Advanced search
Publication Cover
The Imaging Science Journal Volume 59, 2011 - Issue 1
Submit an article Journal homepage
63
Views
6
CrossRef citations to date
0
Altmetric
Original Article

A comprehensive comparative performance analysis of Laplacianfaces and Eigenfaces for face recognition

U I BajwaDepartment of Computer Engineering Center for Advanced Studies in Engineering, 19‐Attaturk Avenue, G‐5/1, Islamabad, PakistanCorrespondence[email protected]
,
I A Taj Vision and Pattern Recognition Systems GroupMuhammad Ali Jinnah University, Islamabad, Pakistan
&
Z E Bhatti Vision and Pattern Recognition Systems GroupMuhammad Ali Jinnah University, Islamabad, Pakistan
Pages 32-40 | Accepted 29 Dec 2009, Published online: 12 Nov 2013

REFERENCES

  • He XF, Yan SC, Hu YX, Niyogi P, Zhang H-J. Face recognition using Laplacianfaces. IEEE Trans. Patt. Anal. Mach. Intell., 2005, 27, 328–340.
  • Sim T, Baker S, Bsat M. ‘The CMU pose, illumination, and expression (PIE) database of human faces’, Computer Science Technical Report 01-02, CMU, Pittsburgh, PA, USA, 2001.
  • Yale University. Face Image Database [online], 2002 [accessed 15 July 2010]. Available at: <http://cvc.yale.edu/projects/yalefaces/yalefaces.html>
  • Microsoft Research Asia. Face Image Database [online] [accessed 15 July 2010]. Available at: <http://research.microsoft.com/en-us/groups/vc/>
  • Delac K, Grgic M, Grgic S. Independent comparative study of PCA, ICA, and LDA on the FERET data set. Int. J. Imag. Syst. Technol., 2006, 15, 252–260.
  • Baek K, Draper BA, Beveridge JR, She K. PCA vs. ICA: a comparison on the FERET data set, Proc. Joint Conf. on Information sciences: JCIS 2002, Durham, NC, USA, March 2002, Association for Intelligent Machinery, pp. 824–827.
  • Martinez AM, Kak AC. PCA versus LDA. IEEE Trans. Patt. Anal. Mach. Intell., 2001, 23, 228–233.
  • CSU. The CSU Face Identification Evaluation System: Version 5.0 [online], 2003 [accessed 15 July 2010]. Available at: <http://www.cs.colostate.edu/evalfacerec/algorithms5.html>
  • Phillips PJ, Wechsler H, Huang J, Rauss P. The FERET database and evaluation procedure for face recognition algorithms. Image Vision Comput., 1998, 16, 295–306.
  • Phillips PJ, Moon H, Rizvi SA, Rauss PJ. The FERET evaluation methodology for face recognition algorithms. IEEE Trans. Patt. Anal. Mach. Intell., 2000, 22, 1090–1104.
  • NIST. FERET Database [online], 2001 [accessed 15 July 2010]. Available at: <http://www.itl.nist.gov/iad/humanid/feret/>.
  • Yambor W, Draper B, Beveridge R. Analyzing PCA-based face recognition algorithms: eigenvector selection and distance measures, in Empirical evaluation methods in computer vision (Ed. , Christensen H, Phillips J), 2002 (World Scientific Press, Singapore).
  • Bhatti ZE, Bajwa UI, Taj IA. Introducing set of internal parameters for laplacian faces to enhance performance under varying conditions, Proc. 13th IEEE Int. Multitopic Conf.: INMIC 2009, Islamabad, Pakistan, December 2009, IEEE, pp. 279–283.
  • He X, Niyogi P. In Advances in Neural Information Processing Systems, Vol. 16, pp. 153–160 (MIT Press, Cambridge, CA).
  • Beveridge JR, She K, Draper B, Givens GH. A nonparametric statistical comparison of principal component and linear discriminant subspaces for face recognition, Proc. IEEE Int. Conf. on Computer vision and pattern recognition: CVPR 2001, Kauai, HI, USA, December 2001, IEEE Computer Society, pp. 535–542.
  • Modified version of csuFaceIdEval uploaded for public access [online [accessed 15 July 2010]]. Available at: <http://code.google.com/p/facerec/source>
  • Beveridge R, Bolme D, Teixeira M, Draper B. The CSU Face Identification Evaluation System User's Guide [online], 2003. Available at: <http://www.cs.colostate.edu/evalfacerec/algorithms/version5/faceIdUsersGuide.pdf>
  • Results of experimentations [online] [accessed 15 July 2010]. Available at: <http://code.google.com/p/facerec/downloads/list>

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Order Reprints Request Corporate Permissions

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

Request Academic Permissions

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.

Related research

People also read lists articles that other readers of this article have read.

Recommended articles lists articles that we recommend and is powered by our AI driven recommendation engine.

Cited by lists all citing articles based on Crossref citations.
Articles with the Crossref icon will open in a new tab.