JOURNAL ARTICLE

Geometric Feature Based Facial Emotion Recognition

Khalid Ounachad

Year: 2020 Journal:   International Journal of Advanced Trends in Computer Science and Engineering Vol: 9 (3)Pages: 3417-3425   Publisher: The World Academy of Research in Science and Engineering

Abstract

Facial Emotion Recognition (FER) is an important topic in the fields of computer vision and artificial intelligence owing to its significant academic and commercial potential.Nowadays, emotional factors are important as classic functional aspects of customer purchasing behavior.Purchasing choices and decisions making are the result of a careful analysis of the product advantages and disadvantages and of affective and emotional aspects.This paper presents a novel method for human emotion classification and recognition.We generate seven referential faces suitable for each kind of facial emotion based on perfect face ratios and some classical averages.The basic idea is to extract perfect face ratios for emotional face and for each referential face as features and calculate the distance between them by using fuzzy hamming distance.To extract perfect face ratios, we use the point landmarks in the face then sixteen features will be extract.An experimental evaluation demonstrates the satisfactory performance of our approach on WSEFEP dataset (the Warsaw Set of Emotional Facial Expression Pictures dataset).It can be applied with any existing facial emotion dataset.The proposed algorithm will be a competitor of the other proposed relative approaches.The recognition rate reaches more than 93%.

Keywords:
Feature (linguistics) Artificial intelligence Facial expression Pattern recognition (psychology) Computer science Emotion recognition Psychology Linguistics

Metrics

5
Cited By
0.52
FWCI (Field Weighted Citation Impact)
7
Refs
0.65
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Face and Expression Recognition
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Face recognition and analysis
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Emotion and Mood Recognition
Social Sciences →  Psychology →  Experimental and Cognitive Psychology

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