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Efficient PERCLOS and Gaze Measurement Methodologies to Estimate Driver Attention in Real Time

Authors: Sanka Darshana; Dileepa Fernando; Sadari Jayawardena; Sandareka Wickramanayake; Chathura DeSilva;

Efficient PERCLOS and Gaze Measurement Methodologies to Estimate Driver Attention in Real Time

Abstract

Drivers not being cautious enough is one of the major reasons for many of today's fatal road accidents. Drivers being fatigued or distracted have been identified as the main two reasons behind drivers losing their attention. PERCLOS and gaze estimation are two visual cue based parameters which can be used to estimate driver drowsiness and distraction respectively. This paper describes advanced and efficient methodologies for obtaining these two parameters. We use an infrared sensitive camera equipped with infrared LEDs in obtaining visual features of the driver. In PERCLOS estimation, for each frame, edge detected eye images are classified using a linear support vector machine. Exponentially smoothed vertical and horizontal movements of the pupils are taken into consideration in gaze estimation. The proposed methodology for eye state detection achieves real time recognition accuracy 83.64% whereas gaze estimation methodology achieves 80.5% accuracy.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
11
Average
Top 10%
Average
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