Access Control Using Automated Face Recognition Based on the PCA & LDA algorithms

被引:0
作者
Taleb, Imene [1 ]
Ouis, Mohamed El Amine [1 ]
Ould Mammar, Madani [1 ]
机构
[1] USTO MB, LSI, Oran, Algeria
来源
2014 4TH INTERNATIONAL SYMPOSIUM ISKO-MAGHREB: CONCEPTS AND TOOLS FOR KNOWLEDGE MANAGEMENT (ISKO-MAGHREB) | 2014年
关键词
Moving object; Face detection; face recognition; access control; Principal Component Analysis (PCA); Linear Discriminant Analysis (LDA); EIGENFACES;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
The human face is one of the easiest characteristic, which can be used in biometric security system to identify a user. Face recognition technology, is very popular and it is used more widely because it does not require any kind of physical contact between the users and the device. Camera scans the user face and match it to a database for verification. Furthermore, it is easy to install and does not require any expensive hardware. Facial recognition technology is used widely in a variety of security systems such as physical access control or computer user accounts. In this paper, we present an access control vehicle system to the park based on camera installed at the parking entry. First, we use the non-adaptive method to detect the moving object, and we propose an algorithm to detect and recognize the face of the driver who want to enter to the parking and verify if he is allowed. We use Viola-Jones method for face detection and we propose a new technique based on PCA, and LDA algorithm for face recognition.
引用
收藏
页数:5
相关论文
共 14 条
[1]  
[Anonymous], IEEE C COMP VIS PATT
[2]  
[Anonymous], 2001, P IEEE COMP SOC C CO
[3]  
Belhumeur P., 1996, P 4 EUR C COMP VIS C
[4]   Eigenfaces vs. Fisherfaces: Recognition using class specific linear projection [J].
Belhumeur, PN ;
Hespanha, JP ;
Kriegman, DJ .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1997, 19 (07) :711-720
[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]   ANALYSIS OF ACCUMULATIVE DIFFERENCE PICTURES FROM IMAGE SEQUENCES OF REAL WORLD SCENES [J].
JAIN, R ;
NAGEL, HH .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1979, 1 (02) :206-214
[7]  
Kohonen Teuvo., 1988, Self organization and associative memory, Vsecond
[8]  
Patil Shailaja A., 2013, INFORM ENG INT J IEI, V1, P31
[9]   LOW-DIMENSIONAL PROCEDURE FOR THE CHARACTERIZATION OF HUMAN FACES [J].
SIROVICH, L ;
KIRBY, M .
JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 1987, 4 (03) :519-524
[10]  
Tarres F., GTAV face database