Two nice face datasets can be found at: 1. A class project by Yuille & Zhu: http://www.stat.ucla.edu/~sczhu/Courses/UCLA/Stat_231/Face_detection.html 2. Poggio's group at MIT: http://cbcl.mit.edu/cbcl/software-datasets/FaceData2.html