A Robust Face Detection Method Based on Skin Color and Edges

被引:37
|
作者
Ghimire, Deepak [1 ]
Lee, Joonwhoan [2 ]
机构
[1] Chonbuk Natl Univ, Dept Comp Engn, Jeonju 561756, South Korea
[2] Chonbuk Natl Univ, Dept Comp Engn, Jeonju 561756, South Korea
来源
基金
新加坡国家研究基金会;
关键词
Face Detection; Image Enhancement; Skin Tone Percentage Index; Canny Edge; Facial Features;
D O I
10.3745/JIPS.2013.9.1.141
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper we propose a method to detect human faces in color images. Many existing systems use a window-based classifier that scans the entire image for the presence of the human face and such systems suffers from scale variation, pose variation, illumination changes, etc. Here, we propose a lighting insensitive face detection method based upon the edge and skin tone information of the input color image. First, image enhancement is performed, especially if the image is acquired from an unconstrained illumination condition. Next, skin segmentation in YCbCr and RGB space is conducted. The result of skin segmentation is refined using the skin tone percentage index method. The edges of the input image are combined with the skin tone image to separate all non-face regions from candidate faces. Candidate verification using primitive shape features of the face is applied to decide which of the candidate regions corresponds to a face. The advantage of the proposed method is that it can detect faces that are of different sizes, in different poses, and that are making different expressions under unconstrained illumination conditions
引用
收藏
页码:141 / 156
页数:16
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