The Point-and-Shoot Face Recognition Challenge (PaSC) represents a joint effort by NIST and Colorado State University. On this site there is access to a supporting software package and, as results start to accumulate, a succinct summation of performance results to date.
An overview of the PaSC is available from NIST.
The data was collected at the University of Notre Dame and instructions for obtaining the data can be found here.
These documents provide more information about the PaSC:
Last update: May 2, 2015 ... Ross Beveridge