Human Age Estimation Through Face Synthesis : A Survey

Sreejit Panicker*, Smita Selot**, Manisha Sharma***
* Associate Professor, Shri Shankaracharya Technical Campus, Bhilai, Chattishgarh, India.
** Professor, Shri Shankaracharya Technical Campus, Bhilai, Chattishgarh, India.
*** Professor, Bhilai Institute of Technology, Bhilai, Chattishgarh, India.
Periodicity:June - August'2014
DOI : https://doi.org/10.26634/jpr.1.2.2922

Abstract

Human age prediction is useful for many applications. The age information could be used as a kind of semantic knowledge for analysis and understanding of various application domains. The facial image analysis for classifying human age has a vital role in image processing, pattern recognition, computer vision, cognitive science, and Forensic science. Age Specific Human Computer Interaction (ASHCI) has enormous prospects in daily life applications. However, more research has to be done on age estimation techniques. One of the main reasons is that, aging effects on human faces present several unique characteristics which make age estimation a challenging task. In this paper, we give a thorough analysis on the problem of facial aging in context to various approaches and summary of contributions in age estimation. We offer a comparative analysis of various approaches that have been proposed for facial feature extraction and facial aging.

Keywords

Age Estimation, Facial Aging, Aging Database, Facial Feature Extraction.

How to Cite this Article?

Panicker, S., Selot, S., and Sharma, M. (2014). Human Age Estimation Through Face Synthesis : A Survey. i-manager’s Journal on Pattern Recognition, 1(2), 1-6. https://doi.org/10.26634/jpr.1.2.2922

References

[1]. Choobeh, A. K. (2012). “An Averaging Technique for Improving Human Age Estimation Algorithms ”. International Conference on Computer Modeling and Simulation (ICCMS 2012), Singapore, 22: pp.50-53.
[2]. Duong. C. N., Quach. K.G., Luu K., Le. H. B. and Ricanek. K., (2011). “Fine Tuning Age-estimation with Global and Local Facial Features”. The 36th Intl. Conf. on Acoustics, Speech and Signal Processing (ICASSP 2011, pp.2032-2035.
[3]. Fu.Y., Guo G., Huang. T. S. (2010). “Age Synthesis and Estimation via Faces: A Survey”. IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol.32(11), pp.1955-1976.
[4]. Guo. G., Mu. G., Fu. Y. and Huang. T. S. (2009). “Human Age Estimation using Bio-inspired Features”. IEEE Conf on computer vision and pattern recognition, Miami. F.L, pp.112-119.
[5]. Geng. X., Miles. K. S. and Zhou. Z. H. (2013). “Facial Age Estimation by Learning from Label Distributions”. IEEE Transactions on Pattern Analysis and Machine Intelligence, 99.
[6]. Geng. X., Zhou. Z. H. and Miles. K. S. (2007). “Automatic Age Estimation Based on Facial Aging Patterns”. IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol.29(12), pp.2234-2240.
[7]. Geng. X., Zhou. Z. H.,Zhang.Y., Li. G. and Dai. H. (2006). “Learning from Facial Aging Patterns for Automatic Age Estimation”. ACM, 1-59593-447-2, pp.307-316.
[8]. Hewahi. N., Olwan. A., Tubeel. N., Asar.S. E. and Sultan. Z. A. (2010). “Age Estimation based on Neural Networks using Face Features”. Journal of Emerging Trends in Computing and Information Sciences, Vol.1(2), pp.61-67.
[9]. Jayaraman. N., Kulanthaivel.G. (2012). “Neural Network Based Age Classification using Linear Wavelet Transforms”. International Journal of Internet Computing, Vol.1(3), pp.62-67.
[10]. Lanitis. A., Draganova. C. and Christodoulou. C. (2004). “Comparing Different Classifiers for Automatic Age Estimation”. IEEE Transactions On Systems, Man, And Cybernetics—Part B: Cybernetics, Vol.34(1), pp.621-628.
[11]. Luu. k., Seshadri. K., Savvides. M., Bui. T. D., and Suen. C. Y. (2011). “Contourlet Appearance Model for Facial Age Estimation”. Intl. Joint Conf. on Biometrics (IJCB'11), Washington D.C.
[12]. Suo. J., Zhu. S.C.,Shan. S. and Chen. X. (2010). “A Compositional and Dynamic Model for Face Aging”. IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol.32(3), pp.385-401.
[13]. Wu. T., Turaga P.,and Chellappa. R. (2012). “Age Estimation and Face Verification across Aging using Landmarks”. IEEE Transactions on Information Forensics and Security, Vol.7(6), pp.1780-1788.
[14]. Yen. G. G. and Nithianandan. N. (2002). “Facial Feature Extraction using Genetic Algorithm”. Congress on evolutionary computation, Honolulu: 1895-1900.
[15]. Merve kilinc and Yusuf Sinan Akgul, (2012). “Human Age Estimation via Geometric and Textural Features”. Int. Conf. VISIGRAPP 2012, Rome, Italy.
[16]. Xiaoyu Luo, Xiumei Pang, Bingpeng Ma, Fang Liu. (2011). “Age Estimation using Multi-Label Learning”. Chinese Conference on Biometric Recognition (CCBR 2011 ), Beijing,China, pp.221-228.
If you have access to this article please login to view the article or kindly login to purchase the article

Purchase Instant Access

Single Article

North Americas,UK,
Middle East,Europe
India Rest of world
USD EUR INR USD-ROW
Pdf 35 35 200 20
Online 35 35 200 15
Pdf & Online 35 35 400 25

Options for accessing this content:
  • If you would like institutional access to this content, please recommend the title to your librarian.
    Library Recommendation Form
  • If you already have i-manager's user account: Login above and proceed to purchase the article.
  • New Users: Please register, then proceed to purchase the article.