Yes, but in order to be useful for training, the fake detection algorithm has to be reasonably performant. Performance is less of an issue if you just want to test if one video is fake.
Unless of course the attacker has vastly more computational power than the person trying to detect the fake
Unless of course the attacker has vastly more computational power than the person trying to detect the fake