https://github.com/pd-mera/anime-face-generation-stylegan-xl
https://github.com/pd-mera/anime-face-generation-stylegan-xl
Last synced: 3 months ago
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- Host: GitHub
- URL: https://github.com/pd-mera/anime-face-generation-stylegan-xl
- Owner: PD-Mera
- License: mit
- Created: 2023-03-22T03:53:57.000Z (about 2 years ago)
- Default Branch: main
- Last Pushed: 2023-03-22T07:05:21.000Z (about 2 years ago)
- Last Synced: 2025-01-08T19:47:03.259Z (5 months ago)
- Language: Python
- Size: 13.5 MB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE.txt
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README
# Anime Face Generation with StyleGAN-XL
This repo simply used StyleGAN-XL to generate anime faces
## Environments
- Python 3.8.10
Specify CUDA_VER in `setup_environments.sh` and run
``` bash
bash setup_environments.sh
```
## Data Preparation
> Follow instruction [here](https://github.com/autonomousvision/stylegan-xl#data-preparation)
Create 256x256 dataset
``` bash
python dataset_tool.py --source=./data/animeface256cleaner_combine \
--dest=./data/animeface256.zip \
--resolution=256x256 \
--transform=center-crop
```
Create 64x64 dataset (For training stem)
``` bash
python dataset_tool.py --source=./data/animeface256cleaner_combine \
--dest=./data/animeface64.zip \
--resolution=64x64 \
--transform=center-crop
```
## Training
> Strategy from [here](https://github.com/autonomousvision/stylegan-xl#training)
### Training the stem
``` bash
python train.py --outdir=./training-runs/af --cfg=stylegan3-t --data=./data/animeface64.zip \
--gpus=1 --batch=1 --mirror=1 --snap 10 --batch-gpu 1 --kimg 10000 --cbase 16384 --cmax 256 --syn_layers 7
```
## Citation
``` bibtex
@InProceedings{Sauer2021ARXIV,
author = {Axel Sauer and Katja Schwarz and Andreas Geiger},
title = {StyleGAN-XL: Scaling StyleGAN to Large Diverse Datasets},
journal = {arXiv.org},
volume = {abs/2201.00273},
year = {2022},
url = {https://arxiv.org/abs/2201.00273},
}
```
## Acknowledgement
This repo builds on the codebase of [stylegan-xl](https://github.com/autonomousvision/stylegan-xl)
## ORIGINAL README FILE [HERE](./original_README.md)