• Title of article

    The Study of a Five-Dimensional Emotional Model for Facial Emotion Recognition

  • Author/Authors

    Zhang, Hanzhong Faculty of Information Engineering and Automation - Kunming University of Science and Technology, Kunming, China , Yin, Jibin Faculty of Information Engineering and Automation - Kunming University of Science and Technology, Kunming, China , Zhang, Xiangliang Faculty of Information Engineering and Automation - Kunming University of Science and Technology, Kunming, China

  • Pages
    9
  • From page
    1
  • To page
    9
  • Abstract
    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.
  • Farsi abstract
    فاقد چكيده فارسي
  • Keywords
    Five-Dimensional Emotional Model , Facial Emotion Recognition , emotion
  • Journal title
    Mobile Information Systems
  • Serial Year
    2020
  • Record number

    2606827