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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 Lcls. 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:

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

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