Sure, statistically speaking well-informed guessing at an industrial scale, but still guessing.
The thing is, that it does raise some questions - I can see things like fake super-resolution and fake slow motion and other alternative realities generated by machine learning easily fooling humans. Once things become sufficiently advanced, who's to guarantee will we always know what the true source is? Could future training be done on data that itself was generated via machine learning. That brings up a load of other questions. Interesting times ahead...