Gaze Behavior When Approaching an Intersection: Dwell Time Distribution and Comparison with a Quantitative Prediction

Abstract The allocation of overt visual attention is investigated in a multi-task and dynamical situation: driving. The Expectancy–Value model of attention allocation stipulates that visual exploration depends on the expectancy and the value of the task-related information available in each Area Of Interest (AOI). We consider the approach to an intersection as a multi-task situation where two subtasks are involved: vehicle control and interactions with other drivers. Each of these subtasks is associated with some specific visual information present in the associated AOIs: the driver’s lane and the intersecting road at the intersection. An experiment was conducted in a driving simulator, coupled with a head-mounted eye-tracker. The intersecting road’s AOI’s Expectancy was manipulated with the traffic density, and its Value was manipulated with the priority rule before the intersection (stop, yield, and priority). The distribution of visual attention and the dynamics of visual exploration were analyzed on 20 participants, taking into account the dwell time in the AOIs associated to the driving subtasks, and the gaze transitions between the AOIs. The results suggest that visual attention to intersecting roads varied with the priority rule, and impacted the visual attention associated with the vehicle control subtask. In addition, a quantitative model was used to improve the understanding of the Expectancy and Value factors. The comparison of the data with the model’s predictions enables quantifying the observed differences between the experimental factors. Finally, the results associated with the traffic density are discussed in relation to the nature of the relevant information while approaching the intersection.

[1]  Eileen Kowler Eye movements: The past 25years , 2011, Vision Research.

[2]  G. Underwood,et al.  Eye fixation scanpaths of younger and older drivers in a hazard perception task , 2005, Ophthalmic & physiological optics : the journal of the British College of Ophthalmic Opticians.

[3]  T. Foulsham,et al.  The where, what and when of gaze allocation in the lab and the natural environment , 2011, Vision Research.

[4]  David N. Lee,et al.  Where we look when we steer , 1994, Nature.

[5]  David Crundall,et al.  VISUAL SEARCH WHILE DRIVING: SKILL AND AWARENESS DURING INSPECTION OF THE SCENE , 2002 .

[6]  Mark Vollrath,et al.  What does the driver look at? The influence of intersection characteristics on attention allocation and driving behavior. , 2012, Accident; analysis and prevention.

[7]  Christof Koch,et al.  A Model of Saliency-Based Visual Attention for Rapid Scene Analysis , 2009 .

[8]  K. Rumar The Role of Perceptual and Cognitive Filters in Observed Behavior , 1985 .

[9]  John A. Michon,et al.  A critical view of driver behavior models: What do we know , 1985 .

[10]  Mary M Hayhoe,et al.  Vision in the natural world. , 2011, Wiley interdisciplinary reviews. Cognitive science.

[11]  Dana H. Ballard,et al.  Eye Movements for Reward Maximization , 2003, NIPS.

[12]  P. Hancock,et al.  Influence of Approach Angle on Estimates of Time-To-Contact , 1996 .

[13]  Barry B. Lee,et al.  Temporal frequency and chromatic processing in humans: an fMRI study of the cortical visual areas. , 2011, Journal of vision.

[14]  L. Boyle,et al.  Age-related differences in visual scanning at median-divided highway intersections in rural areas. , 2009, Accident; analysis and prevention.

[15]  A. S. Al-Ghamdi Using logistic regression to estimate the influence of accident factors on accident severity. , 2002, Accident; analysis and prevention.

[16]  Peter A. Hancock,et al.  Time-to-Contact: More Than Tau Alone , 1997 .

[17]  Otto Lappi,et al.  Future path and tangent point models in the visual control of locomotion in curve driving. , 2014, Journal of vision.

[18]  C. E. SHANNON,et al.  A mathematical theory of communication , 1948, MOCO.

[19]  Michael Land,et al.  Which parts of the road guide steering? , 1995, Nature.

[20]  Edmund Donges,et al.  A Two-Level Model of Driver Steering Behavior , 1978 .

[21]  C. Gilbert,et al.  Perceptual learning and top-down influences in primary visual cortex , 2004, Nature Neuroscience.

[22]  Jaime R. Carbonell,et al.  A Queueing Model of Visual Sampling Experimental Validation , 1968 .

[23]  F. Hamker,et al.  About the influence of post-saccadic mechanisms for visual stability on peri-saccadic compression of object location. , 2008, Journal of vision.

[24]  Heikki Summala,et al.  Effect of driving experience on anticipatory look-ahead fixations in real curve driving. , 2014, Accident; analysis and prevention.

[25]  D. Ballard,et al.  Eye guidance in natural vision: reinterpreting salience. , 2011, Journal of vision.

[26]  Marcus Nyström,et al.  Semantic override of low-level features in image viewing - both initially and overall , 2008 .

[27]  V. Johnson Revised standards for statistical evidence , 2013, Proceedings of the National Academy of Sciences.

