Pixta - a young Vietnamese startup - introduced about GANs, which is being applied in their solution.

1. Introduction to GANs
Tuan Anh Vu, PixtaVietnam
October, 2019
VFS-2019
Ref. Ian Goodfellow slides

2. Sample Generation
Training Data
(CelebA)
Sample Generator
(Karras et at, 2017)

3. 5 years of progress on faces

4. 2 years of progress on ImageNet

5. Unsupervised Image-to-image Translation
(Liu et al. 2017)

6. Cycle GAN
(Zhu et al. 2017)

7. Everybody Dance Now
(Chan et al. 2018)

8. GauGAN
(Park et al. 2018)

9. Adversarial Nets Framwork

10. GAN model

11. Generator vs Discriminator

12. Basic Generator

13. Basic Discriminator

14. Thank you