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
  • [41] Design of Face Recognition based Embedded Home Security System
    Sahani, Mrutyunjanya
    Subudhi, Subhashree
    Mohanty, Mihir Narayan
    KSII TRANSACTIONS ON INTERNET AND INFORMATION SYSTEMS, 2016, 10 (04): : 1751 - 1767
  • [42] Face Occlusion Recognition With Deep Learning in Security Framework for the IoT
    Mao, Li
    Sheng, Fusheng
    Zhang, Tao
    IEEE ACCESS, 2019, 7 : 174531 - 174540
  • [43] A Face Recognition System Based on Cloud Computing and AI Edge for IOT
    Zeng, Junjie
    Li, Cheng
    Zhang, Liang-Jie
    EDGE COMPUTING - EDGE 2018, 2018, 10973 : 91 - 98
  • [44] Development of an IoT based Smart Baby Monitoring System with Face Recognition
    Salehin, H. M. Ishtiaq
    Joy, Quazi Rubayet Anjum
    Aparna, Fatima Tuz Zuhra
    Ridwan, Ahnaf Tahmid
    Khan, Riasat
    2021 IEEE WORLD AI IOT CONGRESS (AIIOT), 2021, : 292 - 296
  • [45] Face Recognition for Home Security System
    Rani, Pavithra J.
    Malathi, K.
    RESEARCH JOURNAL OF PHARMACEUTICAL BIOLOGICAL AND CHEMICAL SCIENCES, 2016, 7 : 110 - 116
  • [46] IoT BASED AUTHENTICATED VOTING SYSTEM USING FINGERPRINT AND FACE RECOGNITION
    Karuppuchamy, V
    Boopathi, S.
    Dharanidharan, D.
    Dinesh, M., V
    Gnanavel, V
    INTERNATIONAL JOURNAL OF EARLY CHILDHOOD SPECIAL EDUCATION, 2022, 14 (04) : 442 - 446
  • [47] Technical Development of a Security Platform for IoT Based on Blockchain
    Ferro, Roberto
    Bernal, Yakkay
    Tapicha, Jorge
    KNOWLEDGE MANAGEMENT IN ORGANIZATIONS, KMO 2018, 2018, 877 : 625 - 633
  • [48] Blockchain Technology Based Security for UAV IoT Environment
    Mishra, Renu
    Saxena, Sandeep
    PROCEEDINGS OF UASG 2021: WINGS 4 SUSTAINABILITY, 2023, 304 : 545 - 554
  • [49] A Blockchain-based Authentication and Security Mechanism for IoT
    Li, Dongxing
    Peng, Wei
    Deng, Wenping
    Gai, Fangyu
    2018 27TH INTERNATIONAL CONFERENCE ON COMPUTER COMMUNICATION AND NETWORKS (ICCCN), 2018,
  • [50] A Raspberry Pi based blockchain application on IoT security
    Abas, Sherhan Upahm
    Duran, Fecir
    Tekerek, Adem
    EXPERT SYSTEMS WITH APPLICATIONS, 2023, 229