The week's pick
Reseach Article
Face Localization based on Skin Color
| International Journal of Computer Applications |
| Foundation of Computer Science (FCS), NY, USA |
| Volume 109 - Number 12 |
| Year of Publication: 2015 |
| Authors: M.mahadevi, C.p.sumathi |
10.5120/19242-0974
|
M.mahadevi, C.p.sumathi . Face Localization based on Skin Color. International Journal of Computer Applications. 109, 12 ( January 2015), 25-28. DOI=10.5120/19242-0974
Abstract
Face detection plays an important role in many applications of face biometrics. With so much of digitalization, many color images and different color models have evolved in recent years. To detect a face in such image, localizing the face from other background objects have also been a challenging task. Segmenting an image based on skin color as feature had been the motive of this paper. The paper implements region based skin color detection using L*a* b color model and a hybrid color model. Face is localized by a bounding box. Both the color models have been implemented to localize face for a set of database images, for some of real time images and have an accuracy of 92% and 93% respectively.
References
- P. Kakumanu, S. Makrogiannis, N. Bourbakis, A survey of skin-color modeling and detection methods, Pattern Recognition 40 (2007) 1106 – 1122.
- Oliver Jesorsky, Klaus J. Kirchberg, and Robert W. Frischholz, Robust Face Detection Using the Hausdorff Distance In Proc. Third International Conference on Audio- and Video-based Biometric Person Authentication, Springer, Lecture Notes in Computer Science, LNCS-2091, pp. 90–95, Halmstad, Sweden, 6–8 June 2001.
- Vandana S. Bhat,Dr. J. D. Pujari, Bhavana, A Hybrid Skin Color Model for Face Detection, International Journal of Engineering Research and General Science Volume 2, Issue 2, Feb-Mar 2014 ISSN 2091-2730.
- Dazhi Zhang, Boying Wu, Jiebao Sun, Qinglei Liao, A Face Detection Method Based on Skin Color Model, Proceedings of the 11th Joint Conference on Information Sciences (2008) Published by Atlantis Press.
- Ali Atharifard, and Sedigheh Ghofrani, Robust Component-based Face Detection Using Color Feature, Proceedings of the World Congress on Engineering 2011 Vol II WCE 2011, July 6 - 8, 2011, London, U. K.
- Sayantan Thakur, Sayantanu Paul, Ankur Mondal, Swagatam Das, Ajith Abraham, Face Detection Using Skin Tone Segmentation, 2011 World Congress on Information and Communication Technologies.
- C. Victoria Priscilla,B. Poorna,A Combined approach for Face Detection, International Journal of Computer Applications,volume62,number2,January 2013.
- Hani K. Al-Mohair,Junita Mohamed-Saleh,Shahrel Azmin Suandi,"Human skin color detection:A Review on Neural Network perspective",International Journal of Innovative Computing, Information and Control, Volume 8, Number 12, December 2012.
- Rudra PK Poudel, Jian J Zhang, David Liu, Hammadi Nait-Charif, "Skin color detection using region based approach", International Journal of Image Processing(IJIP), Volume(7):Issue(4):2013.
- R. C. Gonzalez and R. E. Woods, "Digital Image Processing". PrenticeHall, 3rd ed. , 2007.
- http://vis-www. cs. umass. edu/~vidit/IndianFaceDatabase/
- en. wikipedia. org/wiki/Precision_and_recall
- http://en. wikipedia. org/wiki/Accuracy
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