Non-contact measurement of mental stress via heart rate variability

Fei Chen, Lingqin Kong*, Yuejin Zhao, Liquan Dong, Ming Liu, Mei Hui

*此作品的通讯作者

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

Non-contact detection of mental stress based on physiological parameters has many potential application areas, such as measuring stress in athletic contest. Non-contact detection could measure mental stress without drawing the attention of subjects. And compared with questionnaire survey, mental stress measurement based on physiological parameters is more objective. In this paper, we introduced a non-contact method to measure mental stress via heart rate variability (HRV). We conducted an experiment with 29 participants at rest and under stress. And a mental arithmetic test was employed to induce stress. To extract HRV, we recorded videos on subjects’ faces by a color CCD camera. HRV was extracted from these videos by imaging photoplethysmography (IPPG). The results showed that HRV was significantly different between normal and stressed conditions. Then we performed significance test and independence test to select the features which could be used in mental stress measurement. Finally, nine features were used to measure mental stress. In order to establish a stress measurement model, support vector machines (SVM) was used to establish a binary classifier for stress detection and the accuracy of the model was 78.2%. Compared with other methods, our method took non-linear features of HRV into consideration. The method we proposed supports the application of non-contact mental stress detection.

源语言英语
主期刊名Applications of Digital Image Processing XLIII
编辑Andrew G. Tescher, Touradj Ebrahimi
出版商SPIE
ISBN(电子版)9781510638266
DOI
出版状态已出版 - 2020
活动Applications of Digital Image Processing XLIII 2020 - Virtual, Online, 美国
期限: 24 8月 20204 9月 2020

出版系列

姓名Proceedings of SPIE - The International Society for Optical Engineering
11510
ISSN(印刷版)0277-786X
ISSN(电子版)1996-756X

会议

会议Applications of Digital Image Processing XLIII 2020
国家/地区美国
Virtual, Online
时期24/08/204/09/20

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