Datasets:

Pendrokar
/

open_tts_tracker

	---
	configs:
	- config_name: default
	data_files: '*.tsv'
	sep: ' '
	---
	_above models sorted by the amount of capabilities_; [#legend](#legend)

	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

	---

	# 🗣️ Open TTS Tracker

	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.

	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.

	> [!NOTE]
	> This repo will only track open source/access codebase TTS models. More motivation for everyone to open-source! 🤗

	Some of the models are also being battle tested at TTS arenas:
	* 🏆 [TTS Arena](https://huggingface.co/spaces/TTS-AGI/TTS-Arena) - _Battle_ tab allows to choose 2 candidates and compare them
	* 🤗🏆 [TTS Spaces Arena](https://huggingface.co/spaces/Pendrokar/TTS-Spaces-Arena) - Uses online HuggingFace Spaces, which have Gradio API enabled

	\| Name \| GitHub \| Weights \| License \| Fine-tune \| Languages \| Paper \| Demo \| Issues \|
	\|---\|---\|---\|---\|---\|---\|---\|---\|---\|
	\| 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) \|
	\| Amphion \| [Repo](https://github.com/open-mmlab/Amphion) \| [Hub](https://huggingface.co/amphion) \| [MIT](https://github.com/open-mmlab/Amphion/blob/main/LICENSE) \| No \| Multilingual \| [Paper](https://arxiv.org/abs/2312.09911) \| [🤗 Space](https://huggingface.co/amphion) \| \|
	\| Bark \| [Repo](https://github.com/huggingface/transformers/tree/main/src/transformers/models/bark) \| [Hub](https://huggingface.co/suno/bark) \| [MIT](https://github.com/suno-ai/bark/blob/main/LICENSE) \| No \| Multilingual \| [Paper](https://arxiv.org/abs/2209.03143) \| [🤗 Space](https://huggingface.co/spaces/suno/bark) \| \|
	\| EmotiVoice \| [Repo](https://github.com/netease-youdao/EmotiVoice) \| [GDrive](https://drive.google.com/drive/folders/1y6Xwj_GG9ulsAonca_unSGbJ4lxbNymM) \| [Apache 2.0](https://github.com/netease-youdao/EmotiVoice/blob/main/LICENSE) \| [Yes](https://github.com/netease-youdao/EmotiVoice/wiki/Voice-Cloning-with-your-personal-data) \| ZH + EN \| Not Available \| Not Available \| Separate [GUI agreement](https://github.com/netease-youdao/EmotiVoice/blob/main/EmotiVoice_UserAgreement_%E6%98%93%E9%AD%94%E5%A3%B0%E7%94%A8%E6%88%B7%E5%8D%8F%E8%AE%AE.pdf) \|
	\| F5-TTS \| [Repo](https://github.com/SWivid/F5-TTS) \| [Hub](https://huggingface.co/SWivid/F5-TTS) \| [MIT](https://github.com/SWivid/F5-TTS/blob/master/LICENSE) \| Yes \| ZH + EN \| [Paper](https://arxiv.org/abs/2410.06885) \| [🤗 Space](https://huggingface.co/spaces/mrfakename/E2-F5-TTS) \| \|
	\| Fish Speech \| [Repo](https://github.com/fishaudio/fish-speech) \| [Hub](https://huggingface.co/fishaudio) \| [CC-BY-NC-SA 4.0](https://github.com/fishaudio/fish-speech/blob/master/LICENSE) \| Yes \| Multilingual \| Not Available \| [🤗 Space](https://huggingface.co/spaces/fishaudio/fish-speech-1) \| \|
	\| Glow-TTS \| [Repo](https://github.com/jaywalnut310/glow-tts) \| [GDrive](https://drive.google.com/file/d/1JiCMBVTG4BMREK8cT3MYck1MgYvwASL0/view) \| [MIT](https://github.com/jaywalnut310/glow-tts/blob/master/LICENSE) \| [Yes](https://github.com/jaywalnut310/glow-tts?tab=readme-ov-file#2-pre-requisites) \| English \| [Paper](https://arxiv.org/abs/2005.11129) \| [GH Pages](https://jaywalnut310.github.io/glow-tts-demo/index.html) \| \|
	\| GPT-SoVITS \| [Repo](https://github.com/RVC-Boss/GPT-SoVITS) \| [Hub](https://huggingface.co/lj1995/GPT-SoVITS) \| [MIT](https://github.com/RVC-Boss/GPT-SoVITS/blob/main/LICENSE) \| [Yes](https://github.com/RVC-Boss/GPT-SoVITS?tab=readme-ov-file#pretrained-models) \| Multilingual \| Not Available \| Not Available \| \|
	\| HierSpeech++ \| [Repo](https://github.com/sh-lee-prml/HierSpeechpp) \| [GDrive](https://drive.google.com/drive/folders/1-L_90BlCkbPyKWWHTUjt5Fsu3kz0du0w) \| [MIT](https://github.com/sh-lee-prml/HierSpeechpp/blob/main/LICENSE) \| No \| KR + EN \| [Paper](https://arxiv.org/abs/2311.12454) \| [🤗 Space](https://huggingface.co/spaces/LeeSangHoon/HierSpeech_TTS) \| \|
