Progressive Growing of GANs

Understand the principles behind progressive GANs, which include gradual resolution increase, improved training stability, and signal control.

We'll cover the following

Progressive growing of GANs (PGGANs) offers a methodology that circumvents many of the problems related to GANs. It was the first publication to produce CelebA imagesSamples generated with Progressive Growing of GANs. Source: Progressive Growing of GANs for Improved Quality, Stability and Variation. https://arxiv.org/pdf/1710.10196.pdf using a resolution of 1024×10241024\times1024; this was a task that was very challenging at the time the paper was published:

Get hands-on with 1400+ tech skills courses.