Title :
An investigation of pupil-based cognitive load measurement with low cost infrared webcam under light reflex interference
Author :
Siyuan Chen ; Epps, Julien ; Fang Chen
Author_Institution :
Sch. of Electr. Eng. & Telecommun., Univ. of New South Wales, Sydney, NSW, Australia
Abstract :
Using the task-evoked pupillary response (TEPR) to index cognitive load can contribute significantly to the assessment of memory function and cognitive skills in patients. However, the measurement of pupillary response is currently limited to a well-controlled lab environment due to light reflex and also relies heavily on expensive video-based eye trackers. Furthermore, commercial eye trackers are usually dedicated to gaze direction measurement, and their calibration procedure and computing resource are largely redundant for pupil-based cognitive load measurement (PCLM). In this study, we investigate the validity of cognitive load measurement with (i) pupil light reflex in a less controlled luminance background; (ii) a low-cost infrared (IR) webcam for the TEPR in a controlled luminance background. ANOVA results show that with an appropriate baseline selection and subtraction, the light reflex is significantly reduced, suggesting the possibility of less constrained practical applications of PCLM. Compared with the TEPR from a commercial remote eye tracker, a low-cost IR webcam achieved a similar TEPR pattern and no significant difference was found between the two devices in terms of cognitive load measurement across five induced load levels.
Keywords :
biomedical optical imaging; calibration; cognition; eye; infrared imaging; ANOVA results; PCLM method; calibration procedure; cognitive skills; commercial remote eye tracker; computing resource; gaze direction measurement; light reflex interference; low cost infrared webcam; memory function; pupil based cognitive load measurement; task evoked pupillary response; video based eye trackers; Analysis of variance; Atmospheric measurements; Biomedical measurement; Calibration; Particle measurements; Size measurement; Webcams;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2013 35th Annual International Conference of the IEEE
Conference_Location :
Osaka
DOI :
10.1109/EMBC.2013.6610222