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Happiness detection with facial physiological measurement from hyperspectral imaging

文献类型：期刊论文

作者Hao, Min4,5; Zhang, Huiling3; Liu, Guangyuan4,5; Gokhale, Anu2; Xu, Ya1; Cai, Jing1; Xie, Desheng
刊名COMPUTERS & ELECTRICAL ENGINEERING
出版日期2022-10-01
卷号103页码:15
ISSN号0045-7906
关键词Facial analysis Happiness detection Hyperspectral imaging Spectral Reflectance Tissue oxygen saturation
DOI10.1016/j.compeleceng.2022.108332
英文摘要Hyperspectral imaging technology (HSI) can be used to remotely detect emotion levels in humans based on the tissue oxygen saturation (StO2) from their faces. Our prior research demonstrated some significant differences among the variations of StO2 in different facial regions of interest (ROIs) when the subjects are truly happy. Experiment is conducted for data collection with HSI where the subjects (a total of fifty participants, who rigidly conform to the research protocol) are required to show spontaneous emotions (calm, happy, and unhappy: angry). Based on the comprehensive analysis of musculoskeletal anatomy and facial action coding system (FACS), 19 ROIs have been determined. Consequently, a 19 dimensional StO2 vector is constructed as a feature input instead of employing the entire facial region. Lastly, experimental results through basic K-Nearest Neighbor (KNN) report an average accuracy rate of 83.32% when only considering fewer StO2 features. In addition, some experiments using other advanced machine learning methods also validate its effective recognition performance with facial StO2 as an affective indicator. Our findings demonstrate the possible practical feasibility of StO2 in happiness detection.
资助项目National Natural Science Foundation of China[61872301] ; National Natural Science Foundation of China[4112100917] ; Chongqing Key Laboratory of Non-linear Circuit and Intelligent Information Processing
WOS研究方向Computer Science ; Engineering
语种英语
出版者PERGAMON-ELSEVIER SCIENCE LTD
WOS记录号WOS:000865448600005
源URL[http://119.78.100.204/handle/2XEOYT63/19760]  
专题中国科学院计算技术研究所期刊论文
通讯作者Liu, Guangyuan
作者单位1.Suson Co Ltd, Suzhou, Sichuan, Peoples R China
2.Illinois State Univ, Dept Technol, Normal, IL 61790 USA
3.Chinese Acad Sci, Shenzhen Inst Adv Technol, Ctr High Performance Comp, Shenzhen 518055, Peoples R China
4.Chongqing Key Lab Nonlinear Circuit & Intelligent, Chongqing, Peoples R China
5.Southwest Univ, Coll Elect & Informat Engn, Chongqing 400715, Peoples R China
推荐引用方式
GB/T 7714		 Hao, Min,Zhang, Huiling,Liu, Guangyuan,et al. Happiness detection with facial physiological measurement from hyperspectral imaging[J]. COMPUTERS & ELECTRICAL ENGINEERING,2022,103:15.
APA Hao, Min.,Zhang, Huiling.,Liu, Guangyuan.,Gokhale, Anu.,Xu, Ya.,...&Xie, Desheng.(2022).Happiness detection with facial physiological measurement from hyperspectral imaging.COMPUTERS & ELECTRICAL ENGINEERING,103,15.
MLA Hao, Min,et al."Happiness detection with facial physiological measurement from hyperspectral imaging".COMPUTERS & ELECTRICAL ENGINEERING 103(2022):15.

入库方式： OAI收割

来源：计算技术研究所

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