	\| IMS-Toucan \| [Repo](https://github.com/DigitalPhonetics/IMS-Toucan) \| [GH release](https://github.com/DigitalPhonetics/IMS-Toucan/tags) \| [Apache 2.0](https://github.com/DigitalPhonetics/IMS-Toucan/blob/ToucanTTS/LICENSE) \| [Yes](https://github.com/DigitalPhonetics/IMS-Toucan#build-a-toucantts-pipeline) \| ALL\* \| [Paper](https://arxiv.org/abs/2206.12229) \| [🤗 Space](https://huggingface.co/spaces/Flux9665/IMS-Toucan), [🤗 Space](https://huggingface.co/spaces/Flux9665/MassivelyMultilingualTTS)\* \| \|
	\| MahaTTS \| [Repo](https://github.com/dubverse-ai/MahaTTS) \| [Hub](https://huggingface.co/Dubverse/MahaTTS) \| [Apache 2.0](https://github.com/dubverse-ai/MahaTTS/blob/main/LICENSE) \| No \| English + Indic \| Not Available \| [Recordings](https://github.com/dubverse-ai/MahaTTS/blob/main/README.md#sample-outputs), [Colab](https://colab.research.google.com/drive/1qkZz2km-PX75P0f6mUb2y5e-uzub27NW?usp=sharing) \| \|
	\| MaskGCT (Amphion) \| [Repo](https://github.com/open-mmlab/Amphion) \| [Hub](https://huggingface.co/amphion/MaskGCT) \| [CC-BY-NC 4.0](https://huggingface.co/amphion/MaskGCT) \| No \| Multilingual \| [Paper](https://arxiv.org/abs/2409.00750) \| [🤗 Space](https://huggingface.co/spaces/amphion/maskgct) \| \|
	\| Matcha-TTS \| [Repo](https://github.com/shivammehta25/Matcha-TTS) \| [GDrive](https://drive.google.com/drive/folders/17C_gYgEHOxI5ZypcfE_k1piKCtyR0isJ) \| [MIT](https://github.com/shivammehta25/Matcha-TTS/blob/main/LICENSE) \| [Yes](https://github.com/shivammehta25/Matcha-TTS/tree/main#train-with-your-own-dataset) \| English \| [Paper](https://arxiv.org/abs/2309.03199) \| [🤗 Space](https://huggingface.co/spaces/shivammehta25/Matcha-TTS) \| GPL-licensed phonemizer \|
	\| MeloTTS \| [Repo](https://github.com/myshell-ai/MeloTTS) \| [Hub](https://huggingface.co/myshell-ai) \| [MIT](https://github.com/myshell-ai/MeloTTS/blob/main/LICENSE) \| Yes \| Multilingual \| Not Available \| [🤗 Space](https://huggingface.co/spaces/mrfakename/MeloTTS) \| \|
	\| MetaVoice-1B \| [Repo](https://github.com/metavoiceio/metavoice-src) \| [Hub](https://huggingface.co/metavoiceio/metavoice-1B-v0.1/tree/main) \| [Apache 2.0](https://github.com/metavoiceio/metavoice-src/blob/main/LICENSE) \| [Yes](https://github.com/metavoiceio/metavoice-src?tab=readme-ov-file) \| Multilingual \| Not Available \| [🤗 Space](https://huggingface.co/spaces/mrfakename/MetaVoice-1B-v0.1) \| \|
	\| Neural-HMM TTS \| [Repo](https://github.com/shivammehta25/Neural-HMM) \| [GitHub](https://github.com/shivammehta25/Neural-HMM/releases) \| [MIT](https://github.com/shivammehta25/Neural-HMM/blob/main/LICENSE) \| [Yes](https://github.com/shivammehta25/Neural-HMM?tab=readme-ov-file#setup-and-training-using-lj-speech) \| English \| [Paper](https://arxiv.org/abs/2108.13320) \| [GH Pages](https://shivammehta25.github.io/Neural-HMM/) \| \|
	\| OpenVoice \| [Repo](https://github.com/myshell-ai/OpenVoice) \| [Hub](https://huggingface.co/myshell-ai/OpenVoice) \| [MIT](https://github.com/myshell-ai/OpenVoice/blob/main/LICENSE) \| No \| Multilingual \| [Paper](https://arxiv.org/abs/2312.01479) \| [🤗 Space](https://huggingface.co/spaces/myshell-ai/OpenVoice) \| \|
	\| OverFlow TTS \| [Repo](https://github.com/shivammehta25/OverFlow) \| [GitHub](https://github.com/shivammehta25/OverFlow/releases) \| [MIT](https://github.com/shivammehta25/OverFlow/blob/main/LICENSE) \| [Yes](https://github.com/shivammehta25/OverFlow/tree/main?tab=readme-ov-file#setup-and-training-using-lj-speech) \| English \| [Paper](https://arxiv.org/abs/2211.06892) \| [GH Pages](https://shivammehta25.github.io/OverFlow/) \| \|
