Miner Face Detection is Based on Improved AdaBoost Algorithm

被引:0
作者
Jiang, Chao [1 ]
Han, Gu-yong [1 ]
Tian, Lei [1 ]
Lu, Song [1 ]
Huang, Wei-xing [1 ]
机构
[1] Air Force Serv Coll, Xuzhou, Jiangsu, Peoples R China
来源
PROCEEDINGS OF 2012 2ND INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND NETWORK TECHNOLOGY (ICCSNT 2012) | 2012年
关键词
AdaBoost algorithm; Face detection; Machine vision; Monitoring image;
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
This article connects with Coal mine video monitoring image be impacted for special environment, which be vulnerable to mineral dust in coal mines, light, as well as miner's safety helmet for the realization of face detection in real-time and accuracy, I will study on face identification and analysis on the characters of behavior in the follow-up work for getting a good foundation, which will be in intelligent Coal mine video monitoring. This article simulates rectangle Haar-like character and Extended Haar-like character of the AdaBoost algorithm about face detection in real-time and accuracy, is based on OpenCV, also describes briefly the rectangular Haar-like characteristic model and about computational algorithm and faster algorithm of the characteristic value, analysis detailedly extended Haar-like character model and the characteristic value of computational algorithm-integral image. Experimental resulted show that extended Haar-like characteristic model can be implemented more quickly and more accurately in the miners' face detection, as well as real-time.
引用
收藏
页码:1616 / 1620
页数:5
相关论文
共 10 条
[1]  
Fan YiFeng, 2008, RES FACE DETECTION B
[2]  
Gaissert N, 2010, IEEE HAPT S C, P35
[3]  
Gang Hua, 2010, PRIMEASIA, P107
[4]  
Hua Gang, 2009, CISP, V2009
[5]   Illumination invariant face recognition [J].
Liu, DH ;
Lam, KM ;
Shen, LS .
PATTERN RECOGNITION, 2005, 38 (10) :1705-1716
[6]  
Tian Tian, 2009, COMPUTER APPL SOFTWA, V26, P79
[7]  
Yong Xing Wang, 2012, FACE DETECTION ALGOR
[8]  
ZHOU Lei, 2011, CHINESE J ELECTRON, pP1805
[9]  
Zhu Ai-chun, 2011, Journal of Coal Science and Engineering, V17, P469, DOI 10.1007/s12404-011-0423-7
[10]  
ZHU Aichun, 2011, 2011 IEEE INT C MECH, P430