Title :
Estimation of Saccadic Ratio from eye image sequences to detect human alertness
Author :
Gupta, Swastik ; Routray, A.
Author_Institution :
Dept. of Electr. Eng., NIT Rourkela, Rourkela, India
Abstract :
Saccadic Ratio (SR), a ratio between Peak Saccadic Velocity and the Saccadic Duration, exhibits correlation with human alertness. A simple non-linear model of horizontal saccade with input as the position of pupil center relative to the corners is proposed. The relative position of pupil center is initially determined using recently developed method based on horizontal, and vertical form factors and edge detection method based on local form factor. An Extended Kalman filter based algorithm has been developed to estimate the saccadic velocity and the saccadic ratio from this initial information for eye image video database captured with a speed higher than 60 fps. A Kalman filter based technique is also applied on the same database and the results are compared with that of the proposed method. Correlation of SR with a questionnaire based alertness assessment index is investigated. The experimental results indicate that the estimated SR by the proposed method is highly correlated with state of human alertness.
Keywords :
Kalman filters; cognition; edge detection; eye; image sequences; nonlinear filters; video signal processing; SR correlation; edge detection method; extended Kalman filter-based algorithm; eye image sequences; eye image video database; horizontal form factor; horizontal saccade nonlinear model; human alertness detection; local form factor; peak saccadic velocity estimation; pupil center position; questionnaire-based alertness assessment index; saccadic duration; saccadic ratio estimation; vertical form factor; Cameras; Estimation; Feature extraction; Image edge detection; Kalman filters; Measurement uncertainty; Vehicles; Extended Kalman Filter; Form Factor; Horizontal Saccade; Human Alertness;
Conference_Titel :
Intelligent Human Computer Interaction (IHCI), 2012 4th International Conference on
Conference_Location :
Kharagpur
Print_ISBN :
978-1-4673-4367-1
DOI :
10.1109/IHCI.2012.6481782