CFP last date
20 May 2024
Call for Paper
June Edition
IJCA solicits high quality original research papers for the upcoming June edition of the journal. The last date of research paper submission is 20 May 2024

Submit your paper
Know more
The week's pick
Responsive image
Enhancing Privacy Preservation: Multi-Attribute Protection with P-Sensitive K-Anonymity

Twinkle Patel Kiran Amin
Random Articles
Reseach Article

Performance Evaluation of Face Recognition Technique using Hartley and DCT with Fractional Feature Vector

by H. B. Kekre, T. K. Sarode, Prachi J. Natu, Shachi J. Natu
journal cover thumbnail

International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 41 - Number 8
Year of Publication: 2012
Authors: H. B. Kekre, T. K. Sarode, Prachi J. Natu, Shachi J. Natu
10.5120/5564-7645

H. B. Kekre, T. K. Sarode, Prachi J. Natu, Shachi J. Natu . Performance Evaluation of Face Recognition Technique using Hartley and DCT with Fractional Feature Vector. International Journal of Computer Applications. 41, 8 ( March 2012), 38-41. DOI=10.5120/5564-7645

@article{ 10.5120/5564-7645,
author = { H. B. Kekre, T. K. Sarode, Prachi J. Natu, Shachi J. Natu },
title = { Performance Evaluation of Face Recognition Technique using Hartley and DCT with Fractional Feature Vector },
journal = { International Journal of Computer Applications },
issue_date = { March 2012 },
volume = { 41 },
number = { 8 },
month = { March },
year = { 2012 },
issn = { 0975-8887 },
pages = { 38-41 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume41/number8/5564-7645/ },
doi = { 10.5120/5564-7645 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T20:29:06.519411+05:30
%A H. B. Kekre
%A T. K. Sarode
%A Prachi J. Natu
%A Shachi J. Natu
%T Performance Evaluation of Face Recognition Technique using Hartley and DCT with Fractional Feature Vector
%J International Journal of Computer Applications
%@ 0975-8887
%V 41
%N 8
%P 38-41
%D 2012
%I Foundation of Computer Science (FCS), NY, USA
Abstract

This paper contributes to the performance evaluation of face recognition system that uses Hartley transform. Feature extraction is an important step in face recognition system. In transform based face recognition system, full and partial feature vectors are considered. Hartley transform is applied on resized image of size 128x128. Partial feature vector is selected by cropping the equal sized squares from four corners of transformed image. These cropped feature vectors are concatenated to form the resultant feature vector. Accuracy is calculated by varying the size of cropped feature vector at the corner of transformed image. Accuracy obtained by Hartley transform is compared with accuracy obtained by 2D-DCT. Both transforms give same accuracy and even computational complexity of both is same.

References
  1. A. S. Tolba, A. H. El-Baz, and A. A. El-Harby, "Face recognition: A Literature Review" International Journal of Information and Communication Engineering 2:2 2006, pp-88-103.
  2. M. J. Swain and D. H. Ballard, "Indexing via color histogram", In Proceedings of third international conference on Computer Vision (ICCV), pages 390- 393, Osaka, Japan, 1990.
  3. Fazel-e-Basit, Muhammad Younus Javed and Usman Qayyum, " Face Recognition Using Processed Histogram and Phase-only Correlation (POC)", International conference on Emerging Technologies (ICET), pages 238-242 , Nov 2007.
  4. P. N. Belhumeur, J. P. Hespanha, and D. J. Kriegman. "Eigenfaces vs. fisherfaces: Recognition using class specific linear projection. " IEEE Transactions on Pattern Analysis and Machine Intelligence, 19(7):711–720, July 1997.
  5. A. K Jain, P. Flynn, A. Ross, "Handbook of Biometrics", Springer, ISBN-13: 978-0-387-71040-2, 2008.
  6. G. L. Gimel'farb and A. K. Jain, "on retrieving textured images from an image database", Pattern Recognition, 29(9):1461-1483, 1996.
  7. "FaceRecognition",http://www. biometrics. gov/Documents/FaceRec. pdf
  8. H. B. Kekre, Tanuja Sarode, Shachi Natu, Prachi Natu, "Performance Comparison Of 2-D DCT On Full/Block Spectrogram And 1-D DCT On Row Mean Of Spectrogram For Speaker Identification", (Selected) CSC International Journal of Biometrics and Bioinformatics (IJBB), Volume (4): Issue (3).
  9. C. Dorai and A. K. Jain, Cosmos, "a representation scheme for free form surfaces", IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), 19(10):1115-1130, October 1997.
  10. B. Huet and E. R. Hancock, "Line pattern retrieval using relational histograms", IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), 21(12):1363-1370, December 1999.
  11. H. B. Kekre, Dr. T. K. Sarode, Prachi Natu, Shachi Natu "Performance Comparison of Face Recognition using DCT and Walsh Transform with Full and Partial Feature Vector against KFCG VQ Algorithm" 2nd International Conference and workshop on Emerging Trends in Technology (ICWET) 2011. Proceedings published by International Journal of Computer Applications (IJCA), pp 22-30.
Index Terms

Computer Science
Information Sciences

Keywords

Hartley Transform Feature Vector

Powered by PhDFocusTM