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

Submit your paper
Know more
Reseach Article

An Effective Approach of Negative Selection Algorithm with Canny Algorithm for Detection of Edges

by Manpreet Kaur, Spardha
International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 107 - Number 15
Year of Publication: 2014
Authors: Manpreet Kaur, Spardha
10.5120/18827-0267

Manpreet Kaur, Spardha . An Effective Approach of Negative Selection Algorithm with Canny Algorithm for Detection of Edges. International Journal of Computer Applications. 107, 15 ( December 2014), 14-19. DOI=10.5120/18827-0267

@article{ 10.5120/18827-0267,
author = { Manpreet Kaur, Spardha },
title = { An Effective Approach of Negative Selection Algorithm with Canny Algorithm for Detection of Edges },
journal = { International Journal of Computer Applications },
issue_date = { December 2014 },
volume = { 107 },
number = { 15 },
month = { December },
year = { 2014 },
issn = { 0975-8887 },
pages = { 14-19 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume107/number15/18827-0267/ },
doi = { 10.5120/18827-0267 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T22:41:08.074054+05:30
%A Manpreet Kaur
%A Spardha
%T An Effective Approach of Negative Selection Algorithm with Canny Algorithm for Detection of Edges
%J International Journal of Computer Applications
%@ 0975-8887
%V 107
%N 15
%P 14-19
%D 2014
%I Foundation of Computer Science (FCS), NY, USA
Abstract

Edge detection plays inevitable role in vision processing. The main issues are to discover edges in an image, so the initial step is to procedure of view reproduction. It has been shown in many papers that the most of the existing techniques has neglected the use of colours while detecting the edges but in many applications a region can be categorized based upon the colour. This paper has shown the result of different colour based edge detectors i. e. hue, PCA and integrated Hue and PCA based methods. I have used NSA technique with canny edge detection which gives far better results than the existing technique.

References
  1. Orlando J. Tobias and RuiSeara, "Image Segmentation by Histogram Thresholding Using Fuzzy Sets", IEEE Transactions on Image Processing, Vol. 11, No. 12, 2002, PP. 1475-1465.
  2. M. Abdulghafour, "Image Segmentation using Fuzzy Logic and genetic algorithms:,Journal of WSCG, vol. 11, No. 1, 2003.
  3. N. Senthikumaran and R. Rajesh, "Edge Detection Techniques for Image Segmentation – A Survey", Proceedings of the International Conference on Managing Next Generation Software Applications (MMGSA-08), 2008, pp. 749-760.
  4. Forrest, S. ; Perelson, A. S. ; Allen, L. ; Cherukuri, R. (1994). "Proceedings of the Symposium on Research in Security and Privacy," Los Alamitos, CA. Page(s): 202–212, IEEE (1994).
  5. Canny, J. , "A Computational Approach to Edge Detection," IEEE Trans. Pattern Analysis and Machine Intelligence, 8(6):679-698, 1986.
  6. R. Deriche, "Using Canny's criteria to derive a recursively implemented optimal edge detector, Int. J. Computer Vision," Vol. 1, Page(s): 167–187, April 1987.
  7. I. E. Abdou and W. Pratt, "Quantitative design and evaluation of enhancement/thresholding edge detectors," in Proceedings of the IEEE, vol. 67, no. 5, 1979, Page(s): 753–766.
  8. Lehmann, E. L. ; Casella, George (1998). "Theory of Point Estimation," (2nd ed. ). New York: Springer. ISBN 0-387-98502-6. MR 1639875.
  9. Huynh-Thu, Q. ; Ghanbari, M. (2008). "Scope of validity of PSNR in image/video quality assessment," Electronics Letters 44 (13): 800. doi:10. 1049/el:20080522.
  10. Hyndman, Rob J. Koehler, Anne B. (2006). "Another look at measures of forecast accuracy," International Journal of Forecasting 22 (4), Page(s): 679–688. doi:10. 1016/j. ijforecast. 2006. 03. 001
  11. H. Talbi, M. Batouche and A. Draa, "A Quantum - Inspired Evolutionary Algorithm for Multiobjective Image Segmentation," International Journal of Mathematical, Physical and Engineering Sciences, Vol. 1 No. 2, Page(s): 109-114, 2007.
  12. Edge Detection," IEEE Transactions on Consumer Electronics, vol. 45, 1999.
  13. Q. Song "An edge detection algorithm based on multi-resolution image," Computer and Automation Engineering (ICCAE), vol. 4, Page(s): 292 – 296, 2010.
Index Terms

Computer Science
Information Sciences

Keywords

Edge detection PCA Hue Morphological operations NSA Canny edge detection.