Application of Convolution Neural Network in Iris Recognition Technology

被引:0
|
作者
Zhang, Wenqiang [1 ]
Wang, Changyuan [1 ]
Xue, Pengxiang [1 ]
机构
[1] Xian Technol Univ, Comp Sci & Engn, Xian, Shaanxi, Peoples R China
基金
中国国家自然科学基金;
关键词
Iris; Convolution neural network; Model; Abstract Features;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
The iris recognition of the human eye is mainly aimed at iris matching, and there are congenital differences in different iris. In this paper, the iris image is identified by designing efficient convolution neural network(CNN) model. Firstly, with the preprocessing of iris image, the iris region is extracted and divided into eight rectangular sub-regions. And then, those sub-regions are put into the designed model, which can extract the abstract features of the iris automatically. Finally, The iris is identified by the model that learned by a large number of training data. Experiments show that the correctness of the proposed method can reach about 99.0%, which can meet the requirement of iris recognition effectively.
引用
收藏
页码:1169 / 1174
页数:6
相关论文
共 50 条
  • [1] Research on Image Recognition Technology Based on Convolution Neural Network
    Wang Jinghe
    [J]. 2019 4TH INTERNATIONAL WORKSHOP ON MATERIALS ENGINEERING AND COMPUTER SCIENCES (IWMECS 2019), 2019, : 147 - 151
  • [2] Design and application of iris recognition system based on neural network
    Yu, C.
    Dai, F.
    Zhang, J.
    [J]. INFORMATION SCIENCE AND MANAGEMENT ENGINEERING, VOLS 1-3, 2014, 46 : 737 - 744
  • [3] The Application of Deep Convolution Neural Network in Volleyball Video Behavior Recognition
    Liang, Chen
    Liang, Zhijun
    [J]. IEEE ACCESS, 2022, 10 : 125908 - 125919
  • [4] Application of Convolution Neural Network Algorithm in Online Education Emotion Recognition
    Xu, Zhaoxing
    [J]. International Journal of Web-Based Learning and Teaching Technologies, 2023, 18 (02)
  • [5] ModPSO-CNN: an evolutionary convolution neural network with application to visual recognition
    Shanshan Tu
    Sadaqat ur Rehman
    Muhammad Waqas
    Obaid ur Rehman
    Zubair Shah
    Zhongliang Yang
    Anis Koubaa
    [J]. Soft Computing, 2021, 25 : 2165 - 2176
  • [6] Personal Iris recognition using neural network
    Near East University, Department of Computer Engineering, Lefkosa, Cyprus
    [J]. Int. J. Secur. Appl, 2008, 2 (41-50):
  • [7] Iris recognition by a rotation spreading neural network
    Takano, H
    Murakami, M
    Nakamura, K
    [J]. 2004 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-4, PROCEEDINGS, 2004, : 2589 - 2594
  • [8] Hand Sign Recognition for Thai Finger Spelling: an Application of Convolution Neural Network
    Nakjai, Pisit
    Katanyukul, Tatpong
    [J]. JOURNAL OF SIGNAL PROCESSING SYSTEMS FOR SIGNAL IMAGE AND VIDEO TECHNOLOGY, 2019, 91 (02): : 131 - 146
  • [9] Hand Sign Recognition for Thai Finger Spelling: an Application of Convolution Neural Network
    Pisit Nakjai
    Tatpong Katanyukul
    [J]. Journal of Signal Processing Systems, 2019, 91 : 131 - 146
  • [10] Iris Recognition Using Convolutional Neural Network
    Zhuang, Yuan
    Chuah, Joon Huang
    Chow, Chee Onn
    Lim, Marcus Guozong
    [J]. 2020 IEEE 10TH INTERNATIONAL CONFERENCE ON SYSTEM ENGINEERING AND TECHNOLOGY (ICSET), 2020, : 134 - 138