The Recognition of Teacher Behavior Based on Multimodal Information Fusion
Joint Authors
Deng, Wei
Luo, Heng
Wei, Yantao
Wu, Dongli
Chen, Jia
Wei, Yangyu
Source
Mathematical Problems in Engineering
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-8, 8 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-10-13
Country of Publication
Egypt
No. of Pages
8
Main Subjects
Abstract EN
Teaching reflection based on videos is the main method in teacher education and professional development.
However, it takes a long time to analyse videos, and teachers are easy to fall into the state of information overload.
With the development of “AI + education,” automatic recognition of teacher behavior to support teaching reflection has become an important research topic.
In this paper, taking online open classroom teaching video as the data source, we collected and constructed a teacher behavior dataset.
Using this dataset, we explored the behavior recognition methods based on RGB video and skeleton information, and the information fusion between them is carried out to improve the recognition accuracy.
The experimental results show that the fusion of RGB information and skeleton information can improve the recognition accuracy, and the early-fusion effect is better than the late-fusion effect.
This study helps to solve the problems of time-consumption and information overload in teaching reflection and then helps teachers to optimize the teaching strategies and improve the teaching efficiency.
American Psychological Association (APA)
Wu, Dongli& Chen, Jia& Deng, Wei& Wei, Yantao& Luo, Heng& Wei, Yangyu. 2020. The Recognition of Teacher Behavior Based on Multimodal Information Fusion. Mathematical Problems in Engineering،Vol. 2020, no. 2020, pp.1-8.
https://search.emarefa.net/detail/BIM-1200988
Modern Language Association (MLA)
Wu, Dongli…[et al.]. The Recognition of Teacher Behavior Based on Multimodal Information Fusion. Mathematical Problems in Engineering No. 2020 (2020), pp.1-8.
https://search.emarefa.net/detail/BIM-1200988
American Medical Association (AMA)
Wu, Dongli& Chen, Jia& Deng, Wei& Wei, Yantao& Luo, Heng& Wei, Yangyu. The Recognition of Teacher Behavior Based on Multimodal Information Fusion. Mathematical Problems in Engineering. 2020. Vol. 2020, no. 2020, pp.1-8.
https://search.emarefa.net/detail/BIM-1200988
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1200988