faezeam / Deep_Convolutional_GAN

Implementation of DCGAN and ACGAN

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:

output images generated by DCGAN

output images generated by AC-GAN