节点文献
基于图像分析的教育视觉情感识别
The Recognition and Application of Educational Emotion Based on Image Analysis
【摘要】 情感识别是情感计算的基础,为了促进视觉情感识别技术与教育的深度融合,文章定义了教育视觉情感识别的概念,随后从技术视角分析了面部表情识别和肢体动作识别的三方面内容,即特征提取方法、分类器算法和常用数据库。此外,文章构建了双模态教育视觉情感识别模型,以解决单一模态的情感特征不能充分表达学习者学习情感信息的问题。期望这种更全面的模型,能为未来教育领域学习者情感识别研究提供参考。
【Abstract】 Emotion recognition is the basis of emotion calculation. In order to promote the deep integration of visual emotion recognition technology and education, the paper first defined the concept of educational visual emotion recognition. From the technical perspective, the three aspects of facial expression recognition and limb movement recognition were analyzed, which were feature extraction method, classifier algorithm and common emotion database. Then the dual-modal educational visual emotion recognition model was constructed to solve the problem that single-modal emotion feature could not fully express the learners’ emotional information. It was expected that this more comprehensive model could provide reference value for future study of emotion recognition in the education field.
【Key words】 visual emotion recognition; machine learning; dual-modal analysis;
- 【文献出处】 现代教育技术 ,Modern Educational Technology , 编辑部邮箱 ,2020年02期
- 【分类号】G434;TP391.41
- 【被引频次】6
- 【下载频次】867