AIs can be trained to detect AI generated images, so then the race is only whether the AI produced images get better faster than the detector can keep up or not.
More likely as the technology evolves AIs, like a human, will just train real-time-ish from video taken from it's camera eyeballs.
...and then, of course, it will KILL ALL HUMANS.