TY - JOUR
T1 - The Study of a Five-Dimensional Emotional Model for Facial Emotion Recognition
AU - Zhang, Hanzhong
AU - Yin, Jibin
AU - Zhang, Xiangliang
N1 - Generated from Scopus record by KAUST IRTS on 2023-09-20
PY - 2020/1/1
Y1 - 2020/1/1
N2 - 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.
AB - 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.
UR - https://www.hindawi.com/journals/misy/2020/8860608/
UR - http://www.scopus.com/inward/record.url?scp=85099296528&partnerID=8YFLogxK
U2 - 10.1155/2020/8860608
DO - 10.1155/2020/8860608
M3 - Article
SN - 1574-017X
VL - 2020
JO - Mobile Information Systems
JF - Mobile Information Systems
ER -