A visual intelligent system for students' behavior classification using body pose and facial features in a smart classroom

C Pabba, V Bhardwaj, P Kumar - Multimedia Tools and Applications, 2024 - Springer
Developing intelligent visual systems for next-generation smart classrooms has become an
active area of research in computer vision. Advances in computer vision and deep learning …

Learning behavior analysis in classroom based on deep learning

R Fu, T Wu, Z Luo, F Duan, X Qiao… - 2019 Tenth International …, 2019 - ieeexplore.ieee.org
In this work, we study learning behavior analysis for automatic evaluation of the classroom
teaching. We define five classroom learning behaviors including listen, fatigue, hand-up …

MultiFusedNet: A Multi-Feature Fused Network of Pretrained Vision Models via Keyframes for Student Behavior Classification

S Nindam, SH Na, HJ Lee - Applied Sciences, 2023 - mdpi.com
This research proposes a deep learning method for classifying student behavior in
classrooms that follow the professional learning community teaching approach. We …

[PDF][PDF] Recognition of student behavior through actions in the classroom

N Tran, H Nguyen, H Luong, M Nguyen, K Luong… - IAENG Int. J. Comput …, 2023 - iaeng.org
Nowadays, scientific and technological advances are being applied in a variety of fields, in
which education receives special attention. The students' learning status plays an important …

Real-time attention monitoring system for classroom: A deep learning approach for student's behavior recognition

Z Trabelsi, F Alnajjar, MMA Parambil… - Big Data and Cognitive …, 2023 - mdpi.com
Effective classroom instruction requires monitoring student participation and interaction
during class, identifying cues to simulate their attention. The ability of teachers to analyze …

Student behavior recognition in classroom using deep transfer learning with VGG-16

TB Abdallah, I Elleuch, R Guermazi - Procedia Computer Science, 2021 - Elsevier
Tracking numerous students' behavior by observing and questioning them is a difficult task.
Therefore, several methods based on automatic facial expression recognition have been …

Student classroom behavior recognition based on openpose and deep learning

G Chen, J Ji, C Huang - 2022 7th International Conference on …, 2022 - ieeexplore.ieee.org
With the education into the intelligent era, intelligent student classroom behavior recognition
is becoming more and more important. However, it is difficult to identify students' classroom …

Student behavioral analysis using computer vision

A Sharma, D Mohanty, MF Ijaz, AHS Rana - Advances in Communication …, 2022 - Springer
Monitoring students through the camera in the classroom has now become a conventional
approach and is losing its effectiveness. A student's academic achievements depend on …

An English video teaching classroom attention evaluation model incorporating multimodal information

Q Miao, L Li, D Wu - Journal of Ambient Intelligence and Humanized …, 2024 - Springer
In order to solve the problem of low detection efficiency and long working time in the
traditional video surveillance system for abnormal behavior detection and identification …

Research on Student Classroom Behavior Recognition Based on Computer Vision

M Qin - … International Conference on Computer Simulation and …, 2023 - ieeexplore.ieee.org
With the development of educational intelligence, the analysis of student behaviors has
become increasingly important. However, traditional methods are limited by subjective …