TY - JOUR
T1 - Classification of gaze preference decision for human-machine interaction using eye tracking device
AU - Shimizu, Sota
AU - Tanzawa, Yoshiaki
AU - Hashizume, Takumi
PY - 2012/1/1
Y1 - 2012/1/1
N2 - This paper aims at classifying a gaze preference decision made taking individual difference into account. A proposed method focuses on a likelihood of a chosen face to the subject’s eye movement data measured by an eye tracking device and classifies the decision using an inferential statistical theory. A system is designed as changing displayed visual stimuli flexibly using the measured eye movement data as an image switcher. In order to discuss the proposed method, experiments using the image switcher are done. Two conditions are compared in experiments, i.e., one is when two faces are displayed side by side statically, and the other is when the face the subject tries to look at disappears dynamically. Thus, the proposed classification method is enhanced by discussing interesting results of the visual-psychophysical experiments, to supplement and progress the gaze cascade effect, which is a well known hypothesis of a psychophysical experiment.
AB - This paper aims at classifying a gaze preference decision made taking individual difference into account. A proposed method focuses on a likelihood of a chosen face to the subject’s eye movement data measured by an eye tracking device and classifies the decision using an inferential statistical theory. A system is designed as changing displayed visual stimuli flexibly using the measured eye movement data as an image switcher. In order to discuss the proposed method, experiments using the image switcher are done. Two conditions are compared in experiments, i.e., one is when two faces are displayed side by side statically, and the other is when the face the subject tries to look at disappears dynamically. Thus, the proposed classification method is enhanced by discussing interesting results of the visual-psychophysical experiments, to supplement and progress the gaze cascade effect, which is a well known hypothesis of a psychophysical experiment.
KW - classification
KW - eye-tracking device
KW - gaze preference decision-making
KW - image switcher
KW - inferential statistics
KW - visual-psychophysics, gaze cascade effect
UR - http://www.scopus.com/inward/record.url?scp=84887953844&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84887953844&partnerID=8YFLogxK
U2 - 10.1504/IJMA.2012.048183
DO - 10.1504/IJMA.2012.048183
M3 - Article
AN - SCOPUS:84887953844
SN - 2045-1059
VL - 2
SP - 75
EP - 82
JO - International Journal of Mechatronics and Automation
JF - International Journal of Mechatronics and Automation
IS - 2
ER -