Retrieval-based-Voice-Conversion-WebUI
tortoise-tts
Retrieval-based-Voice-Conversion-WebUI | tortoise-tts | |
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56 | 145 | |
19,255 | 11,819 | |
7.0% | - | |
9.6 | 8.0 | |
3 days ago | 6 days ago | |
Python | Jupyter Notebook | |
MIT License | Apache License 2.0 |
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Retrieval-based-Voice-Conversion-WebUI
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OpenVoice: Versatile Instant Voice Cloning
RVC does live voice changing with a little latency: https://github.com/RVC-Project/Retrieval-based-Voice-Convers...
The product isn't exactly spectacular, but most of the works seems to have bene done. Just needs someone to go over the UI and make it less unstable, really.
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I made a theme song for Vito Loses
Retrieval-based-Voice-Conversion-WebUI. Nearly destroyed a hard drive in the process of getting the fucking thing to train on Vito's voice but it came together eventually.
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Spider-Man: The Animated Series in REAL
Yeah, Man all the AI tools are fun RVC is fun to play with as well.
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Ask HN: AI Voice Reverse
Would it be possible to reverse a AI generated voice if they spoke themselves[0] instead of using TTS[1]?
Since the AI voice is trained shouldn't a reversing AI also be able to seperate the trained data?
[0] https://github.com/RVC-Project/Retrieval-based-Voice-Conversion-WebUI
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RIAA Reports AI Vocal Cloning Site 'Voicify' to the U.S. Government
Well fortunately most people I see making AI cover they use open source tools to do that (https://github.com/RVC-Project/Retrieval-based-Voice-Convers...)
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Open Source Libraries
RVC-Project/Retrieval-based-Voice-Conversion-WebUI: Singing Voice Conversion
- RVC WebUI and training on Intel ARC
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Lyrebird the Linux voice changer now supports PipeWire
At least that's what https://github.com/RVC-Project/Retrieval-based-Voice-Convers... links to
Realtime Voice Conversion Software using RVC : w-okada/voice-changer
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The next FF record, will have different versions with Burton's vocals...
I don't know how to use it yet, but the program is here. https://github.com/RVC-Project/Retrieval-based-Voice-Conversion-WebUI/blob/main/docs/README.en.md
- Retrieval Based Voice Conversion (WebUI)
tortoise-tts
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ESpeak-ng: speech synthesizer with more than one hundred languages and accents
The quality also depends on the type of model. I'm not really sure what ESpeak-ng actually uses? The classical TTS approaches often use some statistical model (e.g. HMM) + some vocoder. You can get to intelligible speech pretty easily but the quality is bad (w.r.t. how natural it sounds).
There are better open source TTS models. E.g. check https://github.com/neonbjb/tortoise-tts or https://github.com/NVIDIA/tacotron2. Or here for more: https://www.reddit.com/r/MachineLearning/comments/12kjof5/d_...
- FLaNK Stack Weekly 12 February 2024
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OpenVoice: Versatile Instant Voice Cloning
I use Tortoise TTS. It's slow, a little clunky, and sometimes the output gets downright weird. But it's the best quality-oriented TTS I've found that I can run locally.
https://github.com/neonbjb/tortoise-tts
- [discussion] text to voice generation for textbooks
- DALL-E 3: Improving image generation with better captions [pdf]
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Open Source Libraries
neonbjb/tortoise-tts
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Running Tortoise-TTS - IndexError: List out of range
EDIT: It appears to be the exact same issue as this
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My Deep Learning Rig
It was primarily being used to train TTS models (see https://github.com/neonbjb/tortoise-tts), which largely fit into a single GPUs memory. So, for data parallelism, x8 PCIe isn't that much of a concern.
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PlayHT2.0: State-of-the-Art Generative Voice AI Model for Conversational Speech
Previously TortoiseTTS was associated with PlayHT in some way, although the exact connection is a bit vague [0].
From the descriptions here it sounds a lot like AudioLM / SPEAR TTS / some of Meta's recent multilingual TTS approaches, although those models are not open source, sounds like PlayHT's approach is in a similar spirit. The discussion of "mel tokens" is closer to what I would call the classic TTS pipeline in many ways... PlayHT has generally been kind of closed about what they used, would be interesting to know more.
I assume the key factor here is high quality, emotive audio with good data cleaning processes. Probably not even a lot of data, at least in the scale of "a lot" in speech, e.g. ASR (millions of hours) or TTS (hundreds to thousands). As opposed to some radically new architectural piece never before seen in the literature, there are lots of really nice tools for emotive and expressive TTS buried in recent years of publications.
Tacotron 2 is perfectly capable of this type of stuff as well, as shown by Dessa [1] a few years ago (this writeup is a nice intro to TTS concepts). With the limit largely being, at some point you haven't heard certain phonetic sounds before in a voice, and need to do something to get plausible outcomes for new voices.
[0] Discussion here https://github.com/neonbjb/tortoise-tts/issues/182#issuecomm...
[1] https://medium.com/dessa-news/realtalk-how-it-works-94c1afda...
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Comparing Tortoise and Bark for Voice Synthesis
Tortoise GitHub repo - Source code, documentation, and usage guide
What are some alternatives?
RVC-GUI - Just a fork of RVC for easy audio file voice conversion locally
TTS - πΈπ¬ - a deep learning toolkit for Text-to-Speech, battle-tested in research and production
Mangio-RVC-Fork - *CREPE+HYBRID TRAINING* A very experimental fork of the Retrieval-based-Voice-Conversion-WebUI repo that incorporates a variety of other f0 methods, along with a hybrid f0 nanmedian method.
bark - π Text-Prompted Generative Audio Model
Real-Time-Voice-Cloning - Clone a voice in 5 seconds to generate arbitrary speech in real-time
ultimatevocalremovergui - GUI for a Vocal Remover that uses Deep Neural Networks.
piper - A fast, local neural text to speech system
voice-changer - γͺγ’γ«γΏγ€γ γγ€γΉγγ§γ³γΈγ£γΌ Realtime Voice Changer
tacotron2 - Tacotron 2 - PyTorch implementation with faster-than-realtime inference
so-vits-svc-fork - so-vits-svc fork with realtime support, improved interface and more features. [Moved to: https://github.com/voicepaw/so-vits-svc-fork]
larynx - End to end text to speech system using gruut and onnx