Image processing-based detection method of learning behavior status of online calssroom students

被引:1
|
作者
Li, Wei [1 ]
Pan, Younghwan [1 ]
机构
[1] Kookmin Univ, Smart Experience Design, Seoul 02707, South Korea
关键词
Online classroom student learning; Face detection; Face recognition; Fatigue detection;
D O I
10.1016/j.phycom.2023.102072
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Due to the outbreak of the new crown epidemic, online teaching is booming, but compared with traditional offline teaching, there are many problems, such as the difficulty of detecting the voice status of students. Therefore, the research on students' online status detection system is of great significance. In this paper, based on image processing, the detection method of online classroom students' learning behavior status is studied, and the learning status of students is detected from the perspective of face detection and face recognition fatigue detection. In this study, the students' learning status is detected by the facial expressions in the video during the students' learning process. When the students have negative emotions and become tired, the system can detect and record them in time and issue a warning. Therefore, this research can well solve the problems existing in online teaching, and to a certain extent, the teaching quality has been greatly improved.& COPY; 2023 Elsevier B.V. All rights reserved.
引用
收藏
页数:8
相关论文
共 50 条
  • [31] Image processing-based automatic detection of asphalt pavement rutting using a novel metaheuristic optimized machine learning approach
    Minh-Tu Cao
    Kuan-Tsung Chang
    Ngoc-Mai Nguyen
    Van-Duc Tran
    Xuan-Linh Tran
    Nhat-Duc Hoang
    Soft Computing, 2021, 25 : 12839 - 12855
  • [32] Improved image processing-based crop detection using Kalman filtering and the Hungarian algorithm
    Hamuda, Esmael
    Mc Ginley, Brian
    Glavin, Martin
    Jones, Edward
    COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2018, 148 : 37 - 44
  • [33] Image processing-based automatic detection of asphalt pavement rutting using a novel metaheuristic optimized machine learning approach
    Minh-Tu Cao
    Kuan-Tsung Chang
    Ngoc-Mai Nguyen
    Van-Duc Tran
    Xuan-Linh Tran
    Nhat-Duc Hoang
    SOFT COMPUTING, 2021, 25 (20) : 12839 - 12855
  • [34] Image Processing-Based Detection of Pipe Corrosion Using Texture Analysis and Metaheuristic-Optimized Machine Learning Approach
    Nhat-Duc Hoang
    Van-Duc Tran
    COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE, 2019, 2019
  • [35] Image Processing-Based Weight Estimation for Steel Cylinders
    Sato, Junya
    Shimizu, Kaishi
    Hirashita, Takumi
    Umemura, Kosei
    Asahi, Shota
    Ito, Chikara
    Masuda, Hidenobu
    IEEJ Journal of Industry Applications, 2024, 13 (06): : 695 - 702
  • [36] Image processing-based Athletes' injury prevention mechanism
    Wang, Wei
    Lv, Liu
    Huang, Qiuchen
    Liu, Zun
    INTERNET TECHNOLOGY LETTERS, 2024, 7 (06)
  • [37] Natural language processing-based machine learning psychological emotion analysis method
    Zhao, Yang
    INTERNATIONAL JOURNAL OF DATA MINING AND BIOINFORMATICS, 2024, 28 (3-4) : 381 - 405
  • [38] An Online Detection Method for Coal Dry Screening Based on Image Processing and Fractal Analysis
    He, Deyi
    Liu, Chusheng
    APPLIED SCIENCES-BASEL, 2022, 12 (13):
  • [39] Image Processing-Based Weight Estimation for Steel Cylinders
    Sato, Junya
    Shimizu, Kaishi
    Hirashita, Takumi
    Umemura, Kosei
    Asahi, Shota
    Ito, Chikara
    Masuda, Hidenobu
    IEEJ JOURNAL OF INDUSTRY APPLICATIONS, 2024, 13 (06) : 695 - 702
  • [40] A Semiautomatic Image Processing-Based Method for Binary Segmentation of Lungs in Computed Tomography Images
    Ramos L.
    Pineda I.
    SN Computer Science, 5 (6)