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Driving is a routine activity for many, but it is far from simple.
Topography of the layer of the rods and cones in the human retima
G. Osterberg · 1935
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The effect of automobile driving on the reactions of the driver
A. Ryan and M. Warner · 1936
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A theoretical field-analysis of automobile-driving
J. J. Gibson and L. E. Crooks · 1938
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The effect of alcohol on driving skill
H. Newman and E. Fletcher · 1940
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Discussion on the visual problems of night driving
L. Savin and H. Weston · 1957
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The restriction of peripheral vision during exposure to hot and humid conditions
A. Bursill · 1958
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Age differences in short-term retention of rapidly changing information
W. K. Kirchner · 1958
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Electronic pupillography: a new instrument and some clinical applications
O. Lowenstein and I. E. Loewenfeld · 1958
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Seeing for night driving
O. W. Richards · 1960
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Experimental isolation of the driver’s visual input
D. A. Gordon · 1966
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Pupil diameter and load on memory
D. Kahneman and J. Beatty · 1966
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Pupillary responses in a pitch-discrimination task
D. Kahnemann and J. Beatty · 1967
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The attentional demand of automobile driving
J. W. Senders, A. Kristofferson, W. Levison, C. Dietrich, J. Ward, et al · 1967
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Eye movements during perception of complex objects
A. L. Yarbus · 1967
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Driver eye-movement patterns under conditions of prolonged driving and sleep deprivation
N. A. Kaluger and G. Smith Jr · 1969
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Driver’s Eye Movements as a Function of Driving Experience
J. K. Zell · 1969
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Visual information seeking of novice drivers
R. R. Mourant and T. H. Rockwell · 1970
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Visual requirements in night driving
T. H. Rockwell, R. L. Ernst, and M. J. Rulon · 1970
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Some aspects of the selective process in the functional visual field
A. F. Sanders · 1970
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Strategies of visual search by novice and experienced drivers
R. R. Mourant and T. H. Rockwell · 1972
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Quantification of sleepiness: a new approach
E. Hoddes, V. Zarcone, H. Smythe, R. Phillips, and W. C. Dement · 1973
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Vision, visibility, and perception in driving
B. L. Hills · 1980
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A feature-integration theory of attention
A. M. Treisman and G. Gelade · 1980
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Visual routines
S. Ullman · 1984
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Contrast discrimination in peripheral vision
G. E. Legge and D. Kersten · 1987
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Age and visual search: Expanding the useful field of view
K. K. Ball, B. L. Beard, D. L. Roenker, R. L. Miller, and D. S. Griggs · 1988
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The aging driver medicine, policy, and ethics
D. B. Reuben, R. A. Silliman, and M. Traines · 1988
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Subjective and objective sleepiness in the active individual
T. Åkerstedt and M. Gillberg · 1990
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Focused attention in three-dimensional space
G. J. Andersen · 1990
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Human photoreceptor topography
C. A. Curcio, K. R. Sloan, R. E. Kalina, and A. E. Hendrickson · 1990
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Identifying correlates of accident involvement for the older driver
K. Ball and C. Owsley · 1991
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Peripheral spatial vision: Limits imposed by optics, photoreceptors, and receptor pooling
M. S. Banks, A. B. Sekuler, and S. J. Anderson · 1991
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The older driver
P. F. Waller · 1991
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Model-based object pose in 25 lines of code
D. F. DeMenthon and L. S. Davis · 1992
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The role of central and peripheral vision in perceiving the direction of self-motion
W. H. Warren and K. J. Kurtz · 1992
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An overview of the older driver
S. M. Retchin and J. Anapolle · 1993
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Motivating the focus of attention
D. Derryberry and D. M. Tucker · 1994
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Where we look when we steer
M. F. Land and D. N. Lee · 1994
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Research on vehicle-based driver status/performance monitoring; development, validation, and refinement of algorithms for detection of driver drowsiness. Final report
W. W. Wierwille, S. Wreggit, C. Kirn, L. Ellsworth, and R. Fairbanks · 1994
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The information that drivers use: is it indeed 90% visual?
