Title :
Age Sensitivity of Face Recognition Algorithms
Author :
Yassin, Dk H. Phm ; Hoque, Sanyat ; Deravi, Farzin
Author_Institution :
Sch. of Eng. & Digital Arts, Univ. of Kent, Canterbury, UK
Abstract :
This paper investigates the performance degradation of facial recognition systems due to the influence of age. A comparative analysis of verification performance is conducted for four subspace projection techniques combined with four different distance metrics. The experimental results based on a subset of the MORPH-II database show that the choice of subspace projection technique and associated distance metric can have a significant impact on the performance of the face recognition system for particular age groups.
Keywords :
face recognition; visual databases; MORPH-II database; age sensitivity; distance metrics; face recognition algorithms; facial recognition systems; performance degradation; subspace projection techniques; verification performance comparative analysis; Aging; Databases; Face; Face recognition; Measurement; Principal component analysis; Vectors; MORPH database; face recognition; facial aging;
Conference_Titel :
Emerging Security Technologies (EST), 2013 Fourth International Conference on
Conference_Location :
Cambridge