If they couldn't tell it was AI, yes. Winning an art competition is by itself paradoxical in undermining the point of art, so I don't know how that's relevant, but it is certainly an impressively weak point.
So how would one define "trained eye" without having to defer to your personal opinion? You don't think there is any merit to the point that people chosen by the community of artists to judge art are fooled by it?