M. Sivak · 1996
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Maintaining lane position with peripheral vision during in-vehicle tasks
H. Summala, T. Nieminen, and M. Punto · 1996
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Visual search of driving situations: Danger and experience
P. R. Chapman and G. Underwood · 1998
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PERCLOS: A valid psychophysiological measure of alertness as assessed by psychomotor vigilance. FHWA-MCRT-98-006
D. F. Dinges and R. Grace · 1998
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Real-time foveated multiresolution system for low-bandwidth video communication
W. S. Geisler and J. S. Perry · 1998
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A model of saliency-based visual attention for rapid scene analysis
L. Itti, C. Koch, and E. Niebur · 1998
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Visual processing impairment and risk of motor vehicle crash among older adults
C. Owsley, K. Ball, G. McGwin Jr, M. E. Sloane, D. L. Roenker, M. F. White, and E. T. Overley · 1998
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Visual routines for autonomous driving
G. Salgian and D. H. Ballard · 1998
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Visual routines for vehicle control
G. Salgian and D. H. Ballard · 1998
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Driving experience and perception of the lead car’s braking when looking at in-car targets
H. Summala, D. Lamble, and M. Laakso · 1998
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Control of visual attention
S. Yantis · 1998
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Driving experience and the functional field of view
D. Crundall, G. Underwood, and P. Chapman · 1999
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Measuring distraction: the peripheral detection task
M. Martens and W. Van Winsum · 2000
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Effects of verbal and spatial-imagery tasks on eye fixations while driving
M. A. Recarte and L. M. Nunes · 2000
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Why you should look where you are going
J. P. Wann and D. K. Swapp · 2000
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TORCS, The open racing car simulator
B. Wymann, E. Espié, C. Guionneau, C. Dimitrakakis, R. Coulom, and A. Sumner · 2000
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Computational modelling of visual attention
L. Itti and C. Koch · 2001
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Robust real-time object detection
P. Viola, M. Jones, et al · 2001
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Pilot task management: Testing an attentional expected value model of visual scanning
C. D. Wickens, J. Helleberg, J. Goh, X. Xu, and W. J. Horrey · 2001
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Attending to the peripheral world while driving
D. Crundall, G. Underwood, and P. Chapman · 2002
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Towards an express-diagnostics for level of processing and hazard perception
B. M. Velichkovsky, A. Rothert, M. Kopf, S. M. Dornhöfer, and M. Joos · 2002
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Visual memory and motor planning in a natural task
M. M. Hayhoe, A. Shrivastava, R. Mruczek, and J. B. Pelz · 2003
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Mental workload while driving: effects on visual search, discrimination, and decision making
M. A. Recarte and L. M. Nunes · 2003
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Eye movements for reward maximization
N. Sprague and D. Ballard · 2003
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Driving experience, attentional focusing, and the recall of recently inspected events
G. Underwood, P. Chapman, Z. Berger, and D. Crundall · 2003
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An integrated theory of the mind
J. R. Anderson, D. Bothell, M. D. Byrne, S. Douglass, C. Lebiere, and Y. Qin · 2004
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Influence of age, speed and duration of monotonous driving task in traffic on the driver’s useful visual field
J. Rogé, T. Pébayle, E. Lambilliotte, F. Spitzenstetter, D. Giselbrecht, and A. Muzet · 2004
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Sex differences in attitudes toward driving: A survey
J. Bergdahl · 2005
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Cumulative meta-analysis of the relationship between useful field of view and driving performance in older adults: Current and future implications
O. J. Clay, V. G. Wadley, J. D. Edwards, D. L. Roth, D. L. Roenker, and K. K. Ball · 2005
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Eye movements in natural behavior
M. Hayhoe and D. Ballard · 2005
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An overview of the 100-Car naturalistic study and findings
V. L. Neale, T. A. Dingus, S. G. Klauer, J. Sudweeks, and M. Goodman · 2005
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Fatigue, sleep restriction and driving performance
P. Philip, P. Sagaspe, N. Moore, J. Taillard, A. Charles, C. Guilleminault, and B. Bioulac · 2005
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Change blindness
R. A. Rensink · 2005
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Sensitivity of eye-movement measures to in-vehicle task difficulty
T. W. Victor, J. L. Harbluk, and J. A. Engström · 2005
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Rare items often missed in visual searches
J. M. Wolfe, T. S. Horowitz, and N. M. Kenner · 2005
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Can high-risk older drivers be identified through performance-based measures in a department of motor vehicles setting?
