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An Introduction to the Good, the Bad, & the Ugly Face Recognition Challenge Problem

Published

Author(s)

P J. Phillips, J. R. Beveridge, Bruce A. Draper, Geof H. Givens, Alice J. O'Toole, David Bolme, Joseph Dunlop, Yui M. Lui, Hassan A. Sahibzada, Samuel Weimer

Abstract

The Good, the Bad, & the Ugly Face Challenge Problem was created to encourage the development of algorithms that are robust to recognition across changes in illumination that occur in still frontal faces. The Good, the Bad, & the Ugly consists of three partitions. The Good partition contains pairs of images that are considered easy to recognize. On the Good partition, the base verification rate (VR) is 0.98 at a false accept rate (FAR) of 0.001. The Bad partition contains pairs of images of average difficulty to recognize. For the Bad partition, the VR is 0.80 at a FAR of 0.001. The Ugly partition contains pairs of images considered difficult to recognize, with a VR of 0.15 at a FAR of 0.001. The base performance is from fusing the output of three of the top performers in the FRVT 2006. The design of the Good, the Bad, & the Ugly controls for pose variation, subject aging, and subject recognizability. Subject recognizability is controlled by having the same number of images of each subject in every partition. This implies that the differences in performance among the partitions are result of how a face is presented in each image.
Citation
NIST Interagency/Internal Report (NISTIR) - 7758
Report Number
7758

Citation

Phillips, P. , Beveridge, J. , Draper, B. , Givens, G. , O'Toole, A. , Bolme, D. , Dunlop, J. , Lui, Y. , Sahibzada, H. and Weimer, S. (2011), An Introduction to the Good, the Bad, & the Ugly Face Recognition Challenge Problem, NIST Interagency/Internal Report (NISTIR), National Institute of Standards and Technology, Gaithersburg, MD, [online], https://doi.org/10.6028/NIST.IR.7758 (Accessed April 19, 2024)
Created March 10, 2011, Updated November 10, 2018