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causalstarganv2-vc's Introduction

CausalStarGANv2-VC

このリポジトリでは, 低遅延リアルタイムAny-to-Many声質変換に使用するCausalStarGANv2-VCモデルの訓練を行うコードを公開しています. StarGANv2-VC1および当手法で使用するJDCNet2の非公式実装を含みます. CNNConformerではConformer3, CausalHiFi-GANではHiFi-GAN4を利用しています.

音声サンプル

CausalStarGANv2-VC Demoに置いています.

使用方法

Python3.9で動作します.

1. datasetの配置

JVS corpusおよびJVS-MuSiCからデータをコピーし, 再配置する.

%path_jvs%JVS corpusのルートディレクトリ(jvs_ver1), %path_jvs_corpus%JVS-MuSiCのパスを指定し, 以下を実行する.

python dataset/main.py --path_jvs %path_jvs% --path_jvs_music %path_jvs_music%

2. CausalHiFi-GAN, JDCNet, CNNConformerの学習

python CausalHiFiGAN/main.py
python JDCNet/main.py
python CNNConformer/main.py

3. StarGANv2-VCの学習

python StarGANv2VC/main.py

4. CausalStarGANv2-VCの学習

python CausalStarGANv2VC/main.py

参照

Footnotes

  1. StarGANv2-VC
    paper: https://arxiv.org/abs/2107.10394#
    official implementation: https://github.com/yl4579/StarGANv2-VC

  2. JDCNet
    paper: https://www.mdpi.com/2076-3417/9/7/1324
    official implementation: https://github.com/keums/melodyExtraction_JDC

  3. Conformer
    paper: https://arxiv.org/abs/2005.08100

  4. HiFi-GAN
    paper: https://arxiv.org/abs/2010.05646
    official implementation: https://github.com/jik876/hifi-gan

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