K. K. Ball, D. L. Roenker, V. G. Wadley, J. D. Edwards, D. L. Roth, G. McGwin Jr, R. Raleigh, J. J. Joyce, G. M. Cissell, and T. Dube · 2006
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The 100-car naturalistic driving study, Phase II-results of the 100-car field experiment
T. A. Dingus, S. G. Klauer, V. L. Neale, A. Petersen, S. E. Lee, J. Sudweeks, M. A. Perez, J. Hankey, D. Ramsey, S. Gupta, et al · 2006
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Modeling drivers’ visual attention allocation while interacting with in-vehicle technologies
W. J. Horrey, C. D. Wickens, and K. P. Consalus · 2006
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The impact of driver inattention on near-crash/crash risk: An analysis using the 100-car naturalistic driving study data
S. G. Klauer, T. A. Dingus, V. L. Neale, J. D. Sudweeks, D. J. Ramsey, et al · 2006
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Road departure crash warning system field operational test: methodology and results
D. LeBlanc · 2006
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Do familiarity and expectations change perception? drivers’ glances and response to changes
M. H. Martens and M. R. Fox · 2007
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Eye movement patterns for novice teen drivers: does 6 months of driving experience make a difference?
E. C. Olsen, S. E. Lee, and B. G. Simons-Morton · 2007
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Modeling embodied visual behaviors
N. Sprague, D. Ballard, and A. Robinson · 2007
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Driver distraction: A review of the literature
K. Young, M. Regan, and M. Hammer · 2007
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The relation between driving experience and recognition of road signs relative to their locations
A. Borowsky, D. Shinar, and Y. Parmet · 2008
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Perception and appraisal of approaching motorcycles at junctions
D. Crundall, K. Humphrey, and D. Clarke · 2008
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Saccades and microsaccades during visual fixation, exploration, and search: foundations for a common saccadic generator
J. Otero-Millan, X. G. Troncoso, S. L. Macknik, I. Serrano-Pedraza, and S. Martinez-Conde · 2008
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Threaded cognition: An integrated theory of concurrent multitasking
D. D. Salvucci and N. A. Taatgen · 2008
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Modelling the role of task in the control of gaze
D. H. Ballard and M. M. Hayhoe · 2009
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Color perception in the intermediate periphery of the visual field
T. Hansen, L. Pracejus, and K. R. Gegenfurtner · 2009
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Useful visual field at a homogeneous background for old and young subjects
N. Itoh, K. Sagawa, and Y. Fukunaga · 2009
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Dlib-ml: A machine learning toolkit
D. E. King · 2009
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RUSBoost: A hybrid approach to alleviating class imbalance
C. Seiffert, T. M. Khoshgoftaar, J. Van Hulse, and A. Napolitano · 2009
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Capturing the serial nature of older drivers’ responses towards challenging events: A simulator study
A. Bélanger, S. Gagnon, and S. Yamin · 2010
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Changes in extent of spatial attention with increased workload in dual-task driving
Z. Bian, J. J. Kang, and G. J. Andersen · 2010
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Age, skill, and hazard perception in driving
A. Borowsky, D. Shinar, and T. Oron-Gilad · 2010
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Phoning while driving I: A review of epidemiological, psychological, behavioural and physiological studies
C. Collet, A. Guillot, and C. Petit · 2010
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Phoning while driving II: A review of driving conditions influence
C. Collet, A. Guillot, and C. Petit · 2010
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Differences in off-road glances: Effects on young drivers’ performance
B. Donmez, L. N. Boyle, and J. D. Lee · 2010
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Camera-based drowsiness reference for driver state classification under real driving conditions
F. Friedrichs and B. Yang · 2010
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The development of hazard perception: Dissociation of visual orientation and hazard processing
L. Huestegge, E.-M. Skottke, S. Anders, J. Müsseler, and G. Debus · 2010
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Studying driver attention and behaviour for three configurations of gps navigation in real traffic driving
B. S. Jensen, M. B. Skov, and N. Thiruravichandran · 2010
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An analysis of driver inattention using a case-crossover approach on 100-Car data
S. G. Klauer, F. Guo, J. Sudweeks, and T. A. Dingus · 2010
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Driver’s visual attention as a function of driving experience and visibility. using a driving simulator to explore drivers’ eye movements in day, night and rain driving
P. Konstantopoulos, P. Chapman, and D. Crundall · 2010
