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Application of Machine Learning-Based Face Recognition Methods in Dormitory Access Control Systems

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Last date : 27-Oct-2025

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Application of Machine Learning-Based Face Recognition Methods in Dormitory Access Control Systems


Ran Gong | Wenxi Li | Yueshan Wang



Ran Gong | Wenxi Li | Yueshan Wang "Application of Machine Learning-Based Face Recognition Methods in Dormitory Access Control Systems" Published in International Journal of Trend in Scientific Research and Development (ijtsrd), ISSN: 2456-6470, Volume-9 | Issue-5, October 2025, pp.385-388, URL: https://www.ijtsrd.com/papers/ijtsrd97495.pdf

Against the backdrop of smart campus construction, traditional access control systems in university dormitories are plagued by low efficiency and insufficient security, making face recognition technology a preferred solution for building intelligent access control systems.[1] Focusing on the pain points of dormitory access control, this study first clarified requirements through research, then designed and implemented an embedded face recognition access control system, completing data collection and preprocessing, model training, development of a liveness detection module, and joint debugging and testing.[2] Tests indicate that the system demonstrates excellent recognition accuracy, real-time performance, and anti-counterfeiting capabilities. It effectively addresses the issues of traditional access control systems, provides a feasible solution for the intelligent management of university dormitories, and contributes to the informatization of education.

face recognition, Dormitory Access Control


IJTSRD97495
Volume-9 | Issue-5, October 2025
385-388
IJTSRD | www.ijtsrd.com | E-ISSN 2456-6470
Copyright © 2019 by author(s) and International Journal of Trend in Scientific Research and Development Journal. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (CC BY 4.0) (http://creativecommons.org/licenses/by/4.0)

International Journal of Trend in Scientific Research and Development - IJTSRD having online ISSN 2456-6470. IJTSRD is a leading Open Access, Peer-Reviewed International Journal which provides rapid publication of your research articles and aims to promote the theory and practice along with knowledge sharing between researchers, developers, engineers, students, and practitioners working in and around the world in many areas like Sciences, Technology, Innovation, Engineering, Agriculture, Management and many more and it is recommended by all Universities, review articles and short communications in all subjects. IJTSRD running an International Journal who are proving quality publication of peer reviewed and refereed international journals from diverse fields that emphasizes new research, development and their applications. IJTSRD provides an online access to exchange your research work, technical notes & surveying results among professionals throughout the world in e-journals. IJTSRD is a fastest growing and dynamic professional organization. The aim of this organization is to provide access not only to world class research resources, but through its professionals aim to bring in a significant transformation in the real of open access journals and online publishing.

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