Title :
Locally Adjusted Robust Regression for Human Age Estimation
Author :
Guo, Guodong ; Fu, Yun ; Huang, Thomas S. ; Dyer, Charles R.
Author_Institution :
Dept. of Comput. Sci., North Carolina Central Univ., Durham, NC
Abstract :
Automatic human age estimation has considerable potential applications in human computer interaction and multimedia communication. However, the age estimation problem is challenging. We design a locally adjusted robust regressor (LARR) for learning and prediction of human ages. The novel approach reduces the age estimation errors significantly over all previous methods. Experiments on two aging databases show the success of the proposed method for human aging estimation.
Keywords :
face recognition; human computer interaction; regression analysis; human age estimation; human computer interaction; locally adjusted robust regressor; multimedia communication; Aging; Application software; Face; Human computer interaction; Image retrieval; Internet; Multimedia communication; Robustness; Shape measurement; Training data;
Conference_Titel :
Applications of Computer Vision, 2008. WACV 2008. IEEE Workshop on
Conference_Location :
Copper Mountain, CO
Print_ISBN :
978-1-4244-1913-5
Electronic_ISBN :
1550-5790
DOI :
10.1109/WACV.2008.4544009