JOURNAL ARTICLE

Deep Learning based Facial Emotion Recognition

Swayam BadheSangita Chaudhari

Year: 2022 Journal:   ITM Web of Conferences Vol: 44 Pages: 03058-03058   Publisher: EDP Sciences

Abstract

Human Facial expression is the mirror of human emotions playing very significant role in nonverbal communication. In many applications like human machine interface, medical diagnosis, AI based games, market research etc. needs facial expression recognition. Although it is very easy task for humans, its bit challenging for machines to detect and recognize correct emotions from series of human facial expressions. Since decade, many researchers have tried different image processing, machine learning and deep learning-based approaches to correctly identify human emotions. Some of them could able to identify emotions but with more complexity. WE have proposed CNN model with 4 convolution layer and 2 FC layers which is giving good accuracy over the existing models with less complexity. It is performing better for all classes except fear and disgust.

Keywords:
Disgust Facial expression Computer science Task (project management) Deep learning Artificial intelligence Nonverbal communication Face (sociological concept) Emotion classification Emotion detection Emotion recognition Speech recognition Machine learning Pattern recognition (psychology) Psychology Communication Anger Social psychology

Metrics

6
Cited By
1.48
FWCI (Field Weighted Citation Impact)
9
Refs
0.78
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 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

Related Documents

JOURNAL ARTICLE

Facial Emotion Recognition Based on Deep Learning

Sarah Amer Al-asbailyKenz Amhmed Bozed

Journal:   2022 IEEE 2nd International Maghreb Meeting of the Conference on Sciences and Techniques of Automatic Control and Computer Engineering (MI-STA) Year: 2022 Pages: 534-538
JOURNAL ARTICLE

Deep Learning Based Facial Emotion Recognition System

Mehmet Akif ÖzdemirBerkay ElagozAyşegül ALAYBEYOĞLU SOYAydın Akan

Journal:   2020 Medical Technologies Congress (TIPTEKNO) Year: 2020
BOOK-CHAPTER

Facial Emotion Recognition Using Deep Learning

C. Thirumarai SelviR. S. Sankara SubramaninanM AparnaV DhanushreeDeepak Deepak

Communications in computer and information science Year: 2024 Pages: 109-123
© 2026 ScienceGate Book Chapters — All rights reserved.