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Vision and driving
C. Owsley and G. McGwin Jr · 2010
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Learning pre-attentive driving behaviour from holistic visual features
N. Pugeault and R. Bowden · 2010
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The impact of systematic variation of cognitive demand on drivers’ visual attention across multiple age groups
B. Reimer, B. Mehler, Y. Wang, and J. F. Coughlin · 2010
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Hazard perception as a function of target location and the field of view
A. Shahar, C. F. Alberti, D. Clarke, and D. Crundall · 2010
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Visual strategies used for time-to-arrival judgments in driving
E. M. Van Loon, F. Khashawi, and G. Underwood · 2010
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The blind date: The effects of change blindness, passenger conversation and gender on looked-but-failed-to-see (LBFTS) errors
C. B. White and J. K. Caird · 2010
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A new real-time eye tracking based on nonlinear unscented kalman filter for monitoring driver fatigue
Z. Zhang and J. Zhang · 2010
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Limits of spatial attention in three-dimensional space and dual-task driving performance
G. J. Andersen, R. Ni, Z. Bian, and J. Kang · 2011
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Computational modeling of top-down visual attention in interactive environments
A. Borji, D. N. Sihite, and L. Itti · 2011
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Emotionally involving telephone conversations lead to driver error and visual tunnelling
G. F. Briggs, G. J. Hole, and M. F. Land · 2011
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Twelve practical and useful questions about driving simulation
J. K. Caird and W. J. Horrey · 2011
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Cortical Magnification
R. A. Cohen · 2011
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Effects of advertising billboards during simulated driving
J. Edquist, T. Horberry, S. Hosking, and I. Johnston · 2011
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Driver drowsiness detection system under infrared illumination for an intelligent vehicle
M. J. Flores, J. M. Armingol, and A. de la Escalera · 2011
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Eye tracking: A comprehensive guide to methods and measures
K. Holmqvist, M. Nyström, R. Andersson, R. Dewhurst, H. Jarodzka, and J. Van de Weijer · 2011
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Change blindness and inattentional blindness
M. S. Jensen, R. Yao, W. N. Street, and D. J. Simons · 2011
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Vision-based method for detecting driver drowsiness and distraction in driver monitoring system
J. Jo, S. J. Lee, J. Kim, H. G. Jung, and K. R. Park · 2011
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Real-time gaze estimator based on driver’s head orientation for forward collision warning system
S. J. Lee, J. Jo, H. G. Jung, K. R. Park, and J. Kim · 2011
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The Oxford handbook of eye movements
S. Liversedge, I. Gilchrist, and S. Everling · 2011
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Attention during visual secondary tasks in driving: Adaptation to the demands of the driving task
B. Metz, N. Schömig, and H.-P. Krüger · 2011
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Driver performance while text messaging using handheld and in-vehicle systems
J. M. Owens, S. B. McLaughlin, and J. Sudweeks · 2011
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Driver distraction and driver inattention: Definition, relationship and taxonomy
M. A. Regan, C. Hallett, and C. P. Gordon · 2011
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Age and gender differences in risky driving: The roles of positive affect and risk perception
N. Rhodes and K. Pivik · 2011
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Assessing error recognition in automated driving
W. Spiessl and H. Hussmann · 2011
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Peripheral vision and pattern recognition: A review
H. Strasburger, I. Rentschler, and M. Jüttner · 2011
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Eye guidance in natural vision: Reinterpreting salience
B. W. Tatler, M. M. Hayhoe, M. F. Land, and D. H. Ballard · 2011
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Long term effects of hazard anticipation training on novice drivers measured on the open road
T. G. Taylor, K. M. Masserang, A. K. Pradhan, G. Divekar, S. Samuel, J. W. Muttart, A. Pollatsek, and D. L. Fisher · 2011
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PERCLOS: An alertness measure of the past
U. Trutschel, B. Sirois, D. Sommer, M. Golz, and D. Edwards · 2011
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A computational perspective on visual attention
J. K. Tsotsos · 2011
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Decisions about objects in real-world scenes are influenced by visual saliency before and during their inspection
G. Underwood, K. Humphrey, and E. Van Loon · 2011
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Do crashes and near crashes in simulator-based training enhance novice drivers’ visual search for latent hazards?
