It might be worthwhile to consider that detecting a face and finding the identity of a face are not the same. From the "Eigenface" article on wikipedia,

"The pictures constituting the training set should have been taken under the same lighting conditions, and must be normalized to have the eyes and mouths aligned across all images."

I would be curious to see how well face identification works with various milder forms of camouflage.