The Study of a Five-Dimensional Emotional Model for Facial Emotion Recognition
Joint Authors
Zhang, Xiangliang
Zhang, Hanzhong
Yin, Jibin
Source
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-10, 10 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-12-28
Country of Publication
Egypt
No. of Pages
10
Main Subjects
Telecommunications Engineering
Abstract EN
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.
American Psychological Association (APA)
Zhang, Hanzhong& Yin, Jibin& Zhang, Xiangliang. 2020. The Study of a Five-Dimensional Emotional Model for Facial Emotion Recognition. Mobile Information Systems،Vol. 2020, no. 2020, pp.1-10.
https://search.emarefa.net/detail/BIM-1192544
Modern Language Association (MLA)
Zhang, Hanzhong…[et al.]. The Study of a Five-Dimensional Emotional Model for Facial Emotion Recognition. Mobile Information Systems No. 2020 (2020), pp.1-10.
https://search.emarefa.net/detail/BIM-1192544
American Medical Association (AMA)
Zhang, Hanzhong& Yin, Jibin& Zhang, Xiangliang. The Study of a Five-Dimensional Emotional Model for Facial Emotion Recognition. Mobile Information Systems. 2020. Vol. 2020, no. 2020, pp.1-10.
https://search.emarefa.net/detail/BIM-1192544
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1192544