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Emotion Recognition of Students Based on Facial Expressions in Online Education Based on the Perspective of Computer Simulation

机译:基于计算机仿真视角的基于在线教育面部表情的学生情感认知

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Online education has developed rapidly due to its irreplaceable convenience. Under the severe circumstances caused by COVID-19 recently, many schools around the world have delayed opening and adopted online education as one of the main teaching methods. However, the efficiency of online classes has long been questioned. Compared with traditional face-to-face classes, there is a lack of direct, timely, and effective communication and feedback between teachers and students in the online courses. Previous studies have shown that there is a close and stable relationship between a person’s facial expressions and emotions generally. From the perspective of computer simulation, a framework combining a face expression recognition (FER) algorithm with online courses platforms is proposed in this work. The cameras in the devices are used to collect students’ face images, and the facial expressions are analyzed and classified into 8 kinds of emotions by the FER algorithm. An online course containing 27 students conducted on Tencent Meeting is used to test the proposed method, and the result proved that this method performs robustly in different environments. This framework can also be applied to other similar scenarios such as online meetings.
机译:由于其不可替代的便利,在线教育发展迅速。根据Covid-19最近引起的严重情况,世界各地的许多学校都会推迟开业并通过在线教育作为主要教学方法之一。但是,在线课程的效率已经受到质疑。与传统面对面课程相比,在线课程中缺乏直接,及时,及时,以及教师和学生之间的反馈。以前的研究表明,一个人的面部表情和情绪之间存在密切稳定的关系。从计算机仿真的角度来看,在这项工作中提出了一种与在线课程平台的面部表情识别(FER)算法结合的框架。设备中的摄像机用于收集学生的面部图像,并通过FER算法分析并分为8种情绪的面部表情。使用在腾讯会议上进行的27名学生的在线课程用于测试所提出的方法,结果证明了该方法在不同环境中稳健地执行。此框架也可以应用于其他类似的场景,如在线会议。

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