JOURNAL ARTICLE

(Retracted) Facial expression recognition in classroom environment based on improved Xception model

Jia TianJian FangYue Wu

Year: 2022 Journal:   Journal of Electronic Imaging Vol: 31 (05)   Publisher: SPIE

Abstract

Nowadays, there is a large amount of research on facial expression, and researchers have put forward a variety of effective methods. Now, due to the unsupervised learning function, deep learning is increasingly applied to facial expression recognition. The purpose of this paper is to study the recognition of facial expressions in a classroom environment based on an improved anomaly model. This paper proposes a new face recognition model, which is based on convolutional neural network. This paper introduces the construction and algorithm of the model and tests its performance for expression recognition through experiments. The experimental results show that the expression recognition accuracy of the facial expression recognition model proposed is 72.4%. The experiment compares this model with other models, the recognition accuracy of the proposed model architecture is 72.4%, and finds that this model has the best classification accuracy and the least parameters.

Keywords:
Computer science Artificial intelligence Convolutional neural network Facial expression Facial recognition system Facial expression recognition Pattern recognition (psychology) Deep learning Expression (computer science) Three-dimensional face recognition Face (sociological concept) Machine learning Speech recognition Face detection

Metrics

2
Cited By
0.49
FWCI (Field Weighted Citation Impact)
33
Refs
0.63
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
Face and Expression Recognition
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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