/Deep_Convolutional_GAN

Implementation of DCGAN and ACGAN

Primary LanguageJupyter Notebook

Deep_Convolutional_GAN

Part 1:

  • Implementation of DCGAN (Deep Convolutional GAN)
  • Improved DCGAN with "one-sided label smoothing" and "adding noise".

Part 2:

  • Implementation of AC-GAN(The Auxiliary Classifier GAN)
  • Improved AC-GAN with "one-sided label smoothing" and "adding noise".
  • Improved AC-GAN using ‫‪Wasserstein‬‬ ‫‪Loss‬‬

I train all of models with number 1 to 5 hand signs pictures.

training images:

training_data

output images generated by DCGAN

output_DCGAN

output images generated by AC-GAN

output_ACGAN