JOURNAL ARTICLE

A Deep Learning Approach for Real Time Facial Emotion Recognition

Abstract

Facial emotion recognition is a trending technique for understanding the emotions. The current study focusses of studying the deep learning techniques for understanding human emotion through facial emotions. The proposed model includes applying Convolutional Neural Network based model to understand facial emotion recognition. Three facial datasets-LFW, The Extended Yale Face Database B, Google Facial expression comparison dataset were used to calculate the six discrete emotions namely as happy, sad, angry, surprise, bore, and disgust for emotion recognition. The results of the experiment are compared with existing facial emotion recognition techniques and results shows that proposed model has attained an accuracy of ~93% which is quite better than existing research.

Keywords:
Disgust Surprise Facial expression Computer science Convolutional neural network Emotion recognition Artificial intelligence Emotion classification Speech recognition Deep learning Facial recognition system Face (sociological concept) Face hallucination Pattern recognition (psychology) Anger Psychology Face detection Communication

Metrics

31
Cited By
4.47
FWCI (Field Weighted Citation Impact)
19
Refs
0.94
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Emotion and Mood Recognition
Social Sciences →  Psychology →  Experimental and Cognitive Psychology
Face recognition and analysis
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Sentiment Analysis and Opinion Mining
Physical Sciences →  Computer Science →  Artificial Intelligence

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