Robust Face Recognition System using Non Additive Entropy with Kernel Entropy Component Analysis

Authors(1) :-Aruna Bhat

A technique for illumination invariant face recognition using Gaussian non-additive entropy based Kernel Entropy Component Analysis is proposed. The approach is combined with Gabor Wavelet Transformation and Discrete Cosine Transform to achieve illumination invariance along with expression and pose invariance as well, thereby leading us towards the design of a universal robust face recognition system.

Authors and Affiliations

Aruna Bhat
Research Scholar, Department of Electrical Engineering, IIT Delhi, India

Kernel Entropy Component Analysis, Entropy, Discrete Cosine Transform, Gabor Wavelet Transformation, Kernel PCA

  1. R. Jenssen, "Kernel entropy component analysis", IEEE Transactions on Pattern Analysis and Machine Intelligence, Volume. 32, No. 5, pp. 847-860, May, 2010.
  2. T. S. Lee, "Image representation using 2D Gabor wavelets", IEEE Transactions on Pattern Analysis and Machine Intelligence, Volume. 18, pp. 959-971, October, 1996.
  3. Z. M. Hafed and M. D. Levine, "Face Recognition using the Discrete Cosine Transform", International Journal of Computer Vision, Volume. 43, No. 3, pp. 167-188, 2001.
  4. A. Renyi, "On measures of entropy and information", Fourth Berkeley Symposium, Volume. 1, pp. 547-561,1961.
  5. Seba Susan and Madasu Hanmandlu, "A non-extensive entropy feature and its application to texture classi?cation", Neurocomputing, Volume. 120, pp. 214-225, 2013.
  6. B. Schölkopf, A.J. Smola and K.R. Müller, "Nonlinear Component Analysis as a Kernel Eigenvalue Problem", Neural Computation, Volume. 10, pp. 1299-1319, 1998.
  7. P. J. Phillips, H. Moon, S. Rizvi and P. Rauss, "The FERET evaluation methodology for face recognition algorithms", IEEE Transactions on Pattern Analysis and Machine Intelligence, Volume. 22, No. 10, pp. 1090-1104, 2000.
  8. P.J. Phillips, H. Wechsler, J. Huang and P. Rauss, "The FERET database and evaluation procedure for face recognition algorithms", Image Vision Computing, Volume. 16, No. 5, pp. 295-306, 1998.
  9. Yale Face Database B, http://cvc.yale.edu/projects/yalefacesB/yalefacesB.html, 2001.
  10. Michael J. Lyons, Shigeru Akamatsu, Miyuki Kamachi and Jiro Gyoba, "JAFFE database, Coding Facial Expressions with Gabor Wavelets", Proceedings. Third IEEE International Conference on Automatic Face and Gesture Recognition, Nara Japan, IEEE Computer Society, pp. 200-205, April 14 - 16, 1998.
  11. T. Kanade, J. Cohn and Y. Tian, "Comprehensive database for facial expression analysis", Fourth IEEE International Conference on Face and Gesture Recognition, France, 2000.

Publication Details

Published in : Volume 2 | Issue 6 | November-December 2017
Date of Publication : 2017-12-31
License:  This work is licensed under a Creative Commons Attribution 4.0 International License.
Page(s) : 952-956
Manuscript Number : CSEIT1726117
Publisher : Technoscience Academy

ISSN : 2456-3307

Cite This Article :

Aruna Bhat, "Robust Face Recognition System using Non Additive Entropy with Kernel Entropy Component Analysis ", International Journal of Scientific Research in Computer Science, Engineering and Information Technology (IJSRCSEIT), ISSN : 2456-3307, Volume 2, Issue 6, pp.952-956, November-December-2017.
Journal URL : http://ijsrcseit.com/CSEIT1726117

Article Preview

Follow Us

Contact Us