[28]  B L Cole,et al.  What attracts attention when driving? , 1986, Ergonomics.

[29]  J. Eccles,et al.  Motivational beliefs, values, and goals. , 2002, Annual review of psychology.

[30]  Jan-Louis Kruger,et al.  Attention distribution and cognitive load in a subtitled academic lecture: L1 vs. L2 , 2014 .

[31]  Thomas B. Sheridan,et al.  Dynamic Decisions and Work Load in Multitask Supervisory Control , 1980, IEEE Transactions on Systems, Man, and Cybernetics.

[32]  John W. Atkinson,et al.  Introduction: Motivation , 1964 .

[33]  Iain D. Gilchrist,et al.  Visual correlates of fixation selection: effects of scale and time , 2005, Vision Research.

[34]  Normand Teasdale,et al.  Mental workload when driving in a simulator: effects of age and driving complexity. , 2009, Accident; analysis and prevention.

[35]  Eric Rodgman,et al.  Driver's exposure to distractions in their natural driving environment. , 2005, Accident; analysis and prevention.

[36]  Dana H. Ballard,et al.  Modeling embodied visual behaviors , 2007, TAP.

[37]  Mary M Hayhoe,et al.  Task and context determine where you look. , 2016, Journal of vision.

[38]  Ali Borji,et al.  State-of-the-Art in Visual Attention Modeling , 2013, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[39]  H. Ross,et al.  Optic-Flow and Cognitive Factors in Time-to-Collision Estimates , 1983, Perception.

[40]  J. R. Carbonell A Queueing Model of Many-Instrument Visual Sampling , 1966 .

[41]  John W. Senders,et al.  A Re-Analysis of the Pilot Eye-Movement Data , 1966 .

[42]  P. Hancock,et al.  The Perception of Arrival Time for Different Oncoming Vehicles at an Intersection , 1994 .

[43]  George L. Malcolm,et al.  Searching in the dark: Cognitive relevance drives attention in real-world scenes , 2009, Psychonomic bulletin & review.

[44]  William J Horrey,et al.  Modeling drivers' visual attention allocation while interacting with in-vehicle technologies. , 2006, Journal of experimental psychology. Applied.

[45]  M. Goodale Transforming vision into action , 2011, Vision Research.

[46]  W. Edwards Behavioral decision theory. , 1961, Annual review of psychology.

[47]  T. B. Sheridan,et al.  Supervisory sampling and control: Sources of suboptimality in a prediction task , 1972 .

[48]  Dario D. Salvucci Modeling Driver Behavior in a Cognitive Architecture , 2006, Hum. Factors.

[49]  Thomas B. Sheridan,et al.  On How Often the Supervisor Should Sample , 1970, IEEE Trans. Syst. Sci. Cybern..

[50]  Jennifer Alexander,et al.  Factors influencing the probability of an incident at a junction: results from an interactive driving simulator. , 2002, Accident; analysis and prevention.

[51]  J. Todd,et al.  The effects of viewing angle, camera angle, and sign of surface curvature on the perception of three-dimensional shape from texture. , 2007, Journal of vision.

[52]  Thomas B. Sheridan,et al.  Monitoring Behavior and Supervisory Control , 1976 .

[53]  W. Geisler,et al.  Contributions of ideal observer theory to vision research , 2011, Vision Research.

[54]  Erik Reinhard,et al.  Perceptual evaluation of tone-reproduction operators using the Cornsweet--Craik--O'Brien illusion , 2008, TAP.

[55]  J R Treat,et al.  TRI-LEVEL STUDY OF THE CAUSES OF TRAFFIC ACCIDENTS. EXECUTIVE SUMMARY , 1979 .

[56]  Rob Gray,et al.  A Two-Point Visual Control Model of Steering , 2004, Perception.

[57]  Lars Åberg,et al.  Driver Behaviour in Intersections: Formal and Informal Traffic Rules , 2005 .

[58]  Paul M. Fitts,et al.  Eye movements of aircraft pilots during instrument-landing approaches. , 1950 .

[59]  C. Koch,et al.  Task-demands can immediately reverse the effects of sensory-driven saliency in complex visual stimuli. , 2008, Journal of vision.

[60]  John R. Anderson ACT: A simple theory of complex cognition. , 1996 .

[61]  Christopher D. Wickens,et al.  Attentional Models of Multitask Pilot Performance Using Advanced Display Technology , 2003, Hum. Factors.

[62]  Niels Taatgen,et al.  The Multitasking Mind , 2010, Oxford series on cognitive models and architectures.

[63]  B E Sabey,et al.  INTERACTING ROLES OF ROAD ENVIRONMENT VEHICLE AND ROAD USER IN ACCIDENTS , 1975 .

[64]  Ronald R. Mourant,et al.  Strategies of Visual Search by Novice and Experienced Drivers , 1972 .

[65]  Thierry Baccino,et al.  Discriminating cognitive processes with eye movements in a decision-making driving task. , 2014 .