	\| Parler TTS \| [Repo](https://github.com/huggingface/parler-tts) \| [Hub](https://huggingface.co/parler-tts/parler_tts_mini_v0.1) \| [Apache 2.0](https://github.com/huggingface/parler-tts/blob/main/LICENSE) \| [Yes](https://github.com/huggingface/parler-tts/tree/main/training) \| English \| Not Available \| [🤗 Space](https://huggingface.co/spaces/parler-tts/parler_tts) \| \|
	\| pflowTTS \| [Unofficial Repo](https://github.com/p0p4k/pflowtts_pytorch) \| [GDrive](https://drive.google.com/drive/folders/1x-A2Ezmmiz01YqittO_GLYhngJXazaF0) \| [MIT](https://github.com/p0p4k/pflowtts_pytorch/blob/master/LICENSE) \| [Yes](https://github.com/p0p4k/pflowtts_pytorch#instructions-to-run) \| English \| [Paper](https://openreview.net/pdf?id=zNA7u7wtIN) \| Not Available \| GPL-licensed phonemizer \|
	\| Pheme \| [Repo](https://github.com/PolyAI-LDN/pheme) \| [Hub](https://huggingface.co/PolyAI/pheme) \| [CC-BY](https://github.com/PolyAI-LDN/pheme/blob/main/LICENSE) \| [Yes](https://github.com/PolyAI-LDN/pheme#training) \| English \| [Paper](https://arxiv.org/abs/2401.02839) \| [🤗 Space](https://huggingface.co/spaces/PolyAI/pheme) \| \|
	\| Piper \| [Repo](https://github.com/rhasspy/piper) \| [Hub](https://huggingface.co/datasets/rhasspy/piper-checkpoints/) \| [MIT](https://github.com/rhasspy/piper/blob/master/LICENSE.md) \| [Yes](https://github.com/rhasspy/piper/blob/master/TRAINING.md) \| Multilingual \| Not Available \| Not Available \| [GPL-licensed phonemizer](https://github.com/rhasspy/piper/issues/93) \|
	\| RAD-MMM \| [Repo](https://github.com/NVIDIA/RAD-MMM) \| [GDrive](https://drive.google.com/file/d/1p8SEVHRlyLQpQnVP2Dc66RlqJVVRDCsJ/view) \| [MIT](https://github.com/NVIDIA/RAD-MMM/blob/main/LICENSE) \| [Yes](https://github.com/NVIDIA/RAD-MMM?tab=readme-ov-file#training) \| Multilingual \| [Paper](https://arxiv.org/pdf/2301.10335.pdf) \| [Jupyter Notebook](https://github.com/NVIDIA/RAD-MMM/blob/main/inference.ipynb), [Webpage](https://research.nvidia.com/labs/adlr/projects/radmmm/) \| \|
	\| RAD-TTS \| [Repo](https://github.com/NVIDIA/radtts) \| [GDrive](https://drive.google.com/file/d/1Rb2VMUwQahGrnpFSlAhCPh7OpDN3xgOr/view?usp=sharing) \| [MIT](https://github.com/NVIDIA/radtts/blob/main/LICENSE) \| [Yes](https://github.com/NVIDIA/radtts#training-radtts-without-pitch-and-energy-conditioning) \| English \| [Paper](https://openreview.net/pdf?id=0NQwnnwAORi) \| [GH Pages](https://nv-adlr.github.io/RADTTS) \| \|
	\| Silero \| [Repo](https://github.com/snakers4/silero-models) \| [GH links](https://github.com/snakers4/silero-models/blob/master/models.yml) \| [CC BY-NC-SA](https://github.com/snakers4/silero-models/blob/master/LICENSE) \| [No](https://github.com/snakers4/silero-models/discussions/78) \| Multilingual \| Not Available \| Not Available \| [Non Commercial](https://github.com/snakers4/silero-models/wiki/Licensing-and-Tiers) \|
	\| 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) \| [🤗 Space](https://huggingface.co/spaces/styletts2/styletts2) \| GPL-licensed phonemizer \|
	\| 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/) \| \|
	\| 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) \| [🤗 Space](https://huggingface.co/spaces/Manmay/tortoise-tts) \| \|
	\| 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), [🤗 Space](https://huggingface.co/spaces/mrfakename/TTTS) \| \|
	\| 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 \| \|
	\| 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) \| [🤗 Space](https://huggingface.co/spaces/kakao-enterprise/vits) \| GPL-licensed phonemizer \|
	\| 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 \| [🤗 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) \| \|
	\| 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) \| [🤗 Space](https://huggingface.co/spaces/coqui/xtts) \| Non Commercial \|
	\| 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 \| Not Available \| [🤗 Space](https://huggingface.co/spaces/Pendrokar/xVASynth) \| Base model trained on non-permissive datasets \|

