"DEVELOPMENT OF ALGORITHMS AND SOFTWARE FOR IDENTIFYING OPERATING SYSTEM USERS BASED ON FACIAL SCANNING"
Keywords:
Face scanning, biometric security, Windows OS, identification algorithm, Python, Face Recognition, ONNX model, data security, authentication, ML model.Abstract
This scientific article discusses face-scanning-based personal identification algorithms and their software implementation technologies for protecting the Windows operating system. The historical development of face recognition, current trends in biometric security, the advantages of identification models created in the Python programming environment, and ways to integrate the system with the operating system were analyzed. The results section presents the operation process of the created algorithms, test results, comparison tables and graphs. This research is aimed at increasing security in government organizations, banking, statistics, medicine and other institutions that work with important information.
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References
Bledsoe W. “Human Facial Recognition Project” [1964, 22].
NIST. “Face Recognition Grand Challenge Report” [2006, 57].
Apple Inc. “Face ID Security Documentation” [2018, 3].
O‘zbekiston Respublikasi. “Raqamli O‘zbekiston — 2030 strategiyasi” [2021, 4–5].
Python Foundation. “Python Language Reference Manual” [2019, 11].
OpenCV Team. “Face Detection YuNet Model” [2021, 58].
ONNX Runtime Documentation [2020, 14].
Google Research. “FaceNet: Unified Embedding for Face Recognition” [2015, 18].
Rossum G. “Python Development History” [2000, 8].
Smith J. “Cybersecurity in Operating Systems” [2019, 12].
DARPA. “Biometric Security Review” [2017, 33].
Brown M. “AI-based Authentication Systems” [2020, 26].
Lee K. “Modern Anti-Spoofing Techniques” [2021, 41].
Hamilton R. “Computer Network Security” [2018, 72].
OpenCV Documentation. “Face Recognition Module” [2022, 25].
Microsoft. “Windows API Authentication” [2020, 5].
Zhao W. “Face Recognition: A Literature Survey” [2003, 14].
Li X. “Deep Learning for Face Processing” [2019, 55].
Kompyuter tarmoqlarida axborot xavfsizligi (O‘zbekcha manba) [2020, 65].
Siz yuborgan dissertatsiya materiali (asosiy manba)