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Real-time detection of students' emotional states in the classroom

机译:实时检测教室中学生的情绪状态

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Today, as social media sharing increases, the instant emotional state of the students changes frequently. This situation is greatly affecting the learning process as well as the motivation of the students in the classroom. Sometimes, it is insufficient for the educator to observe the emotional states of students. Therefore, an automatic system is needed that can detect and analyze the emotional states of students in the classroom. In this study, an auxiliary information system, which uses image processing and human-computer interaction, has been developed that would be used in the field of education. In this system, the dataset obtained from the students' faces was tested using various machine learning algorithms. As a result, the accuracy of this system was found as 97.15% using support vector machine. This system is aimed to direct the educator to communicate with the students and to increase their motivation when necessary.
机译:如今,随着社交媒体共享的增加,学生的即时情感状态也经常变化。这种情况极大地影响了学习过程以及教室中学生的学习动机。有时,对于教育者来说,观察学生的情绪状态是不够的。因此,需要一种能够检测和分析教室中学生的情绪状态的自动系统。在这项研究中,已经开发了一种使用图像处理和人机交互的辅助信息系统,该系统将用于教育领域。在该系统中,使用各种机器学习算法测试了从学生面部获得的数据集。结果,使用支持向量机发现该系统的精度为97.15%。该系统旨在指导教育者与学生进行交流,并在必要时增加他们的动力。

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