style mixing for animation face

Related tags

Deep Learninganime-StyleGAN
Overview

An implementation of StyleGAN on Animation dataset.

Install

git clone https://github.com/MorvanZhou/anime-StyleGAN
cd anime-StyleGAN
pip install -r requirements.txt

Process data

Download data from kaggle Anime Faces (~400MB), then unzip *.zip to the anime/images folder.

process data to tensorflow tensor_record format.

python dataset.py --data_dir ~/data/anime/

Train

python train.py --data_dir ~/data/anime/ --soft_gpu -b 32 --latent 128 --epoch 151 -lr 0.0005 -b1 0. -b2 0.99 -w 2

Results

First few of epoch:

img

After one day:

img

Style mixing

python restore.py --model_path visual/2021-01-14_19-39-20/model/cp-0137.ckpt -o demo/stylemix.png -n 3 --z_seed 2 --n_seed 1 --latent 128

img

Owner
Morvan
Deep Learning Research & Development in Tencent
Morvan
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