Progressive Growing of GANs

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

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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:

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