A SKIN DETECTION ALGORITHM BASED ON DISCRETE COSINE TRANSFORM AND GENERALIZED GAUSSIAN DENSITY

被引:4
|
作者
Ghouzali, S. [1 ,2 ]
Hemami, S. [1 ]
Rziza, M. [2 ]
Aboutajdine, D. [2 ]
Mouaddib, E. M. [3 ]
机构
[1] Cornell Univ, Sch Elect & Comp Engn, Ithaca, NY 14853 USA
[2] Mohammed V Univ, GSCM LRIT, Rabat, Morocco
[3] Picardie Jules Verne Univ, MIS, Amiens, France
关键词
Skin detection; Generalized Gaussian distribution; Discrete Cosine Transform; Image segmentation;
D O I
10.1109/ICIP.2008.4711827
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we propose a highly efficient algorithm to model the human skin color. The underlying algorithm involves generating a discrete Cosine transform (DCT) at each pixel location, using the surrounding points. These DCT coefficients are assumed to follow a generalized Gaussian distribution (GGD). Next, the model parameters are estimated using the maximum-likelihood (ML) criterion applied to a set of training skin samples. Finally, each pixel is classified as skin or the opposite if its likelihood ratio is above some threshold. The experimental results show that our model avoids excessive false detection while still retaining a high degree of correct detection.
引用
收藏
页码:605 / 608
页数:4
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