	* Multilingual - Amount of supported languages is ever changing, check the Space and Hub which specific languages are supported
	* ALL - Supports all natural languages; may not support artificial/contructed languages

	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>

	---

	## Legend

	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.

	* Processor ⚡ - Inference done by
	* CPU (CPUs = 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
	* CUDA by NVIDIA™
	* ROCm by AMD™
	* Phonetic alphabet 🔤 - Phonetic transcription that allows to control pronunciation of words before inference
	* [IPA](https://en.wikipedia.org/wiki/International_Phonetic_Alphabet) - International Phonetic Alphabet
	* [ARPAbet](https://en.wikipedia.org/wiki/ARPABET) - American English focused phonetics
	* Insta-clone 👥 - Zero-shot model for quick voice cloning
	* Emotion control 🎭 - Able to force an emotional state of speaker
	* 🎭 <# emotions> ( 😡 anger; 😃 happiness; 😭 sadness; 😯 surprise; 🤫 whispering; 😊 friendlyness )
	* strict insta-clone switch 🎭👥 - cloned on sample with specific emotion; may sound different than normal speaking voice; no ability to go in-between states
	* strict control through prompt 🎭📖 - prompt input parameter
	* Prompting 📖 - Also a side effect of narrator based datasets and a way to affect the emotional state
	* 📖 - Prompt as a separate input parameter
	* 🗣📖 - The prompt itself is also spoken by TTS; [ElevenLabs docs](https://elevenlabs.io/docs/speech-synthesis/prompting#emotion)
	* Streaming support 🌊 - Can playback audio while it is still being generated
	* Speech control 🎚 - Ability to change the pitch, duration, etc. for the whole and/or per-phoneme of the generated speech
	* Voice conversion / Speech-To-Speech 🦜 - Streaming support implies real-time S2S; S2T=>T2S does not count
	* Longform synthesis 📜 - Able to synthesize whole paragraphs, as some TTS models tend to break down after a certain audio length limit

	Example if the proprietary ElevenLabs were to be added to the capabilities table:
	\| Name \| Processor<br>⚡ \| Phonetic alphabet<br>🔤 \| Insta-clone<br>👥 \| Emotional control<br>🎭 \| Prompting<br>📖 \| Speech control<br>🎚 \| Streaming support<br>🌊 \| Voice conversion<br>🦜 \| Longform synthesis<br>📜 \|
	\|---\|---\|---\|---\|---\|---\|---\|---\|---\| --- \|
	\|ElevenLabs\|CUDA\|IPA, ARPAbet\|👥\|🎭📖\|🗣📖\|🎚 stability, voice similarity\|🌊\|🦜\|📜 Projects\|

	More info on how the capabilities table can be found within the [GitHub Issue](https://github.com/Vaibhavs10/open-tts-tracker/issues/14).

