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Student Concentration Evaluation Index in an E-learning Context Using Facial Emotion Analysis

Communications in Computer and Information ScienceTechnology and Innovation in Learning, Teaching and Education(2019)

引用 10|浏览3
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摘要
Analysis of student concentration can help to enhance the learning process. Emotions are directly related and directly reflect students’ concentration. This task is particularly difficult to implement in an e-learning environment, where the student stands alone in front of a computer. In this paper, a prototype system is proposed to figure out the concentration level in real-time from the expressed facial emotions during a lesson. An experiment was performed to evaluate the prototype system that was implemented using a client-side application that uses the C# code available in Microsoft Azure Emotion API. We have found that the emotions expressed are correlated with the concentration of the students, and devised three distinct levels of concentration (high, medium, and low).
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关键词
Computer vision,Facial expression recognition,Facial emotion recognition,Student concentration
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