If such a system to automatically detect this was created, then I would suppose it would become the story instead.

Whatever method used would have to come up with a reference photo (or "model"), ie. what the photo "should" be. And this tech can then be used for the purpose of more convincing deep fakes and other AI trickery. Hurray! Progress! :)