Face Detection in Color Images using Color Features of Skin
Commenced in January 2007
Frequency: Monthly
Edition: International
Paper Count: 32807
Face Detection in Color Images using Color Features of Skin

Authors: Fattah Alizadeh, Saeed Nalousi, Chiman Savari

Abstract:

Because of increasing demands for security in today-s society and also due to paying much more attention to machine vision, biometric researches, pattern recognition and data retrieval in color images, face detection has got more application. In this article we present a scientific approach for modeling human skin color, and also offer an algorithm that tries to detect faces within color images by combination of skin features and determined threshold in the model. Proposed model is based on statistical data in different color spaces. Offered algorithm, using some specified color threshold, first, divides image pixels into two groups: skin pixel group and non-skin pixel group and then based on some geometric features of face decides which area belongs to face. Two main results that we received from this research are as follow: first, proposed model can be applied easily on different databases and color spaces to establish proper threshold. Second, our algorithm can adapt itself with runtime condition and its results demonstrate desirable progress in comparison with similar cases.

Keywords: face detection, skin color modeling, color, colorfulimages, face recognition.

Digital Object Identifier (DOI): doi.org/10.5281/zenodo.1063276

Procedia APA BibTeX Chicago EndNote Harvard JSON MLA RIS XML ISO 690 PDF Downloads 2258

References:


[1] Ming-Hsuan Yang, "Detecting Faces in Images: A Survey", IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 24, No. 1, January 2002
[2] Yanwei Pang, Lei Zhang, Mingjing Li, Zhengkai Liu, and Weiying Ma, "A Novel Gabor-LDA Based Face Recognition Method", Microsoft Research Asia , 2003
[3] W. ZHAO, R. CHELLAPPA, P. J. PHILLIPS, A. ROSENFELD , "Face Recognition: A Literature Survey" , ACM Computing Surveys, Vol. 35, No. 4, pp. 399-458 , December 2003
[4] Sanjay Kr. Singh, D. S. Chauhan, Mayank Vatsa, Richa Singh, "A Robust Skin Color Based Face Detection Algorithm", Tamkang Journal of Science and Engineering, Vol. 6, No. 4, pp. 227-234, 2003
[5] J. Yang, W. Lu, A. Waibel, "Skin-color modeling and adaptation", ACCV98, 1998.
[6] Vladimir Vezhnevets _ Vassili Sazonov Alla Andreeva, "A Survey on Pixel-Based Skin Color Detection Techniques", Graphics and Media Laboratory, Faculty of Computational Mathematics and Cybernetics, Moscow State University,Moscow, Russia. 2003
[7] P. Kakumanu, S. Makrogiannis, N. Bourbakis , "A survey of skin-color modeling and detection methods", Pattern Recognition 40,pp 1106 - 1122 , 2007
[8] D. Brown, I. Craw, J. Lewthwaite, "A SOM based approach to skin detection with application in real time systems", BMVC01, 2001
[9] Son Lam Phung, Abdesselam Bouzerdoum, and Douglas Chai, "Skin Segmentation using Color and Edge Information" , IEEE , ISSPA 2003
[10] K.W.Wong, K.M. Lam,W.C. Siu, "A robust scheme for live detection of human faces in color images", Signal Process. Image Commun. Pp 103- 114, 2003
[11] K. Sobottka, I. Pitas, "Extraction of facial regions and features using color and shape information", ICPR96, 1996.
[12] Saman Cooray and Noel O-Connor, "A Hybrid Technique for Face Detection in Color Images", Centre for Digital Video Processing, Dublin City University, Ireland, IEEE 2005
[13] Peter Peer, Franc Solina, "An Automatic Human Face Detection Method",Computer Vision Laboratory, Faculty of Computer and Information Science , 1998
[14] Nishant Shobhit, Naman Tyagi , "Face Detection in Color Images", International Institute of Information Technology ,Gachibowli, Hyderabad, India , September 2006
[15] Wolf Kienzle, G┬¿okhan Bak─▒r, Matthias Franz and Bernhard Sch┬¿olkopf, "Face DetectionÔÇöEfficient and Rank Deficient", Max-Planck-Institute for Biological Cybernetics, Germany , 2003