Institutional Repository, Institute of Psychology, Chinese Academy of Sciences
A Study of ECBI Children's Early Behavioral Problems based on Convolutional Neural Networks | |
Zhang, Weiwei1,2; Zhang, Yuqing2 | |
2024 | |
通讯作者邮箱 | [email protected] (zhang, yuqing) |
会议名称 | IEEE Advanced Information Technology, Electronic and Automation Control Conference (IAEAC) |
会议录名称 | IEEE Advanced Information Technology, Electronic and Automation Control Conference (IAEAC) |
页码 | 972-976, 2024 |
会议日期 | 2024 |
会议地点 | 不详 |
摘要 | To fully understand the concentration degree of each student in the classroom, it is necessary to build a model of student concentration detection. This paper establishes a concentration analysis model to quantify the concentration index of students by analyzing the facial expression, eye attention, and head posture of middle school students in surveillance videos. The model adopts convolutional neural network technology and a Transformer self-attention mechanism. The practice results show that the error loss value of the model is close to 0, and it has a good prediction effect. |
收录类别 | EI |
文献类型 | 会议论文 |
条目标识符 | http://ir.psych.ac.cn/handle/311026/47597 |
专题 | 中国科学院心理研究所 |
作者单位 | 1.Institute of Psychology, Chinese Academy of Sciences, Beijing; 100101, China 2.University of Chinese Academy of Science, Department of Psychology, Beijing; 100049, China |
推荐引用方式 GB/T 7714 | Zhang, Weiwei,Zhang, Yuqing. A Study of ECBI Children's Early Behavioral Problems based on Convolutional Neural Networks[C],2024:972-976, 2024. |
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