Dynamic emotion recognition of human face based on convolutional neural network

被引:0
作者
Xu, Lanbo [1 ]
机构
[1] Northeastern Univ, Sch Comp Sci & Engn, Shenyang 110167, Peoples R China
关键词
dynamic facial images; emotional recognition; regional positioning; greyscale processing; enhanced processing; feature extraction; convolutional neural network;
D O I
10.1504/IJBM.2024.140785
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
To improve the accuracy and speed of facial dynamic emotion recognition, a dynamic emotion recognition of human face based on convolutional neural network is designed. Firstly, locate the facial region, and after greying out the facial region image, use the chaotic frog jump algorithm to enhance the clarity of image features through enhanced processing. Then, analyse the geometric and texture features of the facial image separately to determine key feature points. Finally, after training the convolutional neural network, input geometric features and texture features, calculate the basic parameters, dynamic emotional parameters and feature Loss function of facial dynamic emotional features, and then match geometric features, texture features and emotional template categories to get the final recognition results. Experiment shows that after applying this method, its recognition accuracy is between 97.6%-98.7%, and the maximum recognition time is only 112 ms, indicating that this method has high recognition accuracy and speed.
引用
收藏
页码:533 / 551
页数:20
相关论文
共 19 条
[11]  
[孙亚男 Sun Yanan], 2022, [图学学报, Journal of Graphics], V43, P1159
[12]  
Wan Jiahua, 2021, Journal of Beijing Normal University (Natural Science), P601, DOI 10.12202/j.0476-0301.2021175
[13]  
[王春峰 Wang Chunfeng], 2020, [光电子·激光, Journal of Optoelectronics·Laser], V31, P1197
[14]  
Wang Hengchang., 2023, Computer Systems & Applications, V32, P337
[15]  
Wen H., 2021, Journal of Sichuan University (Natural Science Edition), V58, P81
[16]  
[张峰 Zhang Feng], 2022, [控制与决策, Control and Decision], V37, P2984
[17]  
[郑赟 Zheng Yun], 2022, [传感技术学报, Chinese Journal of Sensors and Actuators], V35, P1650
[18]  
Zhou J., 2021, China Illuminating Engineering Journal, V32, P83
[19]  
[周丽芳 Zhou Lifang], 2022, [小型微型计算机系统, Journal of Chinese Computer Systems], V43, P1039