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Generative Adversarial Networks Projects
book

Generative Adversarial Networks Projects

by Kailash Ahirwar
January 2019
Intermediate to advanced
316 pages
8h 16m
English
Packt Publishing
Content preview from Generative Adversarial Networks Projects

Stage-II

The Stage-II StackGAN is slightly different from the Stage-I StackGAN.  The inputs to the generator models are the conditioning variable () and the low-resolution images generated by the generator network in Stage-I.

It has five components:

  • The text encoder
  • The conditioning augmentation network
  • Downsampling blocks
  • Residual blocks
  • Upsampling blocks

The text encoder and the CA network are similar to those used previously in the Stage-I section. We will now go through the three components of the generator network, which are downsampling blocks, residual blocks, and upsampling blocks.

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Publisher Resources

ISBN: 9781789136678