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  • 标题:The Study of a Five-Dimensional Emotional Model for Facial Emotion Recognition
  • 其他标题:The Study of a Five-Dimensional Emotional Model for Facial Emotion Recognition
  • 本地全文:下载
  • 作者:Hanzhong Zhang ; Jibin Yin ; Xiangliang Zhang
  • 期刊名称:Mobile Information Systems
  • 印刷版ISSN:1574-017X
  • 出版年度:2020
  • 卷号:2020
  • 页码:1-10
  • DOI:10.1155/2020/8860608
  • 出版社:Hindawi Publishing Corporation
  • 摘要:Based on basic emotion theory and the PAD emotion model that can describe continuous emotion changes, we first propose a more general concept of a five-dimensional emotion model to better meet the needs in the area of emotion recognition. We determined the relationship between its dimensions and basic emotions and used a Pearson correlation analysis, multilayer perceptron, and other methods to compare and verify it with volunteer human identifiers. The results demonstrated that the five-dimensional emotion model was better than human identification in the field of emotion recognition. We also compared it with the PAD emotion model. The results demonstrated that the five-dimensional emotion model performed better. Finally, using the proposed model, we designed a technology prototype of a mood adaptive interface to demonstrate its potential application.
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