A Novel Method for Face Detection across Illumination Changes

被引:0
作者
Wang Ying-hui [1 ]
Ning Xiao-juan [1 ]
Yang Chun-xia [1 ]
Wang Qiong-fang [1 ]
机构
[1] Xian Univ Technol, Sch Engn & Comp Sci, Xian, Peoples R China
来源
PROCEEDINGS OF THE 2009 WRI GLOBAL CONGRESS ON INTELLIGENT SYSTEMS, VOL II | 2009年
关键词
Face Detection; Illumination Variation; Template Matching; IMAGES;
D O I
10.1109/GCIS.2009.49
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, a novel method is proposed for human face detection. It contains three parts: illumination compensation, skin color model and template matching. First, we remove the color offset, high light and shadows that exist in human face images, and Gaussian model in YCrCb skin color space is chosen. Then, the facial skin region is marked and segmented using an improved segmentation algorithm. The features such as holes, deflection angle, center of mass, area and aspect ratio are used to make further verification Finally a template matching approach is introduced to face candidate region and then the human faces are fixed by rectangles. The proposed method has been evaluated from variation of illumination, pose and expression. Experimental results demonstrate that the detection rate improved to 84% and also indicate that our face defection approach under different illumination conditions is effective and robust
引用
收藏
页码:374 / 378
页数:5
相关论文
共 12 条
  • [1] Brand JD, 2001, IEEE IMAGE PROC, P1034
  • [2] Detecting human faces in color images
    Cai, J
    Goshtasby, A
    [J]. IMAGE AND VISION COMPUTING, 1999, 18 (01) : 63 - 75
  • [3] HE JD, 2003, DIGITAL IMAGE PROCES, P7
  • [4] A statistic approach to the detection of human faces in color nature scene
    Hsieh, IS
    Fan, KC
    Lin, CH
    [J]. PATTERN RECOGNITION, 2002, 35 (07) : 1583 - 1596
  • [5] Comparing images under variable illumination
    Jacobs, DW
    Belhumeur, PN
    Basri, R
    [J]. 1998 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, PROCEEDINGS, 1998, : 610 - 617
  • [6] Data clustering: A review
    Jain, AK
    Murty, MN
    Flynn, PJ
    [J]. ACM COMPUTING SURVEYS, 1999, 31 (03) : 264 - 323
  • [7] PARK JH, DETECTION HUMAN FACE, P133
  • [8] SOBOTTKA K, P 13 ICPR 1996, P421
  • [9] SOBOTTKA K, 1996, FACE LOCALIZATION FA, P483
  • [10] SRISUK S, NEW ROBUST FACE DETE, P291