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Labeled Faces in the Wild

Dataset of over 13,000 images of faces (labeled with names) taken from the internet, including over 1,600 people with multiple pictures

Access Requirements: 
Example Publications: 

Huang, Ramesh, Berg, & Learned-Miller (2008). Labeled Faces in the Wild: A Database for Studying Face Recognition in Unconstrained Environments. Workshop on Faces in 'Real-Life' Images: Detection, Alignment, and Recognition. Marseille, France.

Learned-Miller, E., Huang, G. B., RoyChowdhury, A., Li, H., & Hua, G. (2016). Labeled faces in the wild: A survey. In Advances in Face Detection and Facial Image Analysis (pp. 189-248). Springer International Publishing.