DocumentCode
427877
Title
Concentration detection by eye movements: towards supporting a human
Author
Tateyama, Yoshisuke ; Matsumoto, Yosbio ; Kagami, Satoshi
Author_Institution
Digital Human Res. Center, Nat. Inst. of Adv. Ind. Sci. & Technol., Japan
Volume
2
fYear
2004
fDate
10-13 Oct. 2004
Firstpage
1544
Abstract
Machines like humanoids or personal computers are needed to assist humans. The tasks of humans become so complicated that machines need to act without detailed orders from humans. Eye movements provide very important information about a human. Many researchers have tried to measure accurate fixation points using an eye tracking system, from which they attempted to extract a human´s orders. With limited resources, it is impossible to calculate accurate fixation points while allowing natural head movement. The authors have attempted to separately analyze the change in face positions and change in direction of gaze without detecting fixation points. This eye tracking system requires 3 features: (1) detection of a face position change and eye movements, (2) wide measurement area to allow for natural head movement, (3) high sampling rate over 20 Hz for detection of saccades. The chosen eye tracking system is based on a stereo camera. To verify the ability to detect whether a human is concentrating or not, experimental measurement is made while a subject is doing several tasks. The results confirm the possibility of detecting a human´s state of attention.
Keywords
behavioural sciences computing; computer vision; eye; feature extraction; object detection; concentration detection; eye movement detection; eye tracking system; face position detection; iris detection; stereo camera; Area measurement; Computer vision; Data mining; Face detection; Humans; Magnetic heads; Microcomputers; Motion measurement; Position measurement; Tracking;
fLanguage
English
Publisher
ieee
Conference_Titel
Systems, Man and Cybernetics, 2004 IEEE International Conference on
ISSN
1062-922X
Print_ISBN
0-7803-8566-7
Type
conf
DOI
10.1109/ICSMC.2004.1399851
Filename
1399851
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