That's an adversarial picture, but not nearly as dramatic as the epsilon-adversarial examples -- and in particular there are no logical inconsistencies (confusing a cat for guacamole or a turtle for a riffle). I don't think anyone doubts a form of camouflage or isomorphic deception is unavoidable.
