Title :
The effect of normal adult aging on standard PCA face recognition accuracy rates
Author :
Ricanek, Karl, Jr. ; Boone, Edward
Author_Institution :
Dept. of Comput. Sci., North Carolina Univ., Wilmington, NC, USA
fDate :
July 31 2005-Aug. 4 2005
Abstract :
The issue of face aging has not been explicitly focused upon in the research on face recognition (FR) systems. What has been introduced by a few researchers is the impact of a probe against a match of different acquisition dates; the time span between probe and match image acquisition has not historically been sufficiently large enough to fully explore the impacts of age-progression on performance rates. In this work, we address the impacts of age-progression, which includes both structural and texture changes, on the standard PCA FR algorithm. A face database designed specifically to address the issues of age-progression is used with the FERET database. This work examines why the PCA FR system, and possibly other appearance based FR systems, is diminished recognition rates.
Keywords :
face recognition; principal component analysis; visual databases; FERET database; age-progression; face recognition; image acquisition; normal adult aging effect; principal component analysis; Aging; Biometrics; Cranial; Elasticity; Face recognition; Image databases; Morphology; Principal component analysis; Probes; Skin;
Conference_Titel :
Neural Networks, 2005. IJCNN '05. Proceedings. 2005 IEEE International Joint Conference on
Conference_Location :
Montreal, Que.
Print_ISBN :
0-7803-9048-2
DOI :
10.1109/IJCNN.2005.1556210