Name
stringlengths 4
14
| Processor ⚡
stringclasses 4
values | Phonetic alphabet 🔤
stringclasses 3
values | Insta-clone 👥
stringclasses 2
values | Emotion control 🎭
stringclasses 6
values | Prompting 📖
stringclasses 3
values | Speech control 🎚
stringclasses 6
values | Streaming support 🌊
stringclasses 2
values | Voice conversion 🦜
stringclasses 2
values | Longform synthesis
stringclasses 2
values |
|---|---|---|---|---|---|---|---|---|---|
Amphion | CUDA | null | 👥 | 🎭👥 | ❌ | null | null | null | null |
Bark | CUDA | null | ❌ | 🎭 tags | ❌ | null | null | null | null |
E2/F5 TTS | null | null | 👥 | ❌ | 🗣📖 | null | null | null | null |
EmotiVoice | null | null | null | null | null | null | null | null | null |
Glow-TTS | null | null | null | null | null | null | null | null | null |
GPT-SoVITS | null | null | null | null | null | null | null | null | null |
HierSpeech++ | null | ❌ | 👥 | 🎭👥 | ❌ | speed / stability 🎚 | null | 🦜 | null |
IMS-Toucan | CUDA | ❌ | ❌ | ❌ | ❌ | null | null | null | null |
MahaTTS | null | null | null | null | null | null | null | null | null |
Matcha-TTS | null | IPA | ❌ | ❌ | ❌ | speed / stability 🎚 | null | null | null |
MeloTTS | CPU / CUDA | null | ❌ | ❌ | null | speed 🎚 | null | null | null |
MetaVoice-1B | CUDA | null | 👥 | 🎭👥 | ❌ | stability / similarity 🎚 | null | null | Yes |
Neural-HMM TTS | null | null | null | null | null | null | null | null | null |
OpenVoice | CUDA | ❌ | 👥 | 6-type 🎭 😡😃😭😯🤫😊 | ❌ | null | null | null | null |
OverFlow TTS | null | null | null | null | null | null | null | null | null |
Parler | CUDA | null | ❌ | 🎭📖 | 📖 | ❌ | 🌊 | null | null |
pflowTTS | null | null | null | null | null | null | null | null | null |
Pheme | CUDA | ❌ | 👥 | 🎭👥 | ❌ | stability 🎚 | null | null | null |
Piper | CPU | ❌ | ❌ | ❌ | ❌ | speed / stability 🎚 | ❌ | ❌ | null |
RAD-TTS | null | null | null | null | null | null | null | null | null |
Silero | null | null | null | null | null | null | null | null | null |
StyleTTS 2 | CPU / CUDA | IPA | 👥 | 🎭👥 | ❌ | null | 🌊 | null | Yes |
Tacotron 2 | null | null | null | null | null | null | null | null | null |
TorToiSe TTS | null | ❌ | ❌ | ❌ | 🗣📖 | null | 🌊 | null | null |
TTTS | CPU / CUDA | ❌ | 👥 | null | null | null | null | null | null |
VALL-E | null | null | null | null | null | null | null | null | null |
VITS/ MMS-TTS | CUDA | ❌ | ❌ | ❌ | ❌ | speed 🎚 | null | null | null |
WhisperSpeech | CUDA | ❌ | 👥 | 🎭👥 | ❌ | speed 🎚 | null | null | null |
XTTS | CUDA | ❌ | 👥 | 🎭👥 | ❌ | speed / stability 🎚 | 🌊 | ❌ | null |
xVASynth | CPU 1️⃣ / CUDA | ARPAbet+ | ❌ | 4-type 🎭 😡😃😭😯 per‑phoneme | ❌ | speed / pitch / energy / 🎭 🎚 per‑phoneme | ❌ | 🦜 | ~15 secs max |
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
Legend
for the above TTS capability table
- 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
- 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
- 🎭 <# emotions>
- 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
- Streaming support 🌊 - Can playback audio while it is still being generated
- Speech control 🎚 - Ability to change the pitch, duration etc. of generated speech
- Voice conversion / Speech-To-Speech support 🦜 - Streaming support implies real-time S2S; S2T=>T2S does not count
- Longform synthesis - Able to synthesis whole paragraphs
A null value means unfilled/unknown. 🤷♂️ Please create pull requests to update the info on the models.
