readme: ---
  license: mit
  library_name: pytorch
  tags:
  - image-generation
  - gan
  - stylegan
  - stylegan3
  - nvidia
  ---
  
  # Anime Faces Generator (StyleGAN3 by NVIDIA)
  
  <img width="679" alt="Generated Faces" src="https://user-images.githubusercontent.com/35907066/161809457-e6467724-5942-4a89-b379-85ddfd6ac86c.png">
  
  This is a [StyleGAN3 PyTorch](https://github.com/NVlabs/stylegan3) model trained on this [Anime Face Dataset](https://github.com/bchao1/Anime-Face-Dataset).
  
  ### Usage
  
  Demo on Spaces is not yet implemented.
  
  You can run the model pickle file locally using the instructions in this generator-script-only subset of the StyleGAN3 repo:
  - https://github.com/venture-anime/stylegan3-anime-faces-generator
  
  ### Dataset & Model Details
  
  The [Anime Face Dataset](https://github.com/bchao1/Anime-Face-Dataset) was created by Mckinsey666.
  
  Training was done in [Paperspace Gradient](https://gradient.run/) on a free `RTX-5000` instance with the following parameters:
  
  - Configuration: `stylegan3-t`
  - GPUs: `1`
  - Batch Size: `8`
  - Gamma: `0.5`
  - Final tick: `102`
  - Final fid50k_full value (this pickle): `9.26043547642206`.
  
  # Train your own StyleGAN3 on PaperSpace or Colab
  
  You can use the notebooks here for a ready-to-use training pipeline
  https://github.com/akiyamasho/stylegan3-training-notebook