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
Full Text URL :
Record number :
2606827
Link To Document :
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