Call for Paper - May 2023 Edition
IJCA solicits original research papers for the May 2023 Edition. Last date of manuscript submission is April 20, 2023. Read More

Age Classification based on Corner Pixel Grey Level Co-Occurrences Matrix (CP-GLCM) of TN-LBP

Print
PDF
 
Download Full Text
International Journal of Computer Applications
© 2014 by IJCA Journal
Volume 90 - Number 13
Year of Publication: 2014
Authors:
Pullela S V V S R Kumar
J V R Murthy
V V Sahiti Srinidhi
10.5120/15780-4480

Pullela S V V S R Kumar, J V R Murthy and Sahiti V V Srinidhi. Article: Age Classification based on Corner Pixel Grey Level Co-Occurrences Matrix (CP-GLCM) of TN-LBP. International Journal of Computer Applications 90(13):20-26, March 2014. Full text available. BibTeX

@article{key:article,
	author = {Pullela S V V S R Kumar and J V R Murthy and V V Sahiti Srinidhi},
	title = {Article: Age Classification based on Corner Pixel Grey Level Co-Occurrences Matrix (CP-GLCM) of TN-LBP},
	journal = {International Journal of Computer Applications},
	year = {2014},
	volume = {90},
	number = {13},
	pages = {20-26},
	month = {March},
	note = {Full text available}
}

Abstract

The present paper proposes a novel scheme based on third order neighbourhood LBP (TN-LBP). The present paper observed and noted that the TN-LBP forms two types of corner pixels i. e. top corner and bottom corner pixels. The present paper derived Grey Level Co-occurrence Matrix (GLCM) based on LBP values of Top Corner Pixels (TCP) of TN-LBP and Bottom Corner Pixels (BCP) of TN-LBP. On this GLCM features are derived. Based on these features human age is classified in to child (0 to 12 years) young adult (13 to 30 years), middle age (31 to 50 years) and senior age (above 60 years).

References

  • M. Yazdi, S. Mardani-Samani, M. Bordbar, and R. Mobaraki "Age Classification based on RBF Neural Network" , Canadian Journal on Image Processing and Computer Vision Vol. 3 No. 2, pages: 38-42, June 2012.
  • Wen-Bing Horng, Cheng-Ping Lee and Chun-Wen Chen "Classification of Age Groups Based on Facial Features", Tamkang Journal of Science and Engineering, Vol. 4, No. 3, pp. 183-192 Year: 2001.
  • Ahonen T. , Hadid A. and Pietikainen M. , "Face Recognition with Local Binary Patterns," Computer Vision, ECCV Proceedings, pp. 469-481, 2004.
  • Ahonen T. , Hadid A. , Pietikainen M. , "Face description with local binary patterns: application to face recognition", IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 28(12), pp. 2037–2041, 2006.
  • Chandra Mohan, VijayaKumar V. , Damodaram A. , "Adulthood classification based on geometrical facial features", ICGST-GVIP Journal, Volume 10, Issue 2, pp. 39-44, June 2010.
  • Atkinson, P. M. and Lewis, P. "Geostatistical classification for remote sensing: An introduction", Comput. Geosci. , Vol. 26, pp. 361–371, 2000
  • Young H. Kwon and Niels da Vitoria Loboy, "Age Classification from Facial Images", Computer Vision and Image Understanding, Vol. 74, No. 1, pp. 1–21, April 1999.
  • Sirovich L. and Kirby M. "Low-dimensional procedure for the characterization of human face," J. Opt. Am. A, vol. 7, no. 3, pp. 519–524, 1987.
  • Hasegawa H. and Simizu E. "Discrimination of facial age generation using neural networks," T. IEE Japan, vol. 117-C, no. 12, pp. 1897–1898, 1997.
  • Kosugi M. "Human-face recognition using mosaic pattern and neural networks," IEICE Trans. , vol. J76-D-II, no. 6, pp. 1132–1139, June 1993.
  • Jangala. Sasi Kiran, V. Vijaya Kumar and B. Eswara Reddy. "Age classifications based on second order image compressed and fuzzy reduced grey level (SICFRG) model," International Journal on Computer Science and Engineering (IJCSE), Vol. 5 No. 06, pp. 481–492, Jun 2013.
  • J Sasi Kiran, Dr. V. Vijaya Kumar and V V Harichandana, "An Effective Age Classification Using Topological Features Based on Compressed and Reduced Grey Level Model of the Facial Skin," I. J. Image, Graphics and Signal Processing, Vol. 6, No. 1, pp. 9-17 , November 2013.
  • Dr. V. Vijaya Kumar, J. Sasi Kiran and Gorti Satyanarayana Murty, "Pattern based Dimensionality Reduction Model for Age Classification," International Journal of Computer Applications (IJCA), FCS Publishers, USA, Volume 79, No 13, pp. 14-20, October 2013.
  • Gorti Satyanarayana Murty, J Sasi Kiran and Dr. V. Vijaya Kumar, " Facial Expression Recognition based on Features Derived from the Distinct LBP and GLCM," International Journal of Image, Graphics and Signal Processing(IJIGSP), MECS Publisher, Hong Kong, Vol. 6, No. 2, pp. 68-77, January 2014.
  • Gorti Satyanarayana Murty, Dr. V. Vijaya Kumar and A. Obulesu, "Age classification based on simple LBP transitions," International Journal on Computer Science and Engineering (IJCSE), Vol. 5 No. 10, pp. 885-893, October 2013.