Fast face detection using QuadTree based color analysis and support vector verification

被引:0
作者
Wong, SF [1 ]
Wong, KYK [1 ]
机构
[1] Univ Hong Kong, Dept Comp Sci & Informat Syst, Hong Kong, Hong Kong, Peoples R China
来源
IMAGE ANALYSIS AND RECOGNITION, PT 2, PROCEEDINGS | 2004年 / 3212卷
关键词
object detection; pattern recognition; color analysis;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Face detection has potential applications in a wide range of commercial products such as automatic face recognition system. Commonly used face detection algorithms can extract faces from images accurately and reliably, but they often take a long time to finish the detection process. Recently, there is an increasing demand of real time face detection algorithm in applications like video surveillance system. This paper aims at proposing a multi-scale face detection scheme using Quadtree so that the time complexity of the face detection process can be reduced. By performing analysis from coarse to fine scales, the proposed scheme uses skin color as a heuristic feature, and support vector machine as a verification tool to detect face. Experimental results show that the proposed scheme can detect faces from images reliably and quickly.
引用
收藏
页码:676 / 683
页数:8
相关论文
共 13 条
[1]  
Ai HZ, 2001, IEEE IMAGE PROC, P1006, DOI 10.1109/ICIP.2001.959218
[2]  
[Anonymous], 1993, Ten Lectures of Wavelets
[3]  
Fransens R, 2003, NINTH IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION, VOLS I AND II, PROCEEDINGS, P1289
[4]   Face detection:: A survey [J].
Hjelmås, E ;
Low, BK .
COMPUTER VISION AND IMAGE UNDERSTANDING, 2001, 83 (03) :236-274
[5]  
Hsu RL, 2001, IEEE IMAGE PROC, P1046, DOI 10.1109/ICIP.2001.959228
[6]  
Phung SL, 2002, IEEE IMAGE PROC, P289
[7]   Neural network-based face detection [J].
Rowley, HA ;
Baluja, S ;
Kanade, T .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1998, 20 (01) :23-38
[8]  
SAHBI H, 2002, ECCVS 2002 WORKSH BI, P112
[9]  
Scholkopf B., 1998, Advances in Kernel Methods-Support Vector Learning
[10]   COLOR INDEXING [J].
SWAIN, MJ ;
BALLARD, DH .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1991, 7 (01) :11-32