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Stable training procedures for improved GAN architectures

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Stable GAN Training

Project for "Deep Learning for Computer Vision" course.

A Comparison on the stability issues when training different architectures of GANs:

  • Vanilla GAN
  • DCGAN
  • WGAN
  • WGAN-GP

Data

We use the aligned CelebA dataset on Google Drive (img_align_celeba.zip)

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Stable training procedures for improved GAN architectures

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