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Recognition of Facial Expressions under Varying Conditions Using Dual-Feature Fusion
Joint Authors
Mahmood, Awais
Elkilani, Wail
Hussain, Shariq
Iqbal, Khalid
Source
Mathematical Problems in Engineering
Issue
Vol. 2019, Issue 2019 (31 Dec. 2019), pp.1-12, 12 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2019-08-21
Country of Publication
Egypt
No. of Pages
12
Main Subjects
Abstract EN
Facial expression recognition plays an important role in communicating the emotions and intentions of human beings.
Facial expression recognition in uncontrolled environment is more difficult as compared to that in controlled environment due to change in occlusion, illumination, and noise.
In this paper, we present a new framework for effective facial expression recognition from real-time facial images.
Unlike other methods which spend much time by dividing the image into blocks or whole face image, our method extracts the discriminative feature from salient face regions and then combine with texture and orientation features for better representation.
Furthermore, we reduce the data dimension by selecting the highly discriminative features.
The proposed framework is capable of providing high recognition accuracy rate even in the presence of occlusions, illumination, and noise.
To show the robustness of the proposed framework, we used three publicly available challenging datasets.
The experimental results show that the performance of the proposed framework is better than existing techniques, which indicate the considerable potential of combining geometric features with appearance-based features.
American Psychological Association (APA)
Mahmood, Awais& Hussain, Shariq& Iqbal, Khalid& Elkilani, Wail. 2019. Recognition of Facial Expressions under Varying Conditions Using Dual-Feature Fusion. Mathematical Problems in Engineering،Vol. 2019, no. 2019, pp.1-12.
https://search.emarefa.net/detail/BIM-1198029
Modern Language Association (MLA)
Mahmood, Awais…[et al.]. Recognition of Facial Expressions under Varying Conditions Using Dual-Feature Fusion. Mathematical Problems in Engineering No. 2019 (2019), pp.1-12.
https://search.emarefa.net/detail/BIM-1198029
American Medical Association (AMA)
Mahmood, Awais& Hussain, Shariq& Iqbal, Khalid& Elkilani, Wail. Recognition of Facial Expressions under Varying Conditions Using Dual-Feature Fusion. Mathematical Problems in Engineering. 2019. Vol. 2019, no. 2019, pp.1-12.
https://search.emarefa.net/detail/BIM-1198029
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1198029