	Please create pull requests to update the info on the models.

	---

	---
	configs:
	- config_name: default
	data_files: '*.tsv'
	sep: ' '
	---
	_above models sorted by the amount of capabilities_; [#legend](#legend)

	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

	---

	# 🗣️ Open TTS Tracker

	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.

	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.

	> [!NOTE]
	> This repo will only track open source/access codebase TTS models. More motivation for everyone to open-source! 🤗

	Some of the models are also being battle tested at TTS arenas:
	* 🏆 [TTS Arena](https://huggingface.co/spaces/TTS-AGI/TTS-Arena) - _Battle_ tab allows to choose 2 candidates and compare them
	* 🤗🏆 [TTS Spaces Arena](https://huggingface.co/spaces/Pendrokar/TTS-Spaces-Arena) - Uses online HuggingFace Spaces, which have Gradio API enabled

	\| Name \| GitHub \| Weights \| License \| Fine-tune \| Languages \| Paper \| Demo \| Issues \|
	\|---\|---\|---\|---\|---\|---\|---\|---\|---\|
	\| 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) \|
	\| Amphion \| [Repo](https://github.com/open-mmlab/Amphion) \| [Hub](https://huggingface.co/amphion) \| [MIT](https://github.com/open-mmlab/Amphion/blob/main/LICENSE) \| No \| Multilingual \| [Paper](https://arxiv.org/abs/2312.09911) \| [🤗 Space](https://huggingface.co/amphion) \| \|
	\| Bark \| [Repo](https://github.com/huggingface/transformers/tree/main/src/transformers/models/bark) \| [Hub](https://huggingface.co/suno/bark) \| [MIT](https://github.com/suno-ai/bark/blob/main/LICENSE) \| No \| Multilingual \| [Paper](https://arxiv.org/abs/2209.03143) \| [🤗 Space](https://huggingface.co/spaces/suno/bark) \| \|
	\| EmotiVoice \| [Repo](https://github.com/netease-youdao/EmotiVoice) \| [GDrive](https://drive.google.com/drive/folders/1y6Xwj_GG9ulsAonca_unSGbJ4lxbNymM) \| [Apache 2.0](https://github.com/netease-youdao/EmotiVoice/blob/main/LICENSE) \| [Yes](https://github.com/netease-youdao/EmotiVoice/wiki/Voice-Cloning-with-your-personal-data) \| ZH + EN \| Not Available \| Not Available \| Separate [GUI agreement](https://github.com/netease-youdao/EmotiVoice/blob/main/EmotiVoice_UserAgreement_%E6%98%93%E9%AD%94%E5%A3%B0%E7%94%A8%E6%88%B7%E5%8D%8F%E8%AE%AE.pdf) \|
	\| F5-TTS \| [Repo](https://github.com/SWivid/F5-TTS) \| [Hub](https://huggingface.co/SWivid/F5-TTS) \| [MIT](https://github.com/SWivid/F5-TTS/blob/master/LICENSE) \| Yes \| ZH + EN \| [Paper](https://arxiv.org/abs/2410.06885) \| [🤗 Space](https://huggingface.co/spaces/mrfakename/E2-F5-TTS) \| \|
	\| Fish Speech \| [Repo](https://github.com/fishaudio/fish-speech) \| [Hub](https://huggingface.co/fishaudio) \| [CC-BY-NC-SA 4.0](https://github.com/fishaudio/fish-speech/blob/master/LICENSE) \| Yes \| Multilingual \| Not Available \| [🤗 Space](https://huggingface.co/spaces/fishaudio/fish-speech-1) \| \|
	\| Glow-TTS \| [Repo](https://github.com/jaywalnut310/glow-tts) \| [GDrive](https://drive.google.com/file/d/1JiCMBVTG4BMREK8cT3MYck1MgYvwASL0/view) \| [MIT](https://github.com/jaywalnut310/glow-tts/blob/master/LICENSE) \| [Yes](https://github.com/jaywalnut310/glow-tts?tab=readme-ov-file#2-pre-requisites) \| English \| [Paper](https://arxiv.org/abs/2005.11129) \| [GH Pages](https://jaywalnut310.github.io/glow-tts-demo/index.html) \| \|
	\| GPT-SoVITS \| [Repo](https://github.com/RVC-Boss/GPT-SoVITS) \| [Hub](https://huggingface.co/lj1995/GPT-SoVITS) \| [MIT](https://github.com/RVC-Boss/GPT-SoVITS/blob/main/LICENSE) \| [Yes](https://github.com/RVC-Boss/GPT-SoVITS?tab=readme-ov-file#pretrained-models) \| Multilingual \| Not Available \| Not Available \| \|
	\| HierSpeech++ \| [Repo](https://github.com/sh-lee-prml/HierSpeechpp) \| [GDrive](https://drive.google.com/drive/folders/1-L_90BlCkbPyKWWHTUjt5Fsu3kz0du0w) \| [MIT](https://github.com/sh-lee-prml/HierSpeechpp/blob/main/LICENSE) \| No \| KR + EN \| [Paper](https://arxiv.org/abs/2311.12454) \| [🤗 Space](https://huggingface.co/spaces/LeeSangHoon/HierSpeech_TTS) \| \|
