There is a claim 6that a system can solve face recognition problem using just one photo. See a brief announcement here. Such claims have appeared in context of object recognition in general and face recognition in particular. Based on the history, I have difficulty believing, but thought of sharing this.
Face recognition — one more claim
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Strong claims on face recognition abound. Here is one published in “Science” a week ago:
“100% Accuracy in Automatic Face Recognition”
R. Jenkins and A. M. Burton
http://www.sciencemag.org/cgi/content/full/319/5862/435