VAE or Diff for VC

VAE

https://paperswithcode.com/paper/rave-a-variational-autoencoder-for-fast-and-1

RAVE 2021.11 并不能直接用于VC,可能需要微调

https://github.com/kamepong/ACVAE-VC

ACVAE-VC 2018.8的论文,代码最后一次维护3年前,可能有点古老了

https://paperswithcode.com/paper/non-parallel-voice-conversion-with-cyclic

CycleVAE-VC 2019.7

https://github.com/rupschy/specGenerationVAE

specGenerationVAE

https://github.com/vsimkus/vae-voice-conversion

使用VCC2016VCTK数据集

Diffusion

https://github.com/huawei-noah/Speech-Backbones/tree/main/DiffVC

❤DiffVC ICLR-2022 这个很经典,似乎是第一个将diffusion用在VC的模型

https://paperswithcode.com/paper/dddm-vc-decoupled-denoising-diffusion-models

DDDM-VC 2023.5

https://paperswithcode.com/paper/duta-vc-a-duration-aware-typical-to-atypical

duta-VC 2023.6 代码基于DiffVC

https://paperswithcode.com/paper/diff-hiervc-diffusion-based-hierarchical

Diff-HierVC 2023.11 最新的模型,代码上个月还在维护,有train.py但readme没说怎么训练,感觉复现有难度

https://github.com/lmnt-com/diffwave/tree/master

diffwave 功能与wavenet近似,是通用波形生成器。已经将api植入到了pip中,训练较为容易,效果似乎有待观察

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