A new algorithm for age recognition from facial images

被引:68
作者
Dehshibi, Mohammad Mahdi [1 ]
Bastanfard, Azam [2 ]
机构
[1] Islamic Azad Univ, Qazvin Branch, Dept Elect Comp & IT, Tehran, Iran
[2] Islamic Azad Univ, Karaj Branch, Dept Comp Engn, Tehran, Iran
关键词
Age group recognition; Facial feature extraction; Wrinkle analysis; Artificial neural network; Face image database; FACE-RECOGNITION;
D O I
10.1016/j.sigpro.2010.02.015
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, a new algorithm for age-group recognition from frontal face image is presented. The algorithm classifies subjects into four different age categories in four key stages: Pre-processing, facial feature extraction by a novel geometric feature-based method, face feature analysis, and age classification. In order to apply the algorithm to the problem, a face image database focusing on people's age information is required. Because there were no such databases, we created a database for this purpose, which is called Iranian face database (IFDB). IFDB contains digital images of people from 1 to 85 years of age. After pre-processing, then primary features of the faces in the database will be accurately detected. Finally, a neural network is used to classify the face into age groups using computed facial feature ratios and wrinkle densities. Experimental results show that the algorithm identifies the age group with accuracy of 86.64%. (C) 2010 Elsevier B.V. All rights reserved.
引用
收藏
页码:2431 / 2444
页数:14
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