Detecting human faces in color images

被引:110
作者
Cai, J [1 ]
Goshtasby, A [1 ]
机构
[1] Wright State Univ, Dept Comp Sci & Engn, Russ Engn Ctr 303, Dayton, OH 45435 USA
基金
美国国家科学基金会;
关键词
chroma chart; skin-color region; color image; gray scale image;
D O I
10.1016/S0262-8856(99)00006-2
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A method for detecting human faces in color images is described that first separates skin regions from nonskin regions and then locates faces within skin regions. A chroma chart is prepared via a training process that contains the likelihoods of different colors representing the skin. Using the chroma chart, a color image is transformed into a gray scale image in such a way that the gray value at a pixel shows the likelihood of the pixel representing the skin. An obtained gray scale image is then segmented to skin and nonskin regions, and model faces representing front- and side-view faces are used in a template-matching process to detect faces within skin regions. The false-positive and false-negative errors of the proposed face-detection method on color images of size 300 x 220 and containing four or fewer faces are 0.04 or less. (C) 1999 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:63 / 75
页数:13
相关论文
共 21 条
[1]  
CHEN Q, 1995, P 5 INT C COMP VIS, P591
[2]   Face detection with information-based maximum discrimination [J].
Colmenarez, AJ ;
Huang, TS .
1997 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, PROCEEDINGS, 1997, :782-787
[3]   Locating faces using statistical feature detectors [J].
Cootes, TF ;
Taylor, CJ .
PROCEEDINGS OF THE SECOND INTERNATIONAL CONFERENCE ON AUTOMATIC FACE AND GESTURE RECOGNITION, 1996, :204-209
[4]   Multi-modal tracking of faces for video communications [J].
Crowley, JL ;
Berard, F .
1997 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, PROCEEDINGS, 1997, :640-645
[5]   Face-texture model based on SGLD and its application in face detection in a color scene [J].
Dai, Y ;
Nakano, Y .
PATTERN RECOGNITION, 1996, 29 (06) :1007-1017
[6]  
DAI Y, 1994, P 12 INT C PATT REC, V1, P137
[7]   DETECTION OF REGIONS MATCHING SPECIFIED CHROMATIC FEATURES [J].
GONG, YH ;
SAKAUCHI, M .
COMPUTER VISION AND IMAGE UNDERSTANDING, 1995, 61 (02) :263-269
[8]   Locating human faces in photographs [J].
Govindaraju, V .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1996, 19 (02) :129-146
[9]   TEXTURAL FEATURES FOR IMAGE CLASSIFICATION [J].
HARALICK, RM ;
SHANMUGAM, K ;
DINSTEIN, I .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1973, SMC3 (06) :610-621
[10]  
JAIN R, 1995, MACHINE VISION, P327