The Role of Color and Contrast in Facial Age Estimation

被引:0
|
作者
Dibeklioglu, Hamdi [1 ,2 ]
Gevers, Theo [1 ]
Lucassen, Marcel [1 ]
Salah, Albert Ali [3 ]
机构
[1] Univ Amsterdam, Intelligent Syst Lab Amsterdam, NL-1012 WX Amsterdam, Netherlands
[2] Delft Univ Technol, Pattern Recognit & Bioinformat Grp, NL-2600 AA Delft, Netherlands
[3] Bogazici Univ, Dept Comp Engn, Istanbul, Turkey
来源
HUMAN BEHAVIOR UNDERSTANDING (HBU 2014) | 2014年 / 8749卷
关键词
Age estimation; age perception; facial contrast; facial color; CLASSIFICATION; PERCEPTION;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Computer based methods for facial age estimation can be improved by incorporating experimental findings from human psychophysics. Moreover, the latter can be used in creating systems that are not necessarily more accurate in age estimation, but strongly resemble human age estimations. In this paper we investigate the perceptual hypothesis that contrast is a useful cue for estimating age from facial appearance. Using an extensive evaluation paradigm, we establish that using a perceptual color space improves computer's age estimation, and more importantly, using contrast-enabled features results in estimations that are more correlated to human estimations.
引用
收藏
页码:52 / 61
页数:10
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