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Title: :  Facial Expression Recognition Using Deep Learning
PaperId: :  9120
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 4 Issue 5 2018
DUI:    16.0415/IJARIIE-9120
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Karishma Agarwal SRM Institute of Science and Technology
Chandraleka T.SRM Institute of Science and Technology
Aparna SinghSRM Institute of Science and Technology
Utkarsh SinghSRM Institute of Science and Technology

Abstract

Information Technology
Facial Expression, Emotion, Convolutional Neural Networks
Human beings are emotional and expressive. Their state of being i.e. their emotions, decide a lot of things. Whether they are understanding something or if they are confused, one can get an idea, by seeing their facial expression. This is the idea behind this paper, which proposes to build a system to recognize various emotions of a person by capturing his/her facial expressions using the deep learning technology. The application of such a system would be to use it in a school or any other educational system to keep a track of how many students actually understand what is being taught and how many don’t. As per the statistics, teaching methodologies can be improved to get better results. The six human emotions include: anger, fear, happiness, sadness, disgust and surprise. We will be using convolutional neural networks to analyze our datasets. Bearing in mind the challenge faced by teachers to understand the understanding of a student, we thereby propose a solution which is automatic and accurate using the revolutionary and most practical technology-‘ Deep Learning’. We employed deep convolutional neural networks to train our model. Also, we analyzed various classifiers and their performance which includes Distance Based Algorithms (DBA), Neural Networks and Normal Bayesian Classifier (NBC).

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IJARIIE Karishma Agarwal , Chandraleka T., Aparna Singh, and Utkarsh Singh. "Facial Expression Recognition Using Deep Learning" International Journal Of Advance Research And Innovative Ideas In Education Volume 4 Issue 5 2018 Page 501-507
MLA Karishma Agarwal , Chandraleka T., Aparna Singh, and Utkarsh Singh. "Facial Expression Recognition Using Deep Learning." International Journal Of Advance Research And Innovative Ideas In Education 4.5(2018) : 501-507.
APA Karishma Agarwal , Chandraleka T., Aparna Singh, & Utkarsh Singh. (2018). Facial Expression Recognition Using Deep Learning. International Journal Of Advance Research And Innovative Ideas In Education, 4(5), 501-507.
Chicago Karishma Agarwal , Chandraleka T., Aparna Singh, and Utkarsh Singh. "Facial Expression Recognition Using Deep Learning." International Journal Of Advance Research And Innovative Ideas In Education 4, no. 5 (2018) : 501-507.
Oxford Karishma Agarwal , Chandraleka T., Aparna Singh, and Utkarsh Singh. 'Facial Expression Recognition Using Deep Learning', International Journal Of Advance Research And Innovative Ideas In Education, vol. 4, no. 5, 2018, p. 501-507. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/Facial_Expression_Recognition_Using_Deep_Learning_ijariie9120.pdf (Accessed : 20 April 2022).
Harvard Karishma Agarwal , Chandraleka T., Aparna Singh, and Utkarsh Singh. (2018) 'Facial Expression Recognition Using Deep Learning', International Journal Of Advance Research And Innovative Ideas In Education, 4(5), pp. 501-507IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/Facial_Expression_Recognition_Using_Deep_Learning_ijariie9120.pdf (Accessed : 20 April 2022)
IEEE Karishma Agarwal , Chandraleka T., Aparna Singh, and Utkarsh Singh, "Facial Expression Recognition Using Deep Learning," International Journal Of Advance Research And Innovative Ideas In Education, vol. 4, no. 5, pp. 501-507, Sep-Oct 2018. [Online]. Available: http://ijariie.com/AdminUploadPdf/Facial_Expression_Recognition_Using_Deep_Learning_ijariie9120.pdf [Accessed : 20 April 2022].
Turabian Karishma Agarwal , Chandraleka T., Aparna Singh, and Utkarsh Singh. "Facial Expression Recognition Using Deep Learning." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 4 number 5 (20 April 2022).
Vancouver Karishma Agarwal , Chandraleka T., Aparna Singh, and Utkarsh Singh. Facial Expression Recognition Using Deep Learning. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2018 [Cited : 20 April 2022]; 4(5) : 501-507. Available from: http://ijariie.com/AdminUploadPdf/Facial_Expression_Recognition_Using_Deep_Learning_ijariie9120.pdf
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