Generative Adversarial Networks Projects

Architecture of StackGAN

StackGAN is a two-stage network. Each stage has two generators and two discriminators. StackGAN is made up of many networks, which are as follows:

• Stack-I GAN: text encoder, Conditioning Augmentation network, generator network, discriminator network, embedding compressor network
• Stack-II GAN: text encoder, Conditioning Augmentation network, generator network, discriminator network, embedding compressor network

Source: arXiv:1612.03242 [cs.CV]

The preceding image is self-explanatory. It represents both stages of the StackGAN network. As you can see, the first stage is generating images with dimensions of 64x64. Then ...