W. Vlakveld, M. R. Romoser, H. Mehranian, F. Diete, A. Pollatsek, and D. L. Fisher · 2011
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Visual crowding: A fundamental limit on conscious perception and object recognition
D. Whitney and D. M. Levi · 2011
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Online driver distraction detection using long short-term memory
M. Wollmer, C. Blaschke, T. Schindl, B. Schuller, B. Farber, S. Mayer, and B. Trefflich · 2011
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ISO/TS 14198 (11.2012). Road vehicles-Ergonomic aspects of transport information and control systems-Calibration tasks for methods which assess driver demand due to the use of in-vehicle systems: ISO International Organization for Standardization
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Top-down versus bottom-up attentional control: A failed theoretical dichotomy
E. Awh, A. V. Belopolsky, and J. Theeuwes · 2012
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Probabilistic learning of task-specific visual attention
A. Borji, D. N. Sihite, and L. Itti · 2012
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Drivers’ perception of vulnerable road users: A hazard perception approach
A. Borowsky, T. Oron-Gilad, A. Meir, and Y. Parmet · 2012
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Some hazards are more attractive than others: Drivers of varying experience respond differently to different types of hazard
D. Crundall, P. Chapman, S. Trawley, L. Collins, E. Van Loon, B. Andrews, and G. Underwood · 2012
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Why do car drivers fail to give way to motorcycles at t-junctions?
D. Crundall, E. Crundall, D. Clarke, and A. Shahar · 2012
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Effect of external distractions: Behavior and vehicle control of novice and experienced drivers evaluated
G. Divekar, A. K. Pradhan, A. Pollatsek, and D. L. Fisher · 2012
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Are we ready for autonomous driving? the kitti vision benchmark suite
A. Geiger, P. Lenz, and R. Urtasun · 2012
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Are we ready for Autonomous Driving? The KITTI Vision Benchmark Suite
A. Geiger, P. Lenz, and R. Urtasun · 2012
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Detection of driver distraction based on temporal relationship between eye-gaze and peripheral vehicle behavior
T. Hirayama, K. Mase, and K. Takeda · 2012
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Memory-guided attention: Control from multiple memory systems
J. B. Hutchinson and N. B. Turk-Browne · 2012
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Gaze fixation system for the evaluation of driver distractions induced by ivis
P. Jiménez, L. M. Bergasa, J. Nuevo, N. Hernández, and I. G. Daza · 2012
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Driver performance effects of simultaneous visual and cognitive distraction and adaptation behavior
D. B. Kaber, Y. Liang, Y. Zhang, M. L. Rogers, and S. Gangakhedkar · 2012
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European large-scale field operational tests on in-vehicle systems: Deliverable D11. 3
C. Kessler, A. Etemad, G. Alessendretti, K. Heinig, B. R. Selpi, A. Cserpinszky, W. Hagleitner, and M. Benmimoun · 2012
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Efficacy and usage patterns for three types of rearview camera displays during backing up
R. Kim, R. Rauschenberger, G. Heckman, D. Young, and R. Lange · 2012
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Scrolling and driving: How an mp3 player and its aftermarket controller affect driving performance and visual behavior
J. D. Lee, S. C. Roberts, J. D. Hoffman, and L. S. Angell · 2012
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How dangerous is looking away from the road? algorithms predict crash risk from glance patterns in naturalistic driving
Y. Liang, J. D. Lee, and L. Yekhshatyan · 2012
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Where we look when we drive with or without active steering wheel control
F. Mars and J. Navarro · 2012
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Measuring driver awareness based on correlation between gaze behavior and risks of surrounding vehicles
