A deep learning-based approach to classroom concentration analysis

Lu Li; Xi Chen; Haiyang Li

doi:10.1117/12.2684593

19 October 2023 A deep learning-based approach to classroom concentration analysis

Lu Li, Xi Chen, Haiyang Li

Proceedings Volume 12709, Fourth International Conference on Artificial Intelligence and Electromechanical Automation (AIEA 2023); 127090R (2023) https://doi.org/10.1117/12.2684593
Event: Fourth International Conference on Artificial Intelligence and Electromechanical Automation (AIEA 2023), 2023, Nanjing, China

Abstract

Classroom action recognition is a hot research in educational teaching environment combined with artificial intelligence technology, through which action recognition can quantify students' concentration in classroom. In this study, we propose an advanced 3D and 2D branching fusion action recognition model for recognizing students' actions in the classroom environment. The experimental results show that the classroom action recognition model has high accuracy and speed, and can accurately and quickly identify specific high-frequency classroom actions, which can then be effectively used for students' classroom concentration analysis. Accurate identification of students' classroom actions and quantification of their classroom attention can not only provide reference for teachers of relevant courses, but also provide data support for teaching quality assessment at school level, ultimately helping to improve the quality of classroom teaching.

Citation Download Citation

Lu Li, Xi Chen, and Haiyang Li "A deep learning-based approach to classroom concentration analysis", Proc. SPIE 12709, Fourth International Conference on Artificial Intelligence and Electromechanical Automation (AIEA 2023), 127090R (19 October 2023); https://doi.org/10.1117/12.2684593

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available

Members: $17.00

Non-members: $21.00 ADD TO CART

PROCEEDINGS
6 PAGES

DOWNLOAD PAPER SAVE TO MY LIBRARY

GET CITATION

RIGHTS & PERMISSIONS

Get copyright permission Get copyright permission on Copyright Marketplace

KEYWORDS

Action recognition

3D image processing

Video

Deep learning

Machine learning

Analytical research

Education and training

Show All Keywords

Keywords/Phrases

Search In:

Publication Years