Title :
Selecting discriminative CLBP patterns for age estimation
Author :
Torrisi, Alessandro ; Farinella, Giovanni Maria ; Puglisi, Giovanni ; Battiato, Sebastiano
Author_Institution :
Dept. of Math. & Comput. Sci., Univ. of Catania, Catania, Italy
fDate :
June 29 2015-July 3 2015
Abstract :
Face analysis is of great interest in the context of digital signage to understand soft biometric of a person. Among the others information gathered from a face, the age of a person is still an open challenging problem. Face representation takes an important role for real time age discrimination. LBP descriptor and the related variants (e.g., CLBP) have been demonstrated to obtain the state-of-the-art performances in this field. In this paper, building on the CLBP representation, we propose a method to select the most discriminative CLBP patterns to represent faces for age classification. Experiments confirm that the proposed method improves the age classification accuracy by reducing computational costs both in terms of space and time.
Keywords :
age issues; biomimetics; face recognition; image classification; CLBP representation; LBP descriptor; age classification; age estimation; digital signage; discriminative CLBP pattern selection; discriminative CLBP patterns; face analysis; soft biometric; Accuracy; Active appearance model; Aging; Estimation; Face; Histograms; Training; Age Estimation; Digital Signage; Feature Selection;
Conference_Titel :
Multimedia & Expo Workshops (ICMEW), 2015 IEEE International Conference on
Conference_Location :
Turin
DOI :
10.1109/ICMEW.2015.7169755