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Generative Adversarial Networks Projects

You're reading from  Generative Adversarial Networks Projects

Product type Book
Published in Jan 2019
Publisher Packt
ISBN-13 9781789136678
Pages 316 pages
Edition 1st Edition
Languages
Author (1):
Kailash Ahirwar Kailash Ahirwar
Profile icon Kailash Ahirwar

Table of Contents (11) Chapters

Preface 1. Introduction to Generative Adversarial Networks 2. 3D-GAN - Generating Shapes Using GANs 3. Face Aging Using Conditional GAN 4. Generating Anime Characters Using DCGANs 5. Using SRGANs to Generate Photo-Realistic Images 6. StackGAN - Text to Photo-Realistic Image Synthesis 7. CycleGAN - Turn Paintings into Photos 8. Conditional GAN - Image-to-Image Translation Using Conditional Adversarial Networks 9. Predicting the Future of GANs 10. Other Books You May Enjoy

Predicting the Future of GANs

If you have completed all of the exercises in the chapters of this book, you have come a long way in your quest to learn and code Generative adversarial networks (GANs) for various real-world applications. GANs have the potential to cause disruption in a number of different industries. Scientists and researchers have developed various GANs that can be used to build commercial applications. Throughout this book, we have explored and implemented some of the most famous GAN architectures.

So, let's recap what we have learned thus far:

  • We started with a gentle introduction to GANs, and learned various important concepts.
  • We then explored a 3D-GAN, which is a type of GAN than can generate 3D images. We trained the 3D-GAN to generate 3D models of real-world objects such as an airplane or a table.
  • In the third chapter, we explored conditional GANs...
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