Here is a potentially useful representation for face classification. While the article proposes a more general framework, it would be interesting to implement this in a domain-specific way. Any thoughts?
Mutual information of image fragments predicts categorization in humans: electrophysiological and behavioral evidence. Harel A (2007) Vision Res.
