Double random phase encoding for cancelable face and iris recognition

被引:45
|
作者
Soliman, Randa F. [1 ]
El Banby, Ghada M. [2 ]
Algarni, Abeer D. [3 ]
Elsheikh, Mohamed [4 ,5 ]
Soliman, Naglaa F. [3 ,6 ]
Amin, Mohamed [1 ]
Abd El-Samie, Fathi E. [7 ]
机构
[1] Menoufia Univ, Fac Sci, Math & Comp Sci Dept, Shibin Al Kawm 32511, Egypt
[2] Menoufia Univ, Fac Elect Engn, Dept Ind Elect & Control Engn, Menoufia 32952, Egypt
[3] Princess Nourah Bint Abdulrahman Univ, Fac Comp & Informat Sci, Riyadh, Saudi Arabia
[4] Queens Univ, Elect & Comp Engn Dept, Kingston, ON, Canada
[5] Tanta Univ, Fac Engn, Tanta, Egypt
[6] Zagazig Univ, Fac Engn, Zagazig, Egypt
[7] Menoufia Univ, Fac Elect Engn, Dept Elect & Elect Commun Engn, Menoufia 32952, Egypt
关键词
INVARIANT FEATURE TRANSFORM; IMAGE ENCRYPTION; OPTICAL ENCRYPTION; BIOMETRICS; FILTERS; SIFT;
D O I
10.1364/AO.57.010305
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Most modern security systems depend on biometrics. Unfortunately, these systems have suffered from hacking trials. If the biometric databases have been hacked and stolen, the biometrics saved in these databases will be lost forever. Thus, there is a desperate need to develop new cancelable biometric systems. The basic concept of cancelable biometrics is to use another version of the original biometric template created through a one-way transform or an encryption scheme to keep the original biometrics safe and away from utilization in the system. In this paper, the optical double random phase encoding (DRPE) algorithm is utilized for cancelable face and iris recognition systems. In the proposed cancelable face recognition scheme, the scale invariant feature transform is used for feature extraction from the face images. The extracted feature map is encrypted with the DRPE algorithm. The proposed cancelable iris recognition system depends on the utilization of two iris images for the same person and features are extracted from both images. The features extracted from one of the iris images are encrypted with the DRPE algorithm, provided that the second phase mask used in the DRPE is generated from the other iris image features. This trend guarantees some sort of feature fusion between the two iris images into a single cancelable iris code and increases user privacy. Simulation results show good performance of the two proposed cancelable biometric schemes even in the presence of noise, especially with the proposed cancelable face recognition scheme. (C) 2018 Optical Society of America
引用
收藏
页码:10305 / 10316
页数:12
相关论文
共 50 条
  • [31] Numerical simulation of double random phase encoding
    Liu, Shi
    Hennelly, Bryan M.
    Sheridan, John T.
    OPTICAL ENGINEERING, 2012, 51 (12)
  • [32] Cancelable face recognition using phase retrieval and complex principal component analysis network
    Shao, Zhuhong
    Li, Leding
    Zhang, Zuowei
    Li, Bicao
    Liu, Xilin
    Shang, Yuanyuan
    Chen, Bin
    MACHINE VISION AND APPLICATIONS, 2024, 35 (01)
  • [33] Fusing structure and color features for cancelable face recognition
    Xu, Zihan
    Shao, Zhuhong
    Shang, Yuanyuan
    Li, Bicao
    Ding, Hui
    Liu, Tie
    MULTIMEDIA TOOLS AND APPLICATIONS, 2021, 80 (09) : 14477 - 14494
  • [34] Suggested wavelet transform for cancelable face recognition system
    Ashiba, M. I.
    Youness, Hassan A.
    Ashiba, H. I.
    MULTIMEDIA TOOLS AND APPLICATIONS, 2022, 81 (30) : 43701 - 43726
  • [35] Double random phase encoding using phase reservation and compression
    Chen, Wen
    Chen, Xudong
    JOURNAL OF OPTICS, 2014, 16 (02)
  • [36] Fusing structure and color features for cancelable face recognition
    Zihan Xu
    Zhuhong Shao
    Yuanyuan Shang
    Bicao Li
    Hui Ding
    Tie Liu
    Multimedia Tools and Applications, 2021, 80 : 14477 - 14494
  • [37] Accurate Iris Recognition at a Distance Using Stabilized Iris Encoding and Zernike Moments Phase Features
    Tan, Chun-Wei
    Kumar, Ajay
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2014, 23 (09) : 3962 - 3974
  • [38] A Novel Iris Recognition Technique Using Monogenic Wavelet Phase Encoding
    Birajadar, Parmeshwar
    Shirvalkar, Pushkaraj
    Gupta, Shubham
    Patidar, Varun
    Sharma, Utkarsh
    Naik, Ameya
    Gadre, Vikram
    2016 INTERNATIONAL CONFERENCE ON SIGNAL AND INFORMATION PROCESSING (ICONSIP), 2016,
  • [39] Efficient Cancelable Iris Recognition Scheme Based on Modified Logistic Map
    Randa F. Soliman
    Noha Ramadan
    Mohamed Amin
    HossamEldin H. Ahmed
    Said El-Khamy
    Fathi E. Abd El-Samie
    Proceedings of the National Academy of Sciences, India Section A: Physical Sciences, 2020, 90 : 101 - 107
  • [40] Efficient Cancelable Iris Recognition Scheme Based on Modified Logistic Map
    Soliman, Randa F.
    Ramadan, Noha
    Amin, Mohamed
    Ahmed, HossamEldin H.
    El-Khamy, Said
    Abd El-Samie, Fathi E.
    PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES INDIA SECTION A-PHYSICAL SCIENCES, 2020, 90 (01) : 101 - 107