Conditional GANs and Style Transfer
cGAN with class conditioning, CycleGAN concept, neural style transfer with VGG.
Controlling What GANs Generate
A plain GAN produces random samples, you cannot ask for a specific class. This lesson covers conditional generation (cGANs), unpaired translation (CycleGAN), and neural style transfer.
Conditional GANs (cGAN)
A cGAN adds a condition (such as a class label) to both generator and discriminator. Now you can request "generate a 7" by feeding the label alongside the noise.
All lessons in this course
- Autoencoders for Representation Learning
- Variational Autoencoders (VAE)
- GANs: Generator and Discriminator
- Conditional GANs and Style Transfer