Face recognition using neural networks

被引：0

作者：

Jamil, N ^{[1
]}

Iqbal, S ^{[1
]}

Iqbal, N ^{[1
]}

机构：

[1] Fatima Jinnah Women Univ, Rawalpindi, Pakistan

来源：

IEEE INMIC 2001: IEEE INTERNATIONAL MULTI TOPIC CONFERENCE 2001, PROCEEDINGS: TECHNOLOGY FOR THE 21ST CENTURY | 2001年

关键词：

D O I：

暂无

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

In this paper we depict an experiment to the face recognition problem by combining Eigenfaces and neural network. Eigenfaces are applied to extract the relevant information in a face image, which are important for identification. Using this we can represent face pictures with several coefficients (about twenty) instead of having to use the whole picture. Neural networks are used to recognize the face through learning correct classification of the coefficients calculated by the Eigenfaces algorithm. The network is being trained on the pictures from the face database first, and then it is ready to identify face pictures given to it. Eight subjects (persons) were used in a database of 80 face images. A recognition accuracy of 95.6% was achieved with vertically oriented frontal views of human face.

引用

页码：277 / 281

页数：5

共 50 条

[21] Face recognition using supervised feedforward fuzzy neural networks [J].

Saradha, A. ;

Annadurai, S. .

CHINESE JOURNAL OF ELECTRONICS, 2006, 15 (4A) :813-817

[22] Face Recognition System Design and Implementation using Neural Networks [J].

Alsyayadeh, Jamil Abedalrahim Jamil ;

Irianto ;

Aziz, Azwan ;

Xin, Chang Kai ;

Hossain, A. K. M. Zakir ;

Herawan, Safarudin Gazali .

International Journal of Advanced Computer Science and Applications, 2022, 13 (06) :519-526

[23] Color Face Recognition by Using Quaternion and Deep Neural Networks [J].

El Alami, Abdelmajid ;

Lakhili, Zouhir ;

Mesbah, Abderrahim ;

Berrahou, Aissam ;

Qjidaa, Hassan .

2019 INTERNATIONAL CONFERENCE ON WIRELESS TECHNOLOGIES, EMBEDDED AND INTELLIGENT SYSTEMS (WITS), 2019,

[24] Face Detection with Expression Recognition using Artificial Neural Networks [J].

Owayjan, Michel ;

Achkar, Roger ;

Iskandar, Moussa .

2016 3RD MIDDLE EAST CONFERENCE ON BIOMEDICAL ENGINEERING (MECBME), 2016, :115-119

[25] Face recognition system using artificial neural networks approach [J].

Nazeer, Shahrin Azuan ;

Omar, Nazaruddin ;

Khalid, Marzuki .

2007 INTERNATIONAL CONFERENCE OF SIGNAL PROCESSING, COMMUNICATIONS AND NETWORKING, VOLS 1 AND 2, 2006, :420-+

[26] Illumination Invariant Face Recognition Using Convolutional Neural Networks [J].

Ramaiah, N. Pattabhi ;

Ijjina, Earnest Paul ;

Mohan, C. Krishna .

2015 IEEE INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, INFORMATICS, COMMUNICATION AND ENERGY SYSTEMS (SPICES), 2015,

[27] Artificial Neural Networks for Face Recognition using PCA and BPNN [J].

Kumar, Rajath M. P. ;

Sravan, Keerthi R. ;

Aishwarya, K. M. .

TENCON 2015 - 2015 IEEE REGION 10 CONFERENCE, 2015,

[28] Face recognition using adaptive neural networks decision tree [J].

Gu, Qingshou ;

Song, Rongfang ;

Zhu, Weiping .

Nanjing Youdian Xueyuan Xuebao/Journal of Nanjing Institute of Posts and Telecommunications, 18 (02) :21-24

[29] Face Recognition using Bayesian Neural Networks for Machine Vision [J].

Huang, Xiaoli ;

Zeng, Huanglin ;

Wang, Xianqiu .

ICMS2010: PROCEEDINGS OF THE THIRD INTERNATIONAL CONFERENCE ON MODELLING AND SIMULATION, VOL 1: ENGINEERING COMPUTATION AND FINITE ELEMENT ANALYSIS, 2010, :359-362

[30] Rotation Invariant Face Recognition using Optical Neural Networks [J].

Geetha, K. Parimala ;

Sundaravadivelu, S. ;

Singh, N. Albert .

2008 IEEE REGION 10 CONFERENCE: TENCON 2008, VOLS 1-4, 2008, :961-+

← 1 2 3 4 5 →