Face detection in color images

被引:1113
作者
Hsu, RL
Abdel-Mottaleb, M
Jain, AK
机构
[1] Michigan State Univ, Dept Comp Sci & Engn, E Lansing, MI 48824 USA
[2] Univ Miami, Dept Elect & Comp Engn, Coral Gables, FL 33124 USA
关键词
face detection; face recognition; lighting compensation; color transformation; skin tone; facial feature map; Hough transform;
D O I
10.1109/34.1000242
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Human face detection plays an important role in applications such as video surveillance, human computer interface, face recognition, and face image database management. We propose a face detection algorithm for color images in the presence of varying lighting conditions as well as complex backgrounds. Based on a novel lighting compensation technique and a nonlinear color transformation, our method detects skin regions over the entire image and then generates face candidates based on the spatial arrangement of these skin patches. The algorithm constructs eye, mouth, and boundary maps for verifying each face candidate. Experimental results demonstrate successful face detection over a wide range of facial variations in color, position, scale, orientation, 3D pose, and expression in images from several photo collections (both indoors and outdoors).
引用
收藏
页码:696 / 706
页数:11
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