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

المؤلفون المشاركون

Zhang, Xiangliang
Zhang, Hanzhong
Yin, Jibin

المصدر

Mobile Information Systems

العدد

المجلد 2020، العدد 2020 (31 ديسمبر/كانون الأول 2020)، ص ص. 1-10، 10ص.

الناشر

Hindawi Publishing Corporation

تاريخ النشر

2020-12-28

دولة النشر

مصر

عدد الصفحات

10

التخصصات الرئيسية

هندسة الاتصالات

الملخص 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.

نمط استشهاد جمعية علماء النفس الأمريكية (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

نمط استشهاد الجمعية الأمريكية للغات الحديثة (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

نمط استشهاد الجمعية الطبية الأمريكية (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

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references

رقم السجل

BIM-1192544