Chinese Real Time Voice Cloning
v1.1.2
详见readme
代码,包括encoder、synthesizer、vocoder、toolbox模块,包括模型训练的模块和可视化合成语音的模块。
执行脚本需要进入zhrtvc目录操作。
代码相关的说明详见zhrtvc目录下的readme文件。
预训练的模型,包括encoder、synthesizer、vocoder的模型。
预训练的模型在百度网盘下载,下载后解压,替换models文件夹即可。
链接:https://pan.baidu.com/s/14hmJW7sY5PYYcCFAbqV0Kw
提取码:zl9i
语料样例,包括语音和文本对齐语料,处理好的用于训练synthesizer的数据样例。
可以直接执行synthesizer_preprocess_audio.py
和synthesizer_preprocess_embeds.py
把samples的语音文本对齐语料转为SV2TTS的用于训练synthesizer的数据。
语料样例在百度网盘下载,下载后解压,替换data文件夹即可。
链接:https://pan.baidu.com/s/1Q_WUrmb7MW_6zQSPqhX9Vw
提取码:bivr
This repository is an implementation of Transfer Learning from Speaker Verification to Multispeaker Text-To-Speech Synthesis (SV2TTS) with a vocoder that works in real-time. Feel free to check my thesis if you're curious or if you're looking for info I haven't documented yet (don't hesitate to make an issue for that too). Mostly I would recommend giving a quick look to the figures beyond the introduction.
SV2TTS is a three-stage deep learning framework that allows to create a numerical representation of a voice from a few seconds of audio, and to use it to condition a text-to-speech model trained to generalize to new voices.
URL | Designation | Title | Implementation source |
---|---|---|---|
1806.04558 | SV2TTS | Transfer Learning from Speaker Verification to Multispeaker Text-To-Speech Synthesis | This repo |
1802.08435 | WaveRNN (vocoder) | Efficient Neural Audio Synthesis | fatchord/WaveRNN |
1712.05884 | Tacotron 2 (synthesizer) | Natural TTS Synthesis by Conditioning Wavenet on Mel Spectrogram Predictions | Rayhane-mamah/Tacotron-2 |
1710.10467 | GE2E (encoder) | Generalized End-To-End Loss for Speaker Verification | This repo |