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An Innovative Face Detection based on Skin Color Segmentation

by Kamarul Hawari Bin Ghazali, Jie Ma, Rui Xiao
International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 34 - Number 2
Year of Publication: 2011
Authors: Kamarul Hawari Bin Ghazali, Jie Ma, Rui Xiao
10.5120/4069-5244

Kamarul Hawari Bin Ghazali, Jie Ma, Rui Xiao . An Innovative Face Detection based on Skin Color Segmentation. International Journal of Computer Applications. 34, 2 ( November 2011), 6-10. DOI=10.5120/4069-5244

@article{ 10.5120/4069-5244,
author = { Kamarul Hawari Bin Ghazali, Jie Ma, Rui Xiao },
title = { An Innovative Face Detection based on Skin Color Segmentation },
journal = { International Journal of Computer Applications },
issue_date = { November 2011 },
volume = { 34 },
number = { 2 },
month = { November },
year = { 2011 },
issn = { 0975-8887 },
pages = { 6-10 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume34/number2/4069-5244/ },
doi = { 10.5120/4069-5244 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T20:19:58.844499+05:30
%A Kamarul Hawari Bin Ghazali
%A Jie Ma
%A Rui Xiao
%T An Innovative Face Detection based on Skin Color Segmentation
%J International Journal of Computer Applications
%@ 0975-8887
%V 34
%N 2
%P 6-10
%D 2011
%I Foundation of Computer Science (FCS), NY, USA
Abstract

It is very challenging to recognize a face from an image due to the wide variety of face and the uncertain of face position. The research on detecting human faces in color image and in video sequence has been attracted with more and more people. In this paper, we propose a novel face detection framework that achieves better detection rates. The new face detection algorithms based on skin color model in YCgCr chrominance space and HSV color space. Firstly, we build a skin Gaussian model in Cg-Cr color space, and then some constraints are used to get candidates of face. Secondly, a calculation of correlation coefficient is performed between the given template and the candidates. Experimental results demonstrate that our system has achieved high detection rates and low false positives over a wide range of facial variations in color, position and varying lighting conditions..

References
  1. Vladimir Vezhnevets, Vassili Sazonov, and Alla Andreeva, ”A Survey on Pixel-Based Skin Color Detection Technique,” In Proceedings of the GraphiCon 2003(2003), pp.85-92.
  2. R-L Hsu, M. Abdel-Mottaleb, A.K. Jain, “Face detection in color images,” IEEE Transactions on Pattern Analysis and Machine Intelligence, May 2002. Vol. 24, 696-706.
  3. C. W. Lin, Y. J Chang, and Y. C. Chen, “Low complexity face-assisted video coding,” IEEE International Conference on Image Processing, Sept. 2000, Vol. 2, 207-210.
  4. S. Srisuk, W. Kurutach, “A new robust face detection in color images,” in Proceedings of the 5th IEEE Int. Conference on Automatic Face and Gesture Recognition (FGR’02), May 2002, 306-311.
  5. YCbCr. Retrieved September 17 2010 from http://en.wikipedia.org/wiki/YCbCr.
  6. Zhang zhengzhen, Shi Yuexiang, “Face detecting based on skin color clustering in a color space YCgCr,” Computer Engineering and Applications, PP 163-165, 2009,
  7. Jose M. Chaves-González ∗, Miguel A. Vega-Rodríguez, Juan A. Gómez-Pulido, Juan M. Sánchez-Pérez, “Detecting skin in face recognition systems: A colour spaces study,” in Digital Signal Processing 20(2010),PP 806-823.
  8. W.Skarbek and A. Koschan, “Colour image segmentation –a survey- Technical University of Berlin,” Technical Report 94-32,1994.
  9. Chiang J.Gray World Assumption
  10. EB/OL http://scienstanford.edu/class/psych221/projects/99/jchiang/intro2.html., 1999-03-27
  11. Jie Yang and Alex Waibel, "A Real-Time Face Tracker", CMU CS Technical Report.
  12. Henry Chang and Ulises Robles, Face Detection. Retrieved September 17 2010 from http://www-cs-students.stanford.edu/~robles/ee368/matching.html.
Index Terms

Computer Science
Information Sciences

Keywords

Skin detection YCgCr color space HSV color space Gaussian Model Skin color model Template matching Morphological operation Skin color segmentation