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A New Color Space YCH with Strong Clustering Power for Face Detection |
ZHONG Zhi-Guang |
School of Information Science and Engineering,Ningbo University,Ningbo 315211 |
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Abstract Using information of skin color to detect face region is quick and effective. However, it is very difficult to choose a suitable color space. In this paper, A novel adaptive color space YCH is proposed. It fuses the merits of the commonly used color spaces into a new simple nonlinear transformation. All the transformation coefficients can adjust automatically according to the respective characteristics of each pixel in the face image, and then eliminate effectively various unfavorable influence factors to the classifying result of the skin color and non-skin color. Experimental results demonstrate the good discriminating power of the proposed color space to all kinds of face images.
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Received: 17 June 2010
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[1] Yang M H,Kriegman D I,Ahuja N.Detecting Faces in Images: A Survey.IEEE Trans on Pattern Analysis and Machine Intelligence,2002,24 (1): 34-58 [2] Tsao W K,Lee A J T,Liu Y H,et al.A Data Mining Approach to Face Detection.Pattern Recognition,2010,43(3): 1039-1049 [3] Manders C,Farbiz F,Herng C J.The Effect of Linearization of Range in Skin Detection // Proc of the 6th International Conference on Information,Communications Signal Processing.Singapore,Singapore,2007: 1-5 [4] Chaves-Gonzalez J M,Vega-Rodriguez M A,Gomez-Pulido J A,et al.Detecting Skin in Face Recognition Systems: A Colour Spaces Study.Digital Signal Processing,2010,20(3): 806-823 [5] Hsu R L,Abdel-Mottaleb M,Jain A K.Face Detection in Color Images.IEEE Trans on Pattern Analysis and Machine Intelligence,2002,24(5): 696-706 [6] Zhang Xuewu,Liang Lingyan,Duan Dunqin,et al.A Novel Method of Face Detection Based on Fusing YCbCr and HIS Color Space // Proc of the IEEE International Conference on Automation and Logistics.Shenyang,China,2009: 831-835 [7] Yang Jian,Liu Chengjun,Zhang Lei.Color Space Normalization: Enhancing the Discriminating Power of Color Spaces for Face Recognition.Pattern Recognition,2010,43(4): 1454-1466 [8] Hanbury A.Constructing Cylindrical Coordinate Colour Spaces.Pattern Recognition Letters,2008,29(4): 494-500 [9] Shafer S A.Using Color to Separate Reflection Components.Color Research Application,1985,10(4): 210-218 [10] Phung S L,Bouzerdoum A,Chai D.Skin Segmentation Using Color Pixel Classification: Analysis and Comparison.IEEE Trans on Pattern Analysis and Machine Intelligence,2005,27(1): 148-154 |
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