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Facial expression identification system using fisher linear discriminant analysis and K-nearest neighbor methods
Author
Abd Allah, Abd al-Qadir Ismail
Source
ZANCO Journal of Pure and Applied Sciences
Issue
Vol. 31, Issue 2 (30 Apr. 2019), pp.9-13, 5 p.
Publisher
Salahaddin University-Erbil Department of Scientific Publications
Publication Date
2019-04-30
Country of Publication
Iraq
No. of Pages
5
Main Subjects
Information Technology and Computer Science
Topics
Abstract EN
Facial expression system has become an important and effective research area in many fields such as cognitive processes, medical care and interaction between man and computer.
A facial expressions recognition system using each of FLDA with K-nearest neighbors (K-NN) classifier is introduced in this research.
The system is applied to recognize various basic facial expressions such as happy, neutral, angry, disgust, sad, fear and surprise, in the Karolinska Directed Emotional Faces (KDEF) and Japanese Female Facial Expressions (JAFFE) database.
The experimental results on JAFFE database proved that the proposed method is robust with good accuracy compared to other approaches.
The accuracy rate of the system achieved 95.09% and 94% when the proposed method was tested.
American Psychological Association (APA)
Abd Allah, Abd al-Qadir Ismail. 2019. Facial expression identification system using fisher linear discriminant analysis and K-nearest neighbor methods. ZANCO Journal of Pure and Applied Sciences،Vol. 31, no. 2, pp.9-13.
https://search.emarefa.net/detail/BIM-896815
Modern Language Association (MLA)
Abd Allah, Abd al-Qadir Ismail. Facial expression identification system using fisher linear discriminant analysis and K-nearest neighbor methods. ZANCO Journal of Pure and Applied Sciences Vol. 31, no. 2 (2019), pp.9-13.
https://search.emarefa.net/detail/BIM-896815
American Medical Association (AMA)
Abd Allah, Abd al-Qadir Ismail. Facial expression identification system using fisher linear discriminant analysis and K-nearest neighbor methods. ZANCO Journal of Pure and Applied Sciences. 2019. Vol. 31, no. 2, pp.9-13.
https://search.emarefa.net/detail/BIM-896815
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references : p. 12-13
Record ID
BIM-896815