Texture classification of the human iris using artificial neural networks

被引：5
|
作者：
Alim, OA [1 ]
Sharkas, M [1 ]
机构：
[1] Univ Alexandria, Fac Engn, Alexandria, Egypt
来源：
11TH IEEE MEDITERRANEAN ELECTROTECHNICAL CONFERENCE, PROCEEDINGS | 2002年
关键词：
iris; Gabon; histogram; DGT; ANN;
D O I：
10.1109/MELECON.2002.1014659
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
Automatic personal identification systems have received a great importance in the past few years. The iris of the human eye has a texture that is unique for each individual and remains stable over years. In this paper two feature extraction techniques that are based on 2D Gabs wavelets and 2D DCT are suggested and compared with each other. Obtained features are fed to Neural Network classifiers for identification. The achieved recognition rate using the DCT coefficients was about 96% compared to 92% obtained using tile Gabor coefficients.
引用
收藏
页码：580 / 583
页数：2
相关论文
共 50 条
  • [1] Wear particle texture classification using artificial neural networks
    Laghari, MS
    Boujarwah, A
    [J]. INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 1999, 13 (03) : 415 - 428
  • [2] Iris recognition using artificial neural networks
    Sibai, Fadi N.
    Hosani, Hafsa I.
    Naqbi, Raja M.
    Dhanhani, Salima
    Shehhi, Shaikha
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2011, 38 (05) : 5940 - 5946
  • [3] Texture classification using convolutional neural networks
    Tivive, Fok Hing Chi
    Bouzerdoum, Abdesselam
    [J]. TENCON 2006 - 2006 IEEE REGION 10 CONFERENCE, VOLS 1-4, 2006, : 660 - +
  • [4] Texture classification using a fuzzy texture spectrum and neural networks
    Taur, JS
    Tao, CW
    [J]. JOURNAL OF ELECTRONIC IMAGING, 1998, 7 (01) : 29 - 35
  • [5] Iris data classification using quantum neural networks
    Sahni, Vishal
    Patvardhan, C.
    [J]. QUANTUM COMPUTING: BACK ACTION 2006, 2006, 864 : 219 - +
  • [6] CLASSIFICATION OF WEED SPECIES USING ARTIFICIAL NEURAL NETWORKS BASED ON COLOR LEAF TEXTURE FEATURE
    Li, Zhichen
    An, Qiu
    Ji, Changying
    [J]. COMPUTER AND COMPUTING TECHNOLOGIES IN AGRICULTURE II, VOLUME 2, 2009, 295 : 1217 - 1225
  • [7] Texture classification with neural networks
    [J]. 1600, Springer Verlag (217):
  • [8] Neural networks for texture classification
    Boyce, JF
    Haddon, JF
    [J]. NEURAL NETWORKS AND THEIR APPLICATIONS, 1996, : 51 - 65
  • [9] Surface classification using artificial neural networks
    Mainsah, E
    Ndumu, DT
    Ndumu, AN
    [J]. THREE-DIMENSIONAL IMAGING AND LASER-BASED SYSTEMS FOR METROLOGY AND INSPECTION II, 1997, 2909 : 139 - 150
  • [10] Plant Classification Using Artificial Neural Networks
    Pacifico, Luciano D. S.
    Macario, Valmir
    Oliveira, Joao F. L.
    [J]. 2018 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2018,
12345