Facial expression recognition (FER) plays a key role in conveying human emotions and feelings. Automated FER systems enable different machines to recognize emotions without the help of humans; this is considered as a very challenging problem in machine learning. Over the years there has been a considerable progress in this field. In this paper we present a state of the art overview on the different concepts of a FER system and the different used methods; plus we studied the efficiency of using deep learning architectures specifically convolutional neural networks architectures (CNN) as a new solution for FER problems by investigating the most recent and cited works.
Facial Expression Recognition, Emotion Recognition, Machine Learning, Deep Learning, Convolutional Neural Network
Primary Language | English |
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Subjects | Software Engineering (Other) |
Journal Section | Articles |
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Publication Date | June 1, 2020 |
Published in Issue | Year 2020 Volume: 3 Issue: 1 |
Bibtex | @research article { ijiam657395, journal = {International Journal of Informatics and Applied Mathematics}, eissn = {2667-6990}, address = {}, publisher = {International Society of Academicians}, year = {2020}, volume = {3}, number = {1}, pages = {39 - 53}, title = {Automated Facial Expression Recognition Using Deep Learning Techniques: An Overview}, key = {cite}, author = {Sari, Meriem and Moussaouı, Abdelouahab and Hadid, Abdenour} } |
APA | Sari, M. , Moussaouı, A. & Hadid, A. (2020). Automated Facial Expression Recognition Using Deep Learning Techniques: An Overview . International Journal of Informatics and Applied Mathematics , 3 (1) , 39-53 . Retrieved from https://dergipark.org.tr/en/pub/ijiam/issue/54619/657395 |
MLA | Sari, M. , Moussaouı, A. , Hadid, A. "Automated Facial Expression Recognition Using Deep Learning Techniques: An Overview" . International Journal of Informatics and Applied Mathematics 3 (2020 ): 39-53 <https://dergipark.org.tr/en/pub/ijiam/issue/54619/657395> |
Chicago | Sari, M. , Moussaouı, A. , Hadid, A. "Automated Facial Expression Recognition Using Deep Learning Techniques: An Overview". International Journal of Informatics and Applied Mathematics 3 (2020 ): 39-53 |
RIS | TY - JOUR T1 - Automated Facial Expression Recognition Using Deep Learning Techniques: An Overview AU - MeriemSari, AbdelouahabMoussaouı, AbdenourHadid Y1 - 2020 PY - 2020 N1 - DO - T2 - International Journal of Informatics and Applied Mathematics JF - Journal JO - JOR SP - 39 EP - 53 VL - 3 IS - 1 SN - -2667-6990 M3 - UR - Y2 - 2020 ER - |
EndNote | %0 International Journal of Informatics and Applied Mathematics Automated Facial Expression Recognition Using Deep Learning Techniques: An Overview %A Meriem Sari , Abdelouahab Moussaouı , Abdenour Hadid %T Automated Facial Expression Recognition Using Deep Learning Techniques: An Overview %D 2020 %J International Journal of Informatics and Applied Mathematics %P -2667-6990 %V 3 %N 1 %R %U |
ISNAD | Sari, Meriem , Moussaouı, Abdelouahab , Hadid, Abdenour . "Automated Facial Expression Recognition Using Deep Learning Techniques: An Overview". International Journal of Informatics and Applied Mathematics 3 / 1 (June 2020): 39-53 . |
AMA | Sari M. , Moussaouı A. , Hadid A. Automated Facial Expression Recognition Using Deep Learning Techniques: An Overview. IJIAM. 2020; 3(1): 39-53. |
Vancouver | Sari M. , Moussaouı A. , Hadid A. Automated Facial Expression Recognition Using Deep Learning Techniques: An Overview. International Journal of Informatics and Applied Mathematics. 2020; 3(1): 39-53. |
IEEE | M. Sari , A. Moussaouı and A. Hadid , "Automated Facial Expression Recognition Using Deep Learning Techniques: An Overview", International Journal of Informatics and Applied Mathematics, vol. 3, no. 1, pp. 39-53, Jun. 2020 |
International Journal of Informatics and Applied Mathematics