An efficient security system based on cancelable face recognition with blockchain over cognitive IoT

被引:0
|
作者
Kamal, Randa [1 ]
Hemdan, Ezz El-Din [1 ]
El-Fishway, Nawal [1 ]
机构
[1] Menoufia Univ, Fac Elect Engn, Dept Comp Sci & Engn, Menoufia, Egypt
关键词
Blockchain; Cancelable biometrics; Image authentication; Machine learning; Face recognition; INTERNET; THINGS;
D O I
10.1007/s11042-023-15534-3
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents a new authentication framework for cancelable face recognition biometrics. In recent years, biometric plays a pivotal role in Cognitive Internet of Things (C-IoT) security. The face trait solves a lot of security issues; it increases the resistance of these systems against severe authentication attacks especially in smart IoT-based applications. The proposed scheme runs in two phases; The first phase (enrollment), in which the face image of the person is hashed using SHA256, is passed to an algorithm to extract the main features. Then the image is decomposed using a wavelet transform algorithm. Wavelet transform is applied to hide the face details from the image. This step is done to protect the image against being stolen or modified by external hackers. The image, hash, and wavelet transform are passed through the raspberry Pi to be stored in a database. A block is added to the private blockchain with these files. In the second phase (authentication) the test image is hashed, passed to the system to extract the features, and compared with the stored images in the database. Then the decision is stored in a new block in the chain, whether the two images are identical or not. The simulation results based demonstrate that the proposed cancelable biometric system gives a very reliable and secure performance for securing the IoT applications.
引用
收藏
页码:44741 / 44761
页数:21
相关论文
共 50 条
  • [1] An efficient security system based on cancelable face recognition with blockchain over cognitive IoT
    Randa Kamal
    Ezz El-Din Hemdan
    Nawal El-Fishway
    Multimedia Tools and Applications, 2023, 82 : 44741 - 44761
  • [2] Intelligent security system based on face recognition and IoT
    Bagchi, Trinanjana
    Mahapatra, Ankita
    Yadav, Dipesh
    Mishra, Daiwik
    Pandey, Anish
    Chandrasekhar, P.
    Kumar, Ashwani
    MATERIALS TODAY-PROCEEDINGS, 2022, 62 : 2133 - 2137
  • [3] Intelligent security system based on face recognition and IoT
    Bagchi, Trinanjana
    Mahapatra, Ankita
    Yadav, Dipesh
    Mishra, Daiwik
    Pandey, Anish
    Chandrasekhar, P.
    Kumar, Ashwani
    MATERIALS TODAY-PROCEEDINGS, 2022, 62 : 2133 - 2137
  • [4] Secure cancelable face recognition system based on inverse filter
    Farouk, Abd El-Rahman
    Abd-Elnaby, Mohammed
    Ashiba, Huda I.
    El-Banby, Ghada M.
    El-Shafai, Walid
    El-Fishawy, Adel S.
    Dessouky, Moawad I.
    El-Rabaie, El-Sayed M.
    El-Samie, Fathi E. Abd
    JOURNAL OF OPTICS-INDIA, 2024, 53 (3): : 1667 - 1688
  • [5] Cancelable face and iris recognition system based on deep learning
    Abdellatef, Essam
    Soliman, Randa F.
    Omran, Eman M.
    Ismail, Nabil A.
    Abd Elrahman, Salah E. S.
    Ismail, Khalid N.
    Rihan, Mohamed
    Amin, Mohamed
    Eisa, Ayman A.
    Abd El-Samie, Fathi E.
    OPTICAL AND QUANTUM ELECTRONICS, 2022, 54 (11)
  • [6] Efficient implementation of cancelable face recognition based on elliptic curve cryptography
    Rania A. Eltaieb
    Ghada M. El-Banby
    Walid El-Shafai
    Fathi E. Abd El-Samie
    Alaa M. Abbas
    Optical and Quantum Electronics, 2023, 55
  • [7] Efficient implementation of cancelable face recognition based on elliptic curve cryptography
    Eltaieb, Rania A. A.
    El-Banby, Ghada M. M.
    El-Shafai, Walid
    Abd El-Samie, Fathi E. E.
    Abbas, Alaa M. M.
    OPTICAL AND QUANTUM ELECTRONICS, 2023, 55 (09)
  • [8] Cancelable face and iris recognition system based on deep learning
    Essam Abdellatef
    Randa F. Soliman
    Eman M. Omran
    Nabil A. Ismail
    Salah E. S. Abd Elrahman
    Khalid N. Ismail
    Mohamed Rihan
    Mohamed Amin
    Ayman A. Eisa
    Fathi E. Abd El-Samie
    Optical and Quantum Electronics, 2022, 54
  • [9] Efficient chaotic-Baker-map-based cancelable face recognition
    Faragallah, Osama S.
    Naeem, Ensherah A.
    El-Shafai, Walid
    Ramadan, Noha
    Ahmed, Hossam El-din H.
    Abd Elnaby, Mustafa M.
    Elashry, Ibrahim
    El-khamy, Said E.
    Abd El-Samie, Fathi E.
    JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING, 2021, 14 (3) : 1837 - 1875
  • [10] Efficient chaotic-Baker-map-based cancelable face recognition
    Osama S. Faragallah
    Ensherah A. Naeem
    Walid El-Shafai
    Noha Ramadan
    Hossam El-din H. Ahmed
    Mustafa M. Abd Elnaby
    Ibrahim Elashry
    Said E. El-khamy
    Fathi E. Abd El-Samie
    Journal of Ambient Intelligence and Humanized Computing, 2023, 14 : 1837 - 1875