I agree with Pete, and also think that this methodology of image statistics probably only works for rather global correlational statements such as guessing whether an image contains cars or not, solely based on its statistics. My prediction is that this methodology will break down as soon as we try to predict the existence of different objects that occur in similar environments (e.g. scenes with dogs vs. scenes with cats, instead of just the rather global category "animals").