IoT-BASED SECURITY WITH FACIAL RECOGNITION SMART LOCK SYSTEM

被引:2
作者
Tri-Nhut Do [1 ,2 ]
Cong-Lap Le [3 ]
Minh-Son Nguyen [1 ,2 ]
机构
[1] Univ Informat Technol, Fac Comp Engn, Hcmc 700000, Vietnam
[2] Vietnam Natl Univ HCMC, Hcmc 700000, Vietnam
[3] Nha Trang Univ NTU, Dept Engn Mech, Nha Trang City 650000, Vietnam
来源
2021 15TH INTERNATIONAL CONFERENCE ON ADVANCED COMPUTING AND APPLICATIONS (ACOMP 2021) | 2021年
关键词
Internet of Thing; Smart Lock System; Face Recognition; Deep Learning;
D O I
10.1109/ACOMP53746.2021.00032
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In the era of technology development along with intelligent algorithms to make people's lives more and more convenient, face recognition smart lock is a system that uses one of the mentioned algorithms and addresses a security aspect in smart home technologies. It can be placed at doors for monitoring home, workplaces, and campuses. The problem with existing face recognition smart lock systems is that they are not fast and accurate enough yet. In this paper, a smart lock system is designed by employing a deep learning algorithm (called Yolo) on Jetson nano board. The proposed approach is able to collect multiple images of new person in short time, automatically transfer data to server then using auto label for training and addresses several methods to increase speed and accuracy such as employing Yolo run in background, automatic adjusting brightness by built-in light in camera, asking people put their faces in appropriate distance range as hand's length. Users can open or close the lock by face recognition and by installing the developed android application in devices like tablets, smartphones, laptops, etc. by providing the login credentials like username and password which is verified in the database over the internet as well. The system is trained on several people (members and strangers) with thousands of captured images for each person. It is also tested by many experiments with results of accuracy reaching to 99% and of speed to recognize in 0.6 second in some cases of good conditions of nice light and distance.
引用
收藏
页码:181 / 185
页数:5
相关论文
共 50 条
  • [31] An Intelligent Face Recognition Technology for IoT-Based Smart City Application Using Condition-CNN with Foraging Learning PSO Model
    Rajendran, Surendran
    Sundarapandi, Arun Mozhi Selvi
    Krishnamurthy, Anbazhagan
    Thanarajan, Tamilvizhi
    INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2022, 36 (14)
  • [32] FACIAL RECOGNITION FOR SECURITY SYSTEMS
    Pinter, Robert
    Cisar, Sanja Maravic
    INTERDISCIPLINARY DESCRIPTION OF COMPLEX SYSTEMS, 2024, 22 (03) : 341 - 354
  • [33] Practical Monitoring of Undergrown Pigs for IoT-Based Large-Scale Smart Farm
    Lee, Sungju
    Ahn, Hanse
    Seo, Jihyun
    Chung, Yongwha
    Park, Daihee
    Pan, Sungbum
    IEEE ACCESS, 2019, 7 : 173796 - 173810
  • [34] Biometric System Based On Facial Recognition
    Trufasila, Miruna Elena
    Anghelescu, Petre
    PROCEEDINGS OF THE 11TH INTERNATIONAL CONFERENCE ON ELECTRONICS, COMPUTERS AND ARTIFICIAL INTELLIGENCE (ECAI-2019), 2019,
  • [35] Adversarial training for deep learning-based cyberattack detection in IoT-based smart city applications
    Rashid, Md. Mamunur
    Kamruzzaman, Joarder
    Hassan, Mohammad Mehedi
    Imam, Tasadduq
    Wibowo, Santoso
    Gordon, Steven
    Fortino, Giancarlo
    COMPUTERS & SECURITY, 2022, 120
  • [36] IoT-based crowd monitoring system: Using SSD with transfer learning
    Ahmed, Imran
    Ahmad, Misbah
    Ahmad, Awais
    Jeon, Gwanggil
    COMPUTERS & ELECTRICAL ENGINEERING, 2021, 93
  • [37] IDISense: IoT-Based Dam Water Disaster Sensing and Prevention System
    Braveen, M.
    Anusha, K.
    Jerlin, M. Asha
    Seetha, R.
    Sampath, Nithya
    IEEE SENSORS JOURNAL, 2023, 23 (23) : 29451 - 29457
  • [38] Empowering Medical Staff: IoT-Based Smart Shield for Early Detection of Acute Respiratory Diseases
    Bahrami, Marziyeh
    Haghighat, Abolfazl Torooghi
    Mehdipour, Farhad
    9TH INTERNATIONAL CONFERENCE ON MULTIMEDIA AND IMAGE PROCESSING, ICMIP 2024, 2024, : 72 - 77
  • [39] An Effective Scheme to Solve Critical Data Missing Problems for IoT-Based Smart Energy Management
    Xue, Sihui
    Huang, Huakun
    Liu, Jia
    Yang, Qinglin
    Zhao, Lingjun
    Wu, Huijun
    IEEE INTERNET OF THINGS JOURNAL, 2025, 12 (04): : 4466 - 4474
  • [40] Smart Security System for Sensitive Area Using Face Recognition
    Chowdhry, Danish Ali
    Hussain, Aqeel
    Zaka, Muhammad
    Rehman, Ur
    Ahmad, Farhan
    Ahmad, Arslan
    Pervaiz, Mahmood
    2013 IEEE CONFERENCE ON SUSTAINABLE UTILIZATION AND DEVELOPMENT IN ENGINEERING AND TECHNOLOGY (CSUDET), 2013, : 11 - 14