Emotions identification using facial expression in an e-learning system by using deep learning

سال انتشار: 1398
محل انتشار: هشتمین کنفرانس بین المللی فناوری اطلاعات، کامپیوتر و مخابرات
کد COI اختصاصی: ITCT08_035
زبان مقاله: انگلیسی
تعداد مشاهده: 502

نویسندگان

Computer Eng Student ,Basir Abyek Higher Education Institute Abyek, Iran

Basir Abyek Higher Education Institute Abyek,Iran

چکیده

Since the use of personal computer and internet is increasing, electronic learning systems are also widely deployed. Although e-learning is beneficial in terms of access to information, time and flexibility in terms of formal learning, there is no face - to - face interaction between the coach and feedback, causing problems in the students education process. In this study, a combined information system is proposed, which is a combination of computer vision systems and deep learning for both e-learning and interactive learning systems. The proposed information system identifies feedback and reports appropriate feedback to a coach about the emotional states that are based on facial expressions. In order to obtain different emotional states, the students use the deep learning method which, using the technique of neural network convolution, classify these emotional states into seven modes, each representing a feeling at different moments. When used in an interactive system, good feedback can be received. An e-learning system with the help of deep learning techniques can be one way to acquire knowledge.

کلیدواژه ها

E-learning, Emotional identification, Deep learning, Neural networks convolution

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