tf-exercise-gan

Tensorflow implementation and benchmark of diffrent GANs

GAN implementations

• DCGAN
• WGAN
• BEGAN
• MAD-GAN
• GoGAN
• ...

Tasks

• Impl. DCGAN, GoGAN, WGAN
• Impl. BEGAN, MAD-GAN
• Reproduce GANs on MNIST and CelebA datasets
• Impl. training & evaluation on synthetic datasets
• Add sample results
• Impl. better evaluation function for real images (e.g. IvOM, energy dist., ...)
• Impl. a result logger
• Compare GANs (synthetic and MNIST)
• Add more GAN implementations

Experiments & Benchmarks

170718 / Comparison of different GAN models on synthetic datasets

• Done without any hyper-parameter search.
• MAD-GAN worked best in the tested datasets.
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170718 / Sample results on MNIST and CelebA datasets

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