TY - JOUR
T1 - 融合心率变异性与表情的非接触心理压力检测
AU - Kong, Lingqin
AU - Chen, Fei
AU - Zhao, Yuejin
AU - Dong, Liquan
AU - Liu, Ming
AU - Hui, Mei
N1 - Publisher Copyright:
© 2021, Chinese Lasers Press. All right reserved.
PY - 2021/2/10
Y1 - 2021/2/10
N2 - In order to solve the problems of subjective, low accuracy and cannot be used for continuous monitoring of existing psychological stress detection methods, a non-contact psychological stress detection method combining heart rate variability (HRV) and facial expression is proposed in this work. The method extracts HRV information from video images by image photoplethysmography technology, and obtains facial expressions by establishing expression recognition model through VGG19 network. HRV and facial expressions are used as feature inputs, and support vector machine is used for training classification to realize the detection of stress state and non-stress state. Experimental results show that the stress classification accuracy of the method can reach 81.4%, which can effectively improve the accuracy of mental stress detection. The method can be applied to psychological testing of ordinary people, athletes, criminals, and other fields.
AB - In order to solve the problems of subjective, low accuracy and cannot be used for continuous monitoring of existing psychological stress detection methods, a non-contact psychological stress detection method combining heart rate variability (HRV) and facial expression is proposed in this work. The method extracts HRV information from video images by image photoplethysmography technology, and obtains facial expressions by establishing expression recognition model through VGG19 network. HRV and facial expressions are used as feature inputs, and support vector machine is used for training classification to realize the detection of stress state and non-stress state. Experimental results show that the stress classification accuracy of the method can reach 81.4%, which can effectively improve the accuracy of mental stress detection. The method can be applied to psychological testing of ordinary people, athletes, criminals, and other fields.
KW - Facial expressions
KW - Heart rate variability
KW - Image analysis
KW - Image processing
KW - Psychological stress detection
UR - http://www.scopus.com/inward/record.url?scp=85103173166&partnerID=8YFLogxK
U2 - 10.3788/AOS202141.0310003
DO - 10.3788/AOS202141.0310003
M3 - 文章
AN - SCOPUS:85103173166
SN - 0253-2239
VL - 41
JO - Guangxue Xuebao/Acta Optica Sinica
JF - Guangxue Xuebao/Acta Optica Sinica
IS - 3
M1 - 0310003
ER -