Real-time face location on gray-scale static images

被引:98
作者
Maio, D
Maltoni, D
机构
[1] Univ Bologna, Corso Laurea Sci Informaz, I-47023 Cesena, Italy
[2] Univ Bologna, DEIS, CSITE, CNR,Fac Ingn, I-40136 Bologna, Italy
关键词
face location; directional image; generalized Hough transform; ellipse detection; elliptical fitting; deformable template;
D O I
10.1016/S0031-3203(99)00130-2
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This work presents a new approach to automatic face location on gray-scale static images with complex backgrounds. In a first stage our technique approximately detects the image positions where the probability of finding a face is high; during the second stage the location accuracy of the candidate faces is improved and their existence is verified. The experimentation shows that the algorithm performs very well both in terms of detection rate (just one missed detection on 70 images) and of efficiency (about 13 images/s can be processed on Hardware Intel Pentium II 266 MHz). (C) 2000 Pattern Recognition Society. Published by Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:1525 / 1539
页数:15
相关论文
共 48 条
[1]  
BALLARD DH, 1981, PATTERN RECOGN, V3, P110
[2]  
Bczeczky T., 1995, P 1 INT WORKSH AUT F, V8, P41
[3]   FACE RECOGNITION - FEATURES VERSUS TEMPLATES [J].
BRUNELLI, R ;
POGGIO, T .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1993, 15 (10) :1042-1052
[4]   DETECTION AND LOCALIZATION OF FACES ON DIGITAL IMAGES [J].
BUREL, G ;
CAREL, D .
PATTERN RECOGNITION LETTERS, 1994, 15 (10) :963-967
[5]  
BURL MC, 1995, P INT WORKSH AUT FAC, P154
[6]  
CHELLAPPA R, 1994, CSTR3339 U MAR COMP
[7]   TOWARDS A SYSTEM FOR AUTOMATIC FACIAL FEATURE DETECTION [J].
CHOW, G ;
LI, XB .
PATTERN RECOGNITION, 1993, 26 (12) :1739-1755
[8]  
COLMENAREZ AJ, 1997, NATO ASI C FAC
[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 ECCV