	\| IMS-Toucan \| [Repo](https://github.com/DigitalPhonetics/IMS-Toucan) \| [GH release](https://github.com/DigitalPhonetics/IMS-Toucan/tags) \| [Apache 2.0](https://github.com/DigitalPhonetics/IMS-Toucan/blob/ToucanTTS/LICENSE) \| [Yes](https://github.com/DigitalPhonetics/IMS-Toucan#build-a-toucantts-pipeline) \| ALL\* \| [Paper](https://arxiv.org/abs/2206.12229) \| [🤗 Space](https://huggingface.co/spaces/Flux9665/IMS-Toucan), [🤗 Space](https://huggingface.co/spaces/Flux9665/MassivelyMultilingualTTS)\* \| \|
	\| MahaTTS \| [Repo](https://github.com/dubverse-ai/MahaTTS) \| [Hub](https://huggingface.co/Dubverse/MahaTTS) \| [Apache 2.0](https://github.com/dubverse-ai/MahaTTS/blob/main/LICENSE) \| No \| English + Indic \| Not Available \| [Recordings](https://github.com/dubverse-ai/MahaTTS/blob/main/README.md#sample-outputs), [Colab](https://colab.research.google.com/drive/1qkZz2km-PX75P0f6mUb2y5e-uzub27NW?usp=sharing) \| \|
	\| MaskGCT (Amphion) \| [Repo](https://github.com/open-mmlab/Amphion) \| [Hub](https://huggingface.co/amphion/MaskGCT) \| [CC-BY-NC 4.0](https://huggingface.co/amphion/MaskGCT) \| No \| Multilingual \| [Paper](https://arxiv.org/abs/2409.00750) \| [🤗 Space](https://huggingface.co/spaces/amphion/maskgct) \| \|
	\| Matcha-TTS \| [Repo](https://github.com/shivammehta25/Matcha-TTS) \| [GDrive](https://drive.google.com/drive/folders/17C_gYgEHOxI5ZypcfE_k1piKCtyR0isJ) \| [MIT](https://github.com/shivammehta25/Matcha-TTS/blob/main/LICENSE) \| [Yes](https://github.com/shivammehta25/Matcha-TTS/tree/main#train-with-your-own-dataset) \| English \| [Paper](https://arxiv.org/abs/2309.03199) \| [🤗 Space](https://huggingface.co/spaces/shivammehta25/Matcha-TTS) \| GPL-licensed phonemizer \|
	\| MeloTTS \| [Repo](https://github.com/myshell-ai/MeloTTS) \| [Hub](https://huggingface.co/myshell-ai) \| [MIT](https://github.com/myshell-ai/MeloTTS/blob/main/LICENSE) \| Yes \| Multilingual \| Not Available \| [🤗 Space](https://huggingface.co/spaces/mrfakename/MeloTTS) \| \|
	\| MetaVoice-1B \| [Repo](https://github.com/metavoiceio/metavoice-src) \| [Hub](https://huggingface.co/metavoiceio/metavoice-1B-v0.1/tree/main) \| [Apache 2.0](https://github.com/metavoiceio/metavoice-src/blob/main/LICENSE) \| [Yes](https://github.com/metavoiceio/metavoice-src?tab=readme-ov-file) \| Multilingual \| Not Available \| [🤗 Space](https://huggingface.co/spaces/mrfakename/MetaVoice-1B-v0.1) \| \|
	\| Neural-HMM TTS \| [Repo](https://github.com/shivammehta25/Neural-HMM) \| [GitHub](https://github.com/shivammehta25/Neural-HMM/releases) \| [MIT](https://github.com/shivammehta25/Neural-HMM/blob/main/LICENSE) \| [Yes](https://github.com/shivammehta25/Neural-HMM?tab=readme-ov-file#setup-and-training-using-lj-speech) \| English \| [Paper](https://arxiv.org/abs/2108.13320) \| [GH Pages](https://shivammehta25.github.io/Neural-HMM/) \| \|
	\| OpenVoice \| [Repo](https://github.com/myshell-ai/OpenVoice) \| [Hub](https://huggingface.co/myshell-ai/OpenVoice) \| [MIT](https://github.com/myshell-ai/OpenVoice/blob/main/LICENSE) \| No \| Multilingual \| [Paper](https://arxiv.org/abs/2312.01479) \| [🤗 Space](https://huggingface.co/spaces/myshell-ai/OpenVoice) \| \|
	\| OverFlow TTS \| [Repo](https://github.com/shivammehta25/OverFlow) \| [GitHub](https://github.com/shivammehta25/OverFlow/releases) \| [MIT](https://github.com/shivammehta25/OverFlow/blob/main/LICENSE) \| [Yes](https://github.com/shivammehta25/OverFlow/tree/main?tab=readme-ov-file#setup-and-training-using-lj-speech) \| English \| [Paper](https://arxiv.org/abs/2211.06892) \| [GH Pages](https://shivammehta25.github.io/OverFlow/) \| \|
