Age Estimation from Face Image using Wrinkle Features

被引:15
作者
Jana, Ranjan [1 ]
Datta, Debaleena [1 ]
Saha, Rituparna [1 ]
机构
[1] RCC Inst Informat Technol, Kolkata 700015, India
来源
PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON INFORMATION AND COMMUNICATION TECHNOLOGIES, ICICT 2014 | 2015年 / 46卷
关键词
Age estimation; face feature; feature extraction; fuzzy c-means; wrinkle feature;
D O I
10.1016/j.procs.2015.02.126
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Age progression is generally indicated by skin texture, face structure, skin color. The face features changes with age progression of a human. This paper provides a methodology to estimate the real age of a human by analyzing wrinkle area of face images. Wrinkle geography areas are detected and wrinkle features are extracted from face image. Depend on wrinkle features, each face image is clustered using fuzzy c-means clustering algorithm. Then, estimated age is calculated using their clustering membership value and average age of each cluster. The obtained results are significant and remarkable. (C) 2015 The Authors. Published by Elsevier B.V.
引用
收藏
页码:1754 / 1761
页数:8
相关论文
共 18 条
[1]   Eigenfaces vs. Fisherfaces: Recognition using class specific linear projection [J].
Belhumeur, PN ;
Hespanha, JP ;
Kriegman, DJ .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1997, 19 (07) :711-720
[2]   Face recognition based on fitting a 3D morphable model [J].
Blanz, V ;
Vetter, T .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2003, 25 (09) :1063-1074
[3]   Three-dimensional face recognition [J].
Bronstein, AM ;
Bronstein, MM ;
Kimmel, R .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 2005, 64 (01) :5-30
[4]   Automatic age estimation based on facial aging patterns [J].
Geng, Xin ;
Zhou, Zhi-Hua ;
Smith-Miles, Kate .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2007, 29 (12) :2234-2240
[5]   Face detection in color images [J].
Hsu, RL ;
Abdel-Mottaleb, M ;
Jain, AK .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2002, 24 (05) :696-706
[6]  
Jain A.K., 2010, IEEE T PATTERN ANAL
[7]  
Jana R, 2013, INT J ENG INNOVATIVE, V3, P130
[8]  
Jana R, 2012, IOSR J COMPUTER ENG, V7, P35
[9]   Age classification from facial images [J].
Kwon, YH ;
Lobo, ND .
COMPUTER VISION AND IMAGE UNDERSTANDING, 1999, 74 (01) :1-21
[10]   Comparing different classifiers for automatic age estimation [J].
Lanitis, A ;
Draganova, C ;
Christodoulou, C .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2004, 34 (01) :621-628