Paper Info
Title
Analysis of peripheral vehicular behavior in driver's gaze transition: Differences between driver's neutral and cognitive distraction states
Abstract
To support safe driving, numerous methods have been proposed for detecting distractions based on the measurements of a driver's gaze. These methods empirically focused on certain driving contexts, and analyzed gaze behavior under particular peripheral vehicular conditions; therefore, numerous driving situations were not considered. To address this problem, we propose a data-driven approach that analyzes peripheral vehicular behaviors during gaze transitions of drivers, to compare their neutral driving state with a cognitive distraction state. The analysis results show that drivers, under the neutral conditions, turned their gaze to peripheral vehicles to be focused on; however, they did not do this consistently under the distracted conditions. In addition, we propose a simple classifier to discriminate between the distracted and the neutral states by analyzing peripheral vehicular behavior. The proposed classifier can manage various situations, and provide high discrimination accuracy, by focusing on gaze transitions from the front view toward other directions.
Year
DOI
Venue
2014
10.1109/ITSC.2014.6957813
ITSC
Keywords
Field
DocType
behavioural sciences computing,driver information systems,gaze tracking,cognitive distraction state,data-driven approach,driver gaze transition,driving context,neutral driving state,peripheral vehicular behavior,behavior,peripheral vision,eye movements,cognition
Distraction,Driving safety,Computer vision,Monitoring system,Gaze,Simulation,Advanced driver assistance systems,Peripheral vision,Eye movement,Artificial intelligence,Engineering,Cognition
Conference
Citations 
PageRank 
References 
1
0.37
2
Authors
5
Name
Order
Citations
PageRank
Takatsugu Hirayama110728.14
shintaro sato210.37
Kenji Mase31066308.34
Chiyomi Miyajima434545.71
Kazuya Takeda51301195.60