	\| Parler TTS \| [Repo](https://github.com/huggingface/parler-tts) \| [Hub](https://huggingface.co/parler-tts/parler_tts_mini_v0.1) \| [Apache 2.0](https://github.com/huggingface/parler-tts/blob/main/LICENSE) \| [Yes](https://github.com/huggingface/parler-tts/tree/main/training) \| English \| Not Available \| [🤗 Space](https://huggingface.co/spaces/parler-tts/parler_tts) \| \|
	\| pflowTTS \| [Unofficial Repo](https://github.com/p0p4k/pflowtts_pytorch) \| [GDrive](https://drive.google.com/drive/folders/1x-A2Ezmmiz01YqittO_GLYhngJXazaF0) \| [MIT](https://github.com/p0p4k/pflowtts_pytorch/blob/master/LICENSE) \| [Yes](https://github.com/p0p4k/pflowtts_pytorch#instructions-to-run) \| English \| [Paper](https://openreview.net/pdf?id=zNA7u7wtIN) \| Not Available \| GPL-licensed phonemizer \|
	\| Pheme \| [Repo](https://github.com/PolyAI-LDN/pheme) \| [Hub](https://huggingface.co/PolyAI/pheme) \| [CC-BY](https://github.com/PolyAI-LDN/pheme/blob/main/LICENSE) \| [Yes](https://github.com/PolyAI-LDN/pheme#training) \| English \| [Paper](https://arxiv.org/abs/2401.02839) \| [🤗 Space](https://huggingface.co/spaces/PolyAI/pheme) \| \|
	\| Piper \| [Repo](https://github.com/rhasspy/piper) \| [Hub](https://huggingface.co/datasets/rhasspy/piper-checkpoints/) \| [MIT](https://github.com/rhasspy/piper/blob/master/LICENSE.md) \| [Yes](https://github.com/rhasspy/piper/blob/master/TRAINING.md) \| Multilingual \| Not Available \| Not Available \| [GPL-licensed phonemizer](https://github.com/rhasspy/piper/issues/93) \|
	\| RAD-MMM \| [Repo](https://github.com/NVIDIA/RAD-MMM) \| [GDrive](https://drive.google.com/file/d/1p8SEVHRlyLQpQnVP2Dc66RlqJVVRDCsJ/view) \| [MIT](https://github.com/NVIDIA/RAD-MMM/blob/main/LICENSE) \| [Yes](https://github.com/NVIDIA/RAD-MMM?tab=readme-ov-file#training) \| Multilingual \| [Paper](https://arxiv.org/pdf/2301.10335.pdf) \| [Jupyter Notebook](https://github.com/NVIDIA/RAD-MMM/blob/main/inference.ipynb), [Webpage](https://research.nvidia.com/labs/adlr/projects/radmmm/) \| \|
	\| RAD-TTS \| [Repo](https://github.com/NVIDIA/radtts) \| [GDrive](https://drive.google.com/file/d/1Rb2VMUwQahGrnpFSlAhCPh7OpDN3xgOr/view?usp=sharing) \| [MIT](https://github.com/NVIDIA/radtts/blob/main/LICENSE) \| [Yes](https://github.com/NVIDIA/radtts#training-radtts-without-pitch-and-energy-conditioning) \| English \| [Paper](https://openreview.net/pdf?id=0NQwnnwAORi) \| [GH Pages](https://nv-adlr.github.io/RADTTS) \| \|
	\| Silero \| [Repo](https://github.com/snakers4/silero-models) \| [GH links](https://github.com/snakers4/silero-models/blob/master/models.yml) \| [CC BY-NC-SA](https://github.com/snakers4/silero-models/blob/master/LICENSE) \| [No](https://github.com/snakers4/silero-models/discussions/78) \| Multilingual \| Not Available \| Not Available \| [Non Commercial](https://github.com/snakers4/silero-models/wiki/Licensing-and-Tiers) \|
	\| 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) \| [🤗 Space](https://huggingface.co/spaces/styletts2/styletts2) \| GPL-licensed phonemizer \|
	\| 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/) \| \|
	\| 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) \| [🤗 Space](https://huggingface.co/spaces/Manmay/tortoise-tts) \| \|
	\| 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), [🤗 Space](https://huggingface.co/spaces/mrfakename/TTTS) \| \|
	\| 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 \| \|
	\| 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) \| [🤗 Space](https://huggingface.co/spaces/kakao-enterprise/vits) \| GPL-licensed phonemizer \|
	\| 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 \| [🤗 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) \| \|
	\| 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) \| [🤗 Space](https://huggingface.co/spaces/coqui/xtts) \| Non Commercial \|
	\| 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 \| Not Available \| [🤗 Space](https://huggingface.co/spaces/Pendrokar/xVASynth) \| Base model trained on non-permissive datasets \|

