SRResNet-AC-DRAGAN

DRAGAN Implementation with Auxiliary Classifier based on a modification from SRResNet

Attempt at recreating results from: Towards the Automatic Anime Characters Creation with Generative Adversarial Networks (https://arxiv.org/pdf/1708.05509.pdf)

Experimented with the CelebA Dataset.

TODO:

• Add results on tagged anime dataset
• Double check training procedure
• Add Interpolation Results

Pretrained model available at https://drive.google.com/open?id=1JTpjlfVO-Frjr9_rdytxiuQZU7ixCF53

Download Cropped, Aligned CelabA Dataset at http://mmlab.ie.cuhk.edu.hk/projects/CelebA.html

Code is based on the following repositories:

• https://github.com/ai-tor/PyTorch-SRGAN
• https://github.com/jfsantos/dragan-pytorch
• https://github.com/pytorch/examples/blob/master/imagenet/main.py

To run the code, adjust settings.py and call python3 main.py.

Results

Epoch 0-18: