTTS) | |
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| VALL-E | [Unofficial Repo](https://github.com/enhuiz/vall-e) | Not Available | [MIT](https://github.com/enhuiz/vall-e/blob/main/LICENSE) | [Yes](https://github.com/enhuiz/vall-e#get-started) | NA | [Paper](https://arxiv.org/abs/2301.02111) | Not Available | |
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| VITS/ MMS-TTS | [Repo](https://github.com/huggingface/transformers/tree/7142bdfa90a3526cfbed7483ede3afbef7b63939/src/transformers/models/vits) | [Hub](https://huggingface.co/kakao-enterprise) / [MMS](https://huggingface.co/models?search=mms-tts) | [Apache 2.0](https://github.com/huggingface/transformers/blob/main/LICENSE) | [Yes](https://github.com/ylacombe/finetune-hf-vits) | English | [Paper](https://arxiv.org/abs/2106.06103) | [π€ Space](https://huggingface.co/spaces/kakao-enterprise/vits) | GPL-licensed phonemizer |
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| WhisperSpeech | [Repo](https://github.com/collabora/WhisperSpeech) | [Hub](https://huggingface.co/collabora/whisperspeech) | [MIT](https://github.com/collabora/WhisperSpeech/blob/main/LICENSE) | No | Multilingual | Not Available | [π€ Space](https://huggingface.co/spaces/collabora/WhisperSpeech), [Recordings](https://github.com/collabora/WhisperSpeech/blob/main/README.md), [Colab](https://colab.research.google.com/github/collabora/WhisperSpeech/blob/8168a30f26627fcd15076d10c85d9e33c52204cf/Inference%20example.ipynb) | |
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| XTTS | [Repo](https://github.com/coqui-ai/TTS) | [Hub](https://huggingface.co/coqui/XTTS-v2) | [CPML](https://coqui.ai/cpml) | [Yes](https://docs.coqui.ai/en/latest/models/xtts.html#training) | Multilingual | [Paper](https://arxiv.org/abs/2406.04904) | [π€ Space](https://huggingface.co/spaces/coqui/xtts) | Non Commercial |
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| xVASynth | [Repo](https://github.com/DanRuta/xVA-Synth) | [Hub](https://huggingface.co/Pendrokar/xvapitch) | [GPL-3.0](https://github.com/DanRuta/xVA-Synth/blob/master/LICENSE.md) | [Yes](https://github.com/DanRuta/xva-trainer) | Multilingual | [Papers](https://huggingface.co/Pendrokar/xvapitch) | [π€ Space](https://huggingface.co/spaces/Pendrokar/xVASynth) | Base model trained on copyrighted materials. |
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* *Multilingual* - Amount of supported languages is ever changing, check the Space and Hub which specific languages are supported
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* *ALL* - Supports all natural languages; may not support artificial/contructed languages
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Also to find a model for a specific language, filter out the TTS models hosted on HuggingFace: <https://huggingface.co/models?pipeline_tag=text-to-speech&language=en&sort=trending>
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---
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## Legend
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For the [#above](#) TTS capability table. Open the [viewer](../../viewer/) in another window or even another monitor to keep both it and the legend in view.
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* Processor β‘ - Inference done by
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* CPU (CPU**s** = multithreaded) - All models can be run on CPU, so real-time factor should be below 2.0 to qualify for CPU tag, though some more leeway can be given if it supports audio streaming
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