| Name | GitHub | Weights | License | Fine-tune | Languages | Paper | Demo | Issues |
|---|---|---|---|---|---|---|---|---|
| AI4Bharat | Repo | Hub | MIT | Yes | Indic | Paper | Demo | |
| Amphion | Repo | Hub | MIT | No | Multilingual | Paper | 🤗 Space | |
| Bark | Repo | Hub | MIT | No | Multilingual | Paper | 🤗 Space | |
| EmotiVoice | Repo | GDrive | Apache 2.0 | Yes | ZH + EN | Not Available | Not Available | Separate GUI agreement |
| F5-TTS | Repo | Hub | MIT | Yes | ZH + EN | Paper | 🤗 Space | |
| Glow-TTS | Repo | GDrive | MIT | Yes | English | Paper | GH Pages | |
| GPT-SoVITS | Repo | Hub | MIT | Yes | Multilingual | Not Available | Not Available | |
| HierSpeech++ | Repo | GDrive | MIT | No | KR + EN | Paper | 🤗 Space | |
| IMS-Toucan | Repo | GH release | Apache 2.0 | Yes | ALL* | Paper | 🤗 Space 🤗 Space* | |
| MahaTTS | Repo | Hub | Apache 2.0 | No | English + Indic | Not Available | Recordings, Colab | |
| Matcha-TTS | Repo | GDrive | MIT | Yes | English | Paper | 🤗 Space | GPL-licensed phonemizer |
| MeloTTS | Repo | Hub | MIT | Yes | Multilingual | Not Available | 🤗 Space | |
| MetaVoice-1B | Repo | Hub | Apache 2.0 | Yes | Multilingual | Not Available | 🤗 Space | |
| Neural-HMM TTS | Repo | GitHub | MIT | Yes | English | Paper | GH Pages | |
| OpenVoice | Repo | Hub | MIT | No | Multilingual | Paper | 🤗 Space | |
| OverFlow TTS | Repo | GitHub | MIT | Yes | English | Paper | GH Pages | |
| Parler TTS | Repo | Hub | Apache 2.0 | Yes | English | Not Available | 🤗 Space | |
| pflowTTS | Unofficial Repo | GDrive | MIT | Yes | English | Paper | Not Available | GPL-licensed phonemizer |
| Pheme | Repo | Hub | CC-BY | Yes | English | Paper | 🤗 Space | |
| Piper | Repo | Hub | MIT | Yes | Multilingual | Not Available | Not Available | GPL-licensed phonemizer |
| RAD-MMM | Repo | GDrive | MIT | Yes | Multilingual | Paper | Jupyter Notebook, Webpage | |
| RAD-TTS | Repo | GDrive | MIT | Yes | English | Paper | GH Pages | |
| Silero | Repo | GH links | CC BY-NC-SA | No | Multilingual | Not Available | Not Available | Non Commercial |
| StyleTTS 2 | Repo | Hub | MIT | Yes | English | Paper | 🤗 Space | GPL-licensed phonemizer |
| Tacotron 2 | Unofficial Repo | GDrive | BSD-3 | Yes | English | Paper | Webpage | |
| TorToiSe TTS | Repo | Hub | Apache 2.0 | Yes | English | Technical report | 🤗 Space | |
| TTTS | Repo | Hub | MPL 2.0 | No | ZH | Not Available | Colab, 🤗 Space | |
| VALL-E | Unofficial Repo | Not Available | MIT | Yes | NA | Paper | Not Available | |
| VITS/ MMS-TTS | Repo | Hub / MMS | Apache 2.0 | Yes | English | Paper | 🤗 Space | GPL-licensed phonemizer |
| WhisperSpeech | Repo | Hub | MIT | No | English, Polish | Not Available | 🤗 Space, Recordings, Colab | |
| XTTS | Repo | Hub | CPML | Yes | Multilingual | Paper | 🤗 Space | Non Commercial |
| xVASynth | Repo | Hub | GPL-3.0 | Yes | Multilingual | Papers | 🤗 Space | Base model trained on copyrighted materials. |
- 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
- Downloads last month
- 2