Applied Mathematics and Nonlinear Sciences
Journal license

Journal

Applied Mathematics and Nonlinear Sciences


Volume
& Issue

Volume 8, Issue 2


Published
on

December 30, 2023


Pages


DOI

Article

Intelligent education management system design for universities based on MTCNN face recognition algorithm

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Authors

Xiaohua Xiao Affiliation:
Department of Science and Technology Development, Zhejiang College of Security Technology, Wenzhou, Zhejiang, 325016, China.
, Zhixian Su Affiliation:
Department of Science and Technology Development, Zhejiang College of Security Technology, Wenzhou, Zhejiang, 325016, China.
, Qiqi Ye Affiliation:
School of Literature and Communication, Wenzhou University of Technology, Wenzhou, Zhejiang, 325024, China.
, Zhixia Qin Affiliation:
Department of Scientific Research and Local Cooperation, Wenzhou Business College, Wenzhou, Zhejiang, 325035, China.
and Lijie Wu Affiliation:
Department of Science and Technology Development, Zhejiang College of Security Technology, Wenzhou, Zhejiang, 325016, China.


Abstract

This paper first constructs an intelligent education management system for universities according to their needs and explains its logical and technical architecture. Secondly, a multi-task convolutional neural network with MTCNN is used to detect faces, and different loss functions are selected to ensure recognition accuracy. Finally, the effectiveness of the application of intelligent education management systems in universities is verified through performance tests. The results show that the time consumed for face recognition detection using MTCNN is 524ms, and the response time of each function of the system does not exceed 500ms when the number of concurrent users is less than 500, which indicates that the intelligent education management system based on MTCNN face recognition algorithm has a good response speed and meets the requirements of intelligent education management in colleges and universities.


Keywords

Intelligent education management, MTCNN, Face recognition, Convolutional neural network, Loss function, 97B10


Citation

Xiao, X., Su, Z., Ye, Q., Qin, Z., & Wu, L. (2023). Intelligent education management system design for universities based on MTCNN face recognition algorithm. Applied Mathematics and Nonlinear Sciences, 8(2). https://doi.org/10.2478/amns.2023.2.01712

Published by: Engineering Journals

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