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Re:FBI launches $1 billion face recognition project by fein on Friday September 07, 2012 @04:12PM (#4490967)
I know this is a shot in the dark, as you linked the site, so I don't know how in depth you may have dived into the issue:

> Partially obscure the nose-bridge are: The region where the nose, eyes, and forehead intersect is a key facial feature.

Wouldn't a big pair of aviators, or any sunglasses, pretty much take care of this?

Re:FBI launches $1 billion face recognition project by Evbn on Friday September 07, 2012 @11:44PM (#4492167)
This is explicitly discussed on the linked page.