Coming up with low-level features to describe high-level concepts (such as simplicity and realism) seems to be doomed from the start. However, I really admire the authors for taking on such a difficult problem. I think for some of the more technique-based characteristics that define good photos there is real hope to be able to extract meaningful image features.