	* Multilingual - Amount of supported languages is ever changing, check the Space and Hub which specific languages are supported
	* ALL - Supports all natural languages; may not support artificial/contructed languages

	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>

	---

	## Legend

	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.

	* Processor ⚡ - Inference done by
	* CPU (CPUs = 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
	* CUDA by NVIDIA™
	* ROCm by AMD™
	* Phonetic alphabet 🔤 - Phonetic transcription that allows to control pronunciation of words before inference
	* [IPA](https://en.wikipedia.org/wiki/International_Phonetic_Alphabet) - International Phonetic Alphabet
	* [ARPAbet](https://en.wikipedia.org/wiki/ARPABET) - American English focused phonetics
	* Insta-clone 👥 - Zero-shot model for quick voice cloning
	* Emotion control 🎭 - Able to force an emotional state of speaker
	* 🎭 <# emotions> ( 😡 anger; 😃 happiness; 😭 sadness; 😯 surprise; 🤫 whispering; 😊 friendlyness )
	* strict insta-clone switch 🎭👥 - cloned on sample with specific emotion; may sound different than normal speaking voice; no ability to go in-between states
	* strict control through prompt 🎭📖 - prompt input parameter
	* Prompting 📖 - Also a side effect of narrator based datasets and a way to affect the emotional state
	* 📖 - Prompt as a separate input parameter
	* 🗣📖 - The prompt itself is also spoken by TTS; [ElevenLabs docs](https://elevenlabs.io/docs/speech-synthesis/prompting#emotion)
	* Streaming support 🌊 - Can playback audio while it is still being generated
	* Speech control 🎚 - Ability to change the pitch, duration, etc. for the whole and/or per-phoneme of the generated speech
	* Voice conversion / Speech-To-Speech 🦜 - Streaming support implies real-time S2S; S2T=>T2S does not count
	* Longform synthesis 📜 - Able to synthesize whole paragraphs, as some TTS models tend to break down after a certain audio length limit

	Example if the proprietary ElevenLabs were to be added to the capabilities table:
	\| Name \| Processor<br>⚡ \| Phonetic alphabet<br>🔤 \| Insta-clone<br>👥 \| Emotional control<br>🎭 \| Prompting<br>📖 \| Speech control<br>🎚 \| Streaming support<br>🌊 \| Voice conversion<br>🦜 \| Longform synthesis<br>📜 \|
	\|---\|---\|---\|---\|---\|---\|---\|---\|---\| --- \|
	\|ElevenLabs\|CUDA\|IPA, ARPAbet\|👥\|🎭📖\|🗣📖\|🎚 stability, voice similarity\|🌊\|🦜\|📜 Projects\|

	More info on how the capabilities table can be found within the [GitHub Issue](https://github.com/Vaibhavs10/open-tts-tracker/issues/14).

	Please create pull requests to update the info on the models.

	---