It's pretty impressive stuff to be sure, but the fakeness actually becomes very obvious once you understand what to look for. Something about the contour of the nose, the shape of the hair line, the way the teeth are aligned, etc.
In some dystopian future I imagine this will be part of our education to distinguish genuine content from fake news.