M. Mori, C. Miyajima, P. Angkititrakul, T. Hirayama, Y. Li, N. Kitaoka, and K. Takeda · 2012
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Effect of driving experience on visual behavior and driving performance under different driving conditions
L. B. Nabatilan, F. Aghazadeh, A. D. Nimbarte, C. C. Harvey, and S. K. Chowdhury · 2012
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Gaze guidance reduces the number of collisions with pedestrians in a driving simulator
L. Pomarjanschi, M. Dorr, and E. Barth · 2012
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A field study on the impact of variations in short-term memory demands on drivers’ visual attention and driving performance across three age groups
B. Reimer, B. Mehler, Y. Wang, and J. F. Coughlin · 2012
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Rethinking the role of top-down attention in vision: Effects attributable to a lossy representation in peripheral vision
R. Rosenholtz, J. Huang, and K. A. Ehinger · 2012
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The role of uncertainty and reward on eye movements in a virtual driving task
B. T. Sullivan, L. Johnson, C. A. Rothkopf, D. Ballard, and M. Hayhoe · 2012
Cited alongside, same era.
Speed change detection in foveal and peripheral vision
A. Traschütz, W. Zinke, and D. Wegener · 2012
Cited alongside, same era.
What does the driver look at? the influence of intersection characteristics on attention allocation and driving behavior
J. Werneke and M. Vollrath · 2012
Cited alongside, same era.
Changes in the correlation between eye and steering movements indicate driver distraction
L. Yekhshatyan and J. D. Lee · 2012
Cited alongside, same era.
Examining the relationship between driver distraction and driving errors: A discussion of theory, studies and methods
K. L. Young and P. M. Salmon · 2012
Cited alongside, same era.
Is take-over time all that matters? The impact of visual-cognitive load on driver take-over quality after conditionally automated driving
K. Zeeb, A. Buchner, and M. Schrauf · 2016
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Changes in glance behaviour when using a visual eco-driving system–A field study
C. Ahlstrom and K. Kircher · 2017
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Change detection in urban and rural driving scenes: Effects of target type and safety relevance on change blindness
V. Beanland, A. J. Filtness, and R. Jeans · 2017
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Explaining how a deep neural network trained with end-to-end learning steers a car
M. Bojarski, P. Yeres, A. Choromanska, K. Choromanski, B. Firner, L. Jackel, and U. Muller · 2017
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Age differences in the takeover of vehicle control and engagement in non-driving-related activities in simulated driving with conditional automation
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R. Young · 2012
Cited alongside, same era.
A gaze-based driver distraction warning system and its effect on visual behavior
C. Ahlstrom, K. Kircher, and A. Kircher · 2013
Cited alongside, same era.
Explanatory Material About the Definition of a Task Used in NHTSA’s Driver Distraction Guidelines, and Task Examples
L. Angell, M. Perez, and W. R. Garrott · 2013
Cited alongside, same era.
Seen and missed traffic objects: A traffic object-specific awareness estimation
T. Bär, D. Linke, D. Nienhüser, and J. M. Zöllner · 2013
Cited alongside, same era.
Leftward attentional bias in a simulated driving task
S. Benedetto, M. Pedrotti, R. Bremond, and T. Baccino · 2013
Cited alongside, same era.
What/where to look next? Modeling top-down visual attention in complex interactive environments
A. Borji, D. N. Sihite, and L. Itti · 2013
Cited alongside, same era.
Exploring the effects of driving experience on hazard awareness and risk perception via real-time hazard identification, hazard classification, and rating tasks
A. Borowsky and T. Oron-Gilad · 2013
Cited alongside, same era.
H. Clark and J. Feng · 2017
Later among the works it cites.
Driver distraction and inattention in the realm of automated driving
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Later among the works it cites.
The effect of leftward bias on visual attention for driving tasks
X. Zheng, Y. Yang, S. Easa, W. Lin, and E. Cherchi · 2020
Later among the works it cites.