Emotion Recognition in E-learning Systems

被引:0
|
作者
El Hammoumi, Oussama [1 ]
Benmarrakchi, Fatimaezzahra [1 ]
Ouherrou, Nihal [1 ]
El Kafi, Jamal [1 ]
El Hore, Ali [1 ]
机构
[1] Chouaib Doukkali Univ, Fac Sci, Dept Comp Sci, El Jadida, Morocco
关键词
Facial Expression Recognition; Artificial Intelligence; Deep Learning; Convolutional Neural Networks; Education; e-learning system; DYSLEXIC STUDENTS;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Technological advances in e-learning systems offer new opportunities for students to reinforce academic development and to improve accessibility to education. Facial expression recognition is an increasingly important area in intelligent e-learning systems. However, supporting the emotional side of students during learning tasks is challenging and demands an awareness of students' emotions. For this purpose, a brief review is presented in order to underlie the importance role of facial expression recognition in e-learning systems. Its role in special education is investigated too. This paper centers on facial expression recognition using convolutional neural networks and its application in e-learning systems, by introducing a new system composed of three main steps: preprocessing, features extraction and classification. We tested the proposed system with students aged between 8 and 12 years old, in an educational game. The results showed that the proposed system reached state of the art results.
引用
收藏
页码:52 / 57
页数:6
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