Exactly. The "victim" of a deepfake simply needs to say "it's fake". The burden of integrity is then on whoever is indulging the fake images, spreading them or raising questions about them.

Added benefit, as you say, is that any image can now be faked. So even a real photo of someone caught in the act, could be dismissed by the victim as fake if they wanted to make the problem go away.