Detection Of Gender And Age Using Python

Authors

  • Bodasingu Navya PG scholar, Department of MCA ,DNR collage, Bhimavaram , Andhra Pradesh. Author
  • K. Rambabu (Assistant Professor),Master of Computer Applications,DNR collage, Bhimavaram,Andhra Pradesh.Pradesh. Author

Keywords:

CNN, age, gender.

Abstract

Age and gender play fundamental roles in
social interactions. Languages reserve different
salutations and grammar rules for men or women, and
very often different vocabularies are used when
addressing elders compared to young people. In this
paper we show that by learning representations through
the use of deep-convolutional neural networks (CNN),
a significant increase in performance can be obtained
on these tasks. To this end, we propose a simple
convolutional net architecture that can be used even
when the amount of learning data is limited. We
evaluate our method on the recent Adience benchmark
for age and gender estimation and show it to
dramatically outperform current state-of-the-art
methods.

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References

T. Ahonen, A. Hadid, and M. Pietikainen. Face description

with local binary patterns: Application to face recognition.

Trans. Pattern Anal. Mach. Intell., 28(12):2037–2041, 2006. 2

[2] S. Baluja and H. A. Rowley. Boosting sex identification

performance. Int. J. Comput. Vision, 71(1):111–119, 2007. 2

[3] A. Bar-Hillel, T. Hertz, N. Shental, and D. Weinshall.

Learning distance functions using equivalence relations. In Int.

Conf. Mach. Learning, volume 3, pages 11–18, 2003. 2

[4] W.-L. Chao, J.-Z. Liu, and J.-J. Ding. Facial age estimation

based on label-sensitive learning and age-oriented regression.

Pattern Recognition, 46(3):628–641, 2013. 1, 2

[5] K. Chatfield, K. Simonyan, A. Vedaldi, and A. Zisserman.

Return of the devil in the details: Delving deep into

convolutional nets. arXiv preprint arXiv:1405.3531, 2014. 3

[6] J. Chen, S. Shan, C. He, G. Zhao, M. Pietikainen, X. Chen,

and W. Gao. Wld: A robust local image descriptor. Trans. Pattern

Anal. Mach. Intell., 32(9):1705–1720, 2010. 2

[7] S. E. Choi, Y. J. Lee, S. J. Lee, K. R. Park, and J. Kim. Age

estimation using a hierarchical classifier based on global and

local facial features. Pattern Recognition, 44(6):1262–1281,

2011. 2

[8] T. F. Cootes, G. J. Edwards, and C. J. Taylor. Active

appearance models. In European Conf. Comput. Vision, pages

484–498. Springer, 1998. 2

[9] C. Cortes and V. Vapnik. Support-vector networks. Machine

learning, 20(3):273–297, 1995. 2

[10] E. Eidinger, R. Enbar, and T. Hassner. Age and gender

estimation of unfiltered faces. Trans. on Inform. Forensics and

Security, 9(12), 2014. 1, 2, 5, 6

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Published

2025-05-01

Issue

Section

Articles

How to Cite

Detection Of Gender And Age Using Python. (2025). International Journal of Multidisciplinary Engineering In Current Research, 10(5), 1-4. https://ijmec.com/index.php/multidisciplinary/article/view/608