├── ACGAN.py ├── BEGAN.py ├── CGAN.py ├── CVAE.py ├── DRAGAN.py ├── EBGAN.py ├── GAN.py ├── LICENSE ├── LSGAN.py ├── README.md ├── VAE.py ├── WGAN.py ├── WGAN_GP.py ├── assets ├── equations │ ├── ACGAN.png │ ├── BEGAN.png │ ├── CGAN.png │ ├── CVAE.png │ ├── DRAGAN.png │ ├── EBGAN.png │ ├── GAN.png │ ├── LSGAN.png │ ├── VAE.png │ ├── WGAN.png │ ├── WGAN_GP.png │ └── infoGAN.png ├── etc │ ├── GAN_structure.png │ └── VAE_structure.png ├── fashion_mnist_results │ ├── conditional_generation │ │ ├── ACGAN_epoch000_test_all_classes_style_by_style.png │ │ ├── ACGAN_epoch009_test_all_classes_style_by_style.png │ │ ├── ACGAN_epoch019_test_all_classes_style_by_style.png │ │ ├── ACGAN_epoch039_test_all_classes_style_by_style.png │ │ ├── CGAN_epoch000_test_all_classes_style_by_style.png │ │ ├── CGAN_epoch019_test_all_classes_style_by_style.png │ │ ├── CGAN_epoch039_test_all_classes_style_by_style.png │ │ ├── CVAE_epoch000_test_all_classes_style_by_style.png │ │ ├── CVAE_epoch019_test_all_classes_style_by_style.png │ │ ├── CVAE_epoch039_test_all_classes_style_by_style.png │ │ ├── infoGAN_epoch000_test_all_classes_style_by_style.png │ │ ├── infoGAN_epoch019_test_all_classes_style_by_style.png │ │ └── infoGAN_epoch039_test_all_classes_style_by_style.png │ ├── infogan │ │ ├── infoGAN_epoch039_test_class_c1c2_1.png │ │ ├── infoGAN_epoch039_test_class_c1c2_4.png │ │ ├── infoGAN_epoch039_test_class_c1c2_5.png │ │ └── infoGAN_epoch039_test_class_c1c2_8.png │ ├── learned_manifold │ │ ├── VAE_epoch000_learned_manifold.png │ │ ├── VAE_epoch009_learned_manifold.png │ │ └── VAE_epoch024_learned_manifold.png │ └── random_generation │ │ ├── BEGAN_epoch000_test_all_classes.png │ │ ├── BEGAN_epoch019_test_all_classes.png │ │ ├── BEGAN_epoch039_test_all_classes.png │ │ ├── DRAGAN_epoch000_test_all_classes.png │ │ ├── DRAGAN_epoch019_test_all_classes.png │ │ ├── DRAGAN_epoch039_test_all_classes.png │ │ ├── EBGAN_epoch000_test_all_classes.png │ │ ├── EBGAN_epoch019_test_all_classes.png │ │ ├── EBGAN_epoch039_test_all_classes.png │ │ ├── GAN_epoch000_test_all_classes.png │ │ ├── GAN_epoch019_test_all_classes.png │ │ ├── GAN_epoch039_test_all_classes.png │ │ ├── LSGAN_epoch000_test_all_classes.png │ │ ├── LSGAN_epoch019_test_all_classes.png │ │ ├── LSGAN_epoch039_test_all_classes.png │ │ ├── VAE_epoch000_test_all_classes.png │ │ ├── VAE_epoch019_test_all_classes.png │ │ ├── VAE_epoch039_test_all_classes.png │ │ ├── WGAN_GP_epoch000_test_all_classes.png │ │ ├── WGAN_GP_epoch019_test_all_classes.png │ │ ├── WGAN_GP_epoch039_test_all_classes.png │ │ ├── WGAN_epoch000_test_all_classes.png │ │ ├── WGAN_epoch019_test_all_classes.png │ │ └── WGAN_epoch039_test_all_classes.png └── mnist_results │ ├── conditional_generation │ ├── ACGAN_epoch000_test_all_classes_style_by_style.png │ ├── ACGAN_epoch009_test_all_classes_style_by_style.png │ ├── ACGAN_epoch024_test_all_classes_style_by_style.png │ ├── CGAN_epoch000_test_all_classes_style_by_style.png │ ├── CGAN_epoch009_test_all_classes_style_by_style.png │ ├── CGAN_epoch024_test_all_classes_style_by_style.png │ ├── CVAE_epoch000_test_all_classes_style_by_style.png │ ├── CVAE_epoch009_test_all_classes_style_by_style.png │ ├── CVAE_epoch024_test_all_classes_style_by_style.png │ ├── infoGAN_epoch000_test_all_classes_style_by_style.png │ ├── infoGAN_epoch009_test_all_classes_style_by_style.png │ └── infoGAN_epoch024_test_all_classes_style_by_style.png │ ├── infogan │ ├── infoGAN_epoch024_test_class_c1c2_2.png │ ├── infoGAN_epoch024_test_class_c1c2_5.png │ ├── infoGAN_epoch024_test_class_c1c2_7.png │ └── infoGAN_epoch024_test_class_c1c2_9.png │ ├── learned_manifold │ ├── VAE_epoch000_learned_manifold.png │ ├── VAE_epoch009_learned_manifold.png │ └── VAE_epoch024_learned_manifold.png │ └── random_generation │ ├── BEGAN_epoch000_test_all_classes.png │ ├── BEGAN_epoch001_test_all_classes.png │ ├── BEGAN_epoch009_test_all_classes.png │ ├── BEGAN_epoch024_test_all_classes.png │ ├── DRAGAN_epoch000_test_all_classes.png │ ├── DRAGAN_epoch001_test_all_classes.png │ ├── DRAGAN_epoch009_test_all_classes.png │ ├── DRAGAN_epoch024_test_all_classes.png │ ├── EBGAN_epoch000_test_all_classes.png │ ├── EBGAN_epoch001_test_all_classes.png │ ├── EBGAN_epoch009_test_all_classes.png │ ├── EBGAN_epoch024_test_all_classes.png │ ├── GAN_epoch000_test_all_classes.png │ ├── GAN_epoch001_test_all_classes.png │ ├── GAN_epoch009_test_all_classes.png │ ├── GAN_epoch024_test_all_classes.png │ ├── LSGAN_epoch000_test_all_classes.png │ ├── LSGAN_epoch001_test_all_classes.png │ ├── LSGAN_epoch009_test_all_classes.png │ ├── LSGAN_epoch024_test_all_classes.png │ ├── VAE_epoch000_test_all_classes.png │ ├── VAE_epoch001_test_all_classes.png │ ├── VAE_epoch009_test_all_classes.png │ ├── VAE_epoch024_test_all_classes.png │ ├── WGAN_GP_epoch000_test_all_classes.png │ ├── WGAN_GP_epoch001_test_all_classes.png │ ├── WGAN_GP_epoch009_test_all_classes.png │ ├── WGAN_GP_epoch024_test_all_classes.png │ ├── WGAN_epoch000_test_all_classes.png │ ├── WGAN_epoch001_test_all_classes.png │ ├── WGAN_epoch009_test_all_classes.png │ └── WGAN_epoch024_test_all_classes.png ├── infoGAN.py ├── main.py ├── ops.py ├── prior_factory.py └── utils.py /ACGAN.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hwalsuklee/tensorflow-generative-model-collections/HEAD/ACGAN.py -------------------------------------------------------------------------------- /BEGAN.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hwalsuklee/tensorflow-generative-model-collections/HEAD/BEGAN.py -------------------------------------------------------------------------------- /CGAN.py: -------------------------------------------------------------------------------- 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