Efficient face candidates selector for face detection

被引:69
作者
Wu, JX [1 ]
Zhou, ZH [1 ]
机构
[1] Nanjing Univ, Natl Lab Novel Software Technol, Nanjing 210093, Peoples R China
基金
中国国家自然科学基金;
关键词
face candidates selector; face detection; focus of attention; eye-analogue segment;
D O I
10.1016/S0031-3203(02)00165-6
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 an efficient face candidates selector is proposed for face detection tasks in still gray level images. The proposed method acts as a selective attentional mechanism. Eye-analogue segments at a given scale are discovered by finding regions which are roughly as large as real eyes and are darker than their neighborhoods. Then a pair of eye-analogue segments are hypothesized to be eyes in a face and combined into a face candidate if their placement is consistent with the anthropological characteristic of human eyes. The proposed method is robust in that it can deal with illumination changes and moderate rotations. A subset of the FERET data set and the BioID face database are used to evaluate the proposed method. The proposed face candidates selector is successful in 98.75% and 98.6% cases, respectively. (C) 2002 Pattern Recognition Society. Published by Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:1175 / 1186
页数:12
相关论文
共 35 条
[1]  
ALATTAR AM, 1999, P IEEE INT C AC SPEE, V6, P3557
[2]  
AMIT Y, 1998, NATO ASI SERIES F, V163, P157
[3]  
[Anonymous], P 1 INT WORKSH AUT F
[4]  
[Anonymous], 2000, P 4 IEEE INT C AUT F
[5]   FACE RECOGNITION - FEATURES VERSUS TEMPLATES [J].
BRUNELLI, R ;
POGGIO, T .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1993, 15 (10) :1042-1052
[6]  
BURL M, 1998, P EUR C COMP VIS, P628
[7]   Recognition of planar object classes [J].
Burl, MC ;
Perona, P .
1996 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, PROCEEDINGS, 1996, :223-230
[8]   HUMAN AND MACHINE RECOGNITION OF FACES - A SURVEY [J].
CHELLAPPA, R ;
WILSON, CL ;
SIROHEY, S .
PROCEEDINGS OF THE IEEE, 1995, 83 (05) :705-740
[9]   AUTOMATIC EXTRACTION OF FACE-FEATURES [J].
CRAW, I ;
ELLIS, H ;
LISHMAN, JR .
PATTERN RECOGNITION LETTERS, 1987, 5 (02) :183-187
[10]  
CRAW I, 1992, P 2 EUR C COMP VIS, P92