The Interaction of Navigation Instructions and Visual Attention in Dynamic Automotive Environments

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    The Interaction of Navigation Instructions and Visual Attention in Dynamic Automotive Environments - Presentation Transcript

    1. The Interaction of Navigation Instructions and Visual Attention in Dynamic Automotive Environments* Hendrik Koesling & Ronan G. Reilly Department of Computer Science National University of Ireland Maynooth Maynooth, Co. Kildare Ireland e-mail: hendrik@cs.nuim.ie * Part-funded by the German Science Foundation (DFG grant KO2350/1-1)
    2. Overview Navigation in Dynamic Automotive Environments Driver-assistant devices such as navigation systems are a common feature in many modern vehicles (e.g. Barfield & Dingus, 1998). Processing navigation instructions, however, is a challenging task that has to be accomplished in parallel to the actual driving task and often distracts drivers (e.g Recarte & Nunes, 2000). A flexible guidance of attention could optimise the cognitive workload spent on each task and improve driving safety: In dynamic driving environments, navigation messages should be adapted according to the current traffic situation. To verify this hypothesis, we investigated how attending to INTRODUCTION dynamic road scenes while following navigation messages (“visuo-linguistic interaction”) affects message comprehension and driver performance. METHOD To quantify this relation, we suggest to modify a model that successfully describes the incremental generation of representations from spoken language in static scenes by serially mapping navigation instructions onto gaze trajectories (e.g. Allopenna et al., 1998; Eberhard et al., 1995; Spivey RESULTS et al., 2002). This may allow us to develop optimal properties of navigation messages for specific traffic situations. CONCLUSIONS Koesling & Reilly: The Interaction of Navigation Instructions and Visual Attention in Dynamic Automotive Environments
    3. Paradigm Driving while following navigation instructions • Task INTRODUCTION METHOD - A dual task? Not really! It is a multiple task: a) Actual driving (e.g. steering, changing gears, etc.) RESULTS b) Observation of traffic, environment and mirrors c) Listening to navigation messages CONCLUSIONS Koesling & Reilly: The Interaction of Navigation Instructions and Visual Attention in Dynamic Automotive Environments
    4. Paradigm Driving while following navigation instructions • Challenges INTRODUCTION METHOD - Complex tasks - Complex environments RESULTS - Parallel processing of all tasks required - Dynamically changing environment CONCLUSIONS Koesling & Reilly: The Interaction of Navigation Instructions and Visual Attention in Dynamic Automotive Environments
    5. Paradigm Driving while following navigation instructions Empty road, clear environment Busy traffic, cluttered environment • Goal INTRODUCTION - Optimise cognitive workload spent on each task in order to improve driving safety • Goal approach METHOD - Dynamic adaptation of navigation messages according to current traffic situation • Methodological approach RESULTS - Use distribution of (visual) attention as indicator for cognitive workload - Eye tracking: Recording of eye movements to monitor visual attention (e.g. Just & Carpenter, 1987) CONCLUSIONS Koesling & Reilly: The Interaction of Navigation Instructions and Visual Attention in Dynamic Automotive Environments
    6. Paradigm Focus: Visuo-Linguistic Interaction Attending to road scenes while listening to navigation instructions • Tasks & Effects - Observation of traffic and environment - Listening to navigation messages - Effects on message comprehension and driver performance • Key factors - Scene complexity - Linguistic structure of instruction messages INTRODUCTION - Message timing • Accounting for driving situation dynamics METHOD - Assess visual attention distribution before, during and after instruction • Relating instruction processing, visual attention and driver performance - Incremental generation of representations from spoken language (e.g. RESULTS Allopenna et al., 1998; Eberhard et al., 1995; Spivey et al., 2002) - Map gaze trajectories onto navigation instructions CONCLUSIONS Koesling & Reilly: The Interaction of Navigation Instructions and Visual Attention in Dynamic Automotive Environments
    7. Research Questions & Hypotheses 1. Which properties of navigation instructions, traffic situations and their interaction particularly affect message understanding? 2. How does the distribution of attention change between the different phases of driving while following navigation instructions? 3. Can we – analogous to the incremental generation of representations INTRODUCTION from spoken language in static scenes – serially map gaze trajectories onto navigation instructions in dynamic situations? METHOD 4. Does a correlation exist between possible disturbances of this mapping and a deterioration of driver responses? RESULTS CONCLUSIONS Koesling & Reilly: The Interaction of Navigation Instructions and Visual Attention in Dynamic Automotive Environments
    8. Experiment Details Participants - n = 80 experienced drivers - 50% male, 50% female - driving experience: M = 9.4 years (SD = 2.3) Stimuli - 24 video sequences of road scenes - overlaid with auditory navigation instructions (turning directions) Experimental task 1. ”Left/Right”-response: Turn left or right at the specified junction INTRODUCTION 2. “Safe/Unsafe”-response: Is it safe to turn at the junction or not? Communication of the decision 1. Left or right response button, respectively (during video presentation) METHOD 2. Verbal (e.g., “safe”; after video presention) Apparatus RESULTS - SR Research Eyelink II eye tracker - “VDesigner” visual programming environment for eye-tracking experiments (e.g. Koesling, Clermont & Ritter, 2001) CONCLUSIONS Koesling & Reilly: The Interaction of Navigation Instructions and Visual Attention in Dynamic Automotive Environments
