CycCoder / Tensorflow-ACGAN-Anime-Generation

Tensorflow implementation of "Towards the Automatic Anime Characters Creation with Generative Adversarial Networks"

Tensorflow-ACGAN-Anime-Generation

Tensorflow reimplementation of:

"Towards the Automatic Anime Characters Creation with Generative Adversarial Networks" https://arxiv.org/abs/1708.05509

With the following modification:

• Replaced DRAGAN gradient penalty with Spectural spectural normalization.
• Removed the second term of L_cls. The fake image might confuse the classifier.

For more detail, please refer to the original paper.

Please download the training data from:

https://drive.google.com/open?id=1bXXeEzARYWsvUwbW3SA0meulCR3nIhDb

Pretrained model is available at: https://drive.google.com/file/d/1gzJ1_OxGloWSYtGndZYT42SmRfA6HFAN/view?usp=sharing

Network Structure

Results:

Ref:

• https://github.com/m516825/Conditional-GAN
• https://arxiv.org/abs/1708.05509
• SRGAN : https://github.com/brade31919/SRGAN-tensorflow
• Spectural Normalization: https://github.com/minhnhat93/tf-SNDCGAN
• https://github.com/chang810249/tensorflow-generative-model-collections