Remote detection of mental workload changes using cardiac parameters assessed with a low-cost webcam

Archive ouverte

Bousefsaf, Frederic | Maaoui, Choubeila | Pruski, Alain

Edité par CCSD ; Elsevier -

International audience. We introduce a new framework for detecting mental workload changes using video frames obtained from a low-cost webcam. Image processing in addition to a continuous wavelet transform filtering method were developed and applied to remove major artifacts and trends on raw webcam photoplethysmographic signals. The measurements are performed on human faces. To induce stress, we have employed a computerized and interactive Stroop color word test on a set composed by twelve participants. The electrodermal activity of the participants was recorded and compared to the mental workload curve assessed by merging two parameters derived from the pulse rate variability and photoplethysmographic amplitude fluctuations, which reflect peripheral vasoconstriction changes. The results exhibit strong correlation between the two measurement techniques. This study offers further support for the applicability of mental workload detection by remote and low-cost means, providing an alternative to conventional contact techniques.

Suggestions

Du même auteur

iPPG 2 cPPG: Reconstructing contact from imaging photoplethysmographic signals using U-Net architectures

Archive ouverte | Bousefsaf, Frédéric | CCSD

International audience. Imaging photoplethysmography (iPPG) is an optical technique dedicated to the assessment of several vital functions using a simple camera. Signicant eorts have been made to reliably estimate h...

Remote estimation of pulse wave features related to arterial stiffness and blood pressure using a camera

Archive ouverte | Djeldjli, Djamaleddine | CCSD

International audience. Recent technological advances in the field of sensors, signal processing and image processing favor the development of new techniques for vital parameters monitoring such as imaging photoplet...

A Survey of Photoplethysmography and Imaging Photoplethysmography Quality Assessment Methods

Archive ouverte | Desquins, Théo | CCSD

International audience. Photoplethysmography is a method to visualize the variation in blood volume within tissues with light. The signal obtained has been used for the monitoring of patients, interpretation for dia...

Chargement des enrichissements...