Abstract
This paper presents a rapid detection method for face detection in stationary scenes. First of all, we obtain the binary image based on background picture subtraction and extract the moving target area with SHEN filter. Then, we select the YCbCr color model, based on skin-color clustering model, we can do color segmentation on the sub-image of moving target. Following that, we use elliptical template to detecting the face region and marking the face positioning. Lastly, we implement the algorithm with Matlab7.0, and do experiments in our face testing set. The experimental data manifest the good robustness of the suggested method for face detection in the stationary scenes, and its strong adaptability to attitude, expression and age. Also, the results show that this method is definitely practical in real time. In a word, the accuracy is above 84 percent.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Du, Y., Yang, N.: Research of Face Detection in Color Image Based on Skin Color. Energy Procedia 13, 9395–9401 (2011)
Liang, Y., Ma, L., Zhang, L., Miao, Q.: Face Localization Based on Edge Information of Skin Color And Eye. Energy Procedia 13, 3678–3683 (2011)
Chaves-González, J.M., Vega-Rodríguez, M.A., Gómez-Pulido, J.A., Sánchez-Pérez, J.M.: Detecting skin in face recognition systems: A colour spaces study. Digital Signal Processing 20(3), 806–823 (2010)
Shen, J., Castan, S.: An optimal linear operator for step edge detection. CVGIP: Graphical Model and Image Processing 54(2), 112–133 (1992)
Sun, H.-M.: Skin detection for single images using dynamic skin color modeling. Pattern Recognition 43(4), 1413–1420 (2010)
Khan, R., Hanbury, A., Stöttinger, J., Bais, A.: Color based skin classification. Pattern Recognition Letters 33(2), 157–163 (2012)
Yang, J., Ling, X., Zhu, Y., Zheng, Z.: A face detection and recognition system in color image series. Mathematics and Computers in Simulation 77(5-6), 531–539 (2008)
Lee, K.-M.: Component-based face detection and veri-fication. Pattern Recognition Letters 9(3), 200–214 (2008)
Huang, T.-H., Yu, Y.-M., Qin, X.-G.: A High-Performance Skin Segmentation Method. Procedia Engineering 15, 608–612 (2011)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2012 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Rao, Y., Zhang, R. (2012). A Method of Face Detection Based on Skin Color Model in Fixed Scene. In: Li, Z., Li, X., Liu, Y., Cai, Z. (eds) Computational Intelligence and Intelligent Systems. ISICA 2012. Communications in Computer and Information Science, vol 316. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-34289-9_18
Download citation
DOI: https://doi.org/10.1007/978-3-642-34289-9_18
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-34288-2
Online ISBN: 978-3-642-34289-9
eBook Packages: Computer ScienceComputer Science (R0)