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

机译:实时检测学生在课堂上的情感状态

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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,学生的即时情绪状态频繁变化。这种情况极大地影响了学习过程以及学生在课堂上的动机。有时候,教育者不足以观察学生的情绪状态。因此,需要自动系统,可以检测和分析课堂中学生的情绪状态。在本研究中,已经开发出使用图像处理和人机交互的辅助信息系统,这些系统将在教育领域中使用。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,使用支持向量机找到该系统的准确性为97.15 %。该系统旨在指导教育者与学生沟通,并在必要时提高动力。

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