    9. Experiment Details Independent variables • Visual - Scene complexity (number of vehicles & turning alternatives) • Linguistic - Message complexity (message length & number of propositions) - Verb position • Temporal - Message timing (in relation to turning point) Dependent variables INTRODUCTION • Response correctness • Number of fixations NF METHOD • Gaze duration GD • NF and GD separated for - time intervals (before, during and after message presentation) and RESULTS - spatial stimulus regions (verbal reference, relevant road furniture, vehicles and irrelevant areas) CONCLUSIONS Koesling & Reilly: The Interaction of Navigation Instructions and Visual Attention in Dynamic Automotive Environments
    10. Experiment Set-Up Eye-tracking laboratory INTRODUCTION METHOD EyeLink II eye tracker RESULTS CONCLUSIONS Koesling & Reilly: The Interaction of Navigation Instructions and Visual Attention in Dynamic Automotive Environments
    11. 1. Comprehension of Instructions Response correctness 100 90 correctness % 80 70 60 INTRODUCTION "left/right" "safe/unsafe" decision type METHOD Significant variation with • Scene complexity RESULTS Independent of all factors • Message complexity • Message timing CONCLUSIONS Koesling & Reilly: The Interaction of Navigation Instructions and Visual Attention in Dynamic Automotive Environments
    12. 1. Comprehension of Instructions Safe/Unsafe response Scene complexity Message complexity 100 100 F(1; 76) = 57.33; p < 0.001 F(2; 152) = 61.96; p < 0.001 s/u correctness % s/u correctness % 90 90 80 80 70 70 60 60 simple complex simple intermediate complex scene complexity message complexity INTRODUCTION Message issue time Verb position 100 100 F(1; 76) = 77.02; p < 0.001 No significant effect s/u correctness % s/u correctness % METHOD 90 90 80 80 70 70 RESULTS 60 60 early late start end message issue time verb position CONCLUSIONS Koesling & Reilly: The Interaction of Navigation Instructions and Visual Attention in Dynamic Automotive Environments
    13. 1. Comprehension of Instructions Summary • Highly correct “right/left” responses, independent of all factors • Considerable errors in “safe/unsafe” responses, varying with • message complexity • scene complexity • message issuing time • but not with verb position • Significantly higher safe/unsafe error rates INTRODUCTION • for complex messages • for complex scenes METHOD • when messages are issued late • Interaction between message complexity, message timing and verb position [F(3; 76) = 60.42; p < 0.001] RESULTS • Safe/unsafe decision correctness drops significantly for complex, late messages with verb at end of instruction CONCLUSIONS Koesling & Reilly: The Interaction of Navigation Instructions and Visual Attention in Dynamic Automotive Environments
    14. 2. Distribution of Attention Number of fixations rNF Vehicle areas Relevant route areas 80 80 F(2; 152) = 150.23; p < 0.001 F(2; 152) =112.72; p < 0.001 rNF vehicles % 60 60 rNF route % 40 40 20 20 0 0 before during after before during after time interval (relative to msg.) time interval (relative to msg.) INTRODUCTION Instruction reference areas Irrelevant areas 80 80 F(2; 152) = 162.90; p < 0.001 No significant effect rNF irrelevant % rNF instruc % METHOD 60 60 40 40 20 20 RESULTS 0 0 before during after before during after time interval (relative to msg.) time interval (relative to msg.) CONCLUSIONS Koesling & Reilly: The Interaction of Navigation Instructions and Visual Attention in Dynamic Automotive Environments
    15. 2. Distribution of Attention Gaze duration rGD Vehicle areas Relevant route areas 80 80 F(2; 152) = 145.11; p < 0.001 F(2; 152) =128.82; p < 0.001 rGD vehicles % rGD route % 60 60 40 40 20 20 0 0 before during after before during after time interval (relative to msg.) time interval (relative to msg.) INTRODUCTION Instruction reference areas Irrelevant areas 80 80 F(2; 152) = 165.44; p < 0.001 No significant effect rGD irrelevant % rGD instruc % METHOD 60 60 40 40 20 20 RESULTS 0 0 before during after before during after time interval (relative to msg.) time interval (relative to msg.) CONCLUSIONS Koesling & Reilly: The Interaction of Navigation Instructions and Visual Attention in Dynamic Automotive Environments
    16. 2. Distribution of Attention Gaze trajectories INTRODUCTION METHOD RESULTS CONCLUSIONS Koesling & Reilly: The Interaction of Navigation Instructions and Visual Attention in Dynamic Automotive Environments
    17. 2. Distribution of Attention Gaze trajectories INTRODUCTION METHOD RESULTS CONCLUSIONS Koesling & Reilly: The Interaction of Navigation Instructions and Visual Attention in Dynamic Automotive Environments
    18. 2. Distribution of Attention Gaze trajectories before instruction during instruction after instruction INTRODUCTION METHOD RESULTS CONCLUSIONS Koesling & Reilly: The Interaction of Navigation Instructions and Visual Attention in Dynamic Automotive Environments
    19. 2. Distribution of Attention Gaze trajectories before instruction during instruction after instruction INTRODUCTION METHOD RESULTS CONCLUSIONS Koesling & Reilly: The Interaction of Navigation Instructions and Visual Attention in Dynamic Automotive Environments
    20. 2. Distribution of Attention General visual processing pattern • Before instruction • Coarse scene overview • Several brief fixations, mainly foveating vehicles • Fixations connected by long-range saccades • During instruction • Focus of attention centers on areas verbally referred to, i.e. guided by INTRODUCTION navigation instruction • Some attention spent on relevant road furniture and route information • Little attention is being paid to other vehicles METHOD • After instruction RESULTS • Focus of attention shifts back to vehicles’ paths and relevant route areas for action planning CONCLUSIONS Koesling & Reilly: The Interaction of Navigation Instructions and Visual Attention in Dynamic Automotive Environments
    21. 2. Distribution of Attention Special visual processing patterns • Inefficient visual processing • Complex scene, message issued early, verb at start, e.g. “Turn left at second junction.” • Saccades to first junction immediately after “left” was issued • Distraction caused by redundancies • “Turn left into minor road after bridge” when