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
收藏
页码：277 / 281
页数：5
相关论文
共 50 条
  • [11] Automatic face recognition system using neural networks
    El-Bakry, HM
    Abo-Elsoud, MA
    Kamel, MS
    ISCAS 2000: IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS - PROCEEDINGS, VOL III: EMERGING TECHNOLOGIES FOR THE 21ST CENTURY, 2000, : 543 - 546
  • [12] Face Recognition system in Android Using Neural Networks
    Stoimenov, Stoimen
    Tsenov, Georgi T.
    Mladenov, Valeri M.
    2016 13TH SYMPOSIUM ON NEURAL NETWORKS AND APPLICATIONS (NEUREL), 2016, : 125 - 128
  • [13] A face recognition method using artificial neural networks
    Omidvar, Mohammadnabi
    Dezfouli, Mashaallah Abbasi
    Rahmani, Amirmasoud
    SECOND INTERNATIONAL CONFERENCE ON DIGITAL IMAGE PROCESSING, 2010, 7546
  • [14] Face recognition using neural networks and pattern averaging
    Khashman, Adnan
    ADVANCES IN NEURAL NETWORKS - ISNN 2006, PT 2, PROCEEDINGS, 2006, 3972 : 98 - 103
  • [15] Face recognition using transform features and neural networks
    Ranganath, S
    Arun, K
    PATTERN RECOGNITION, 1997, 30 (10) : 1615 - 1622
  • [16] Face recognition by using generalized RBF neural networks
    Yin, Jianqin
    Li, Jinping
    Li, Yuelong
    DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES B-APPLICATIONS & ALGORITHMS, 2006, 13E : 3055 - 3059
  • [17] New Approaches for Face Recognition Using Neural Networks
    Tallab, Omid Morad
    Tallab, Rasoul Morad
    PROCEEDINGS OF THE 8TH WSEAS INTERNATIONAL CONFERENCE ON SIGNAL, SPEECH AND IMAGE PROCESSING (SSIP '08): SIGNAL, SPEECH AND IMAGE PROCESSING, 2008, : 189 - +
  • [18] AcFR: Active Face Recognition Using Convolutional Neural Networks
    Nakada, Masaki
    Wang, Han
    Terzopoulos, Demetri
    2017 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION WORKSHOPS (CVPRW), 2017, : 35 - 40
  • [19] Using Neural Networks with Differential Evolution Learning for Face Recognition
    Huang, Shih-Yen
    Lin, Cheng-Jian
    2014 INTERNATIONAL SYMPOSIUM ON COMPUTER, CONSUMER AND CONTROL (IS3C 2014), 2014, : 376 - 379
  • [20] Face recognition using Gabor filters, PCA and Neural Networks
    Slavkovic, M.
    Reljin, B.
    Gavrovska, A.
    Milivojevic, M.
    2013 20TH INTERNATIONAL CONFERENCE ON SYSTEMS, SIGNALS AND IMAGE PROCESSING (IWSSIP 2013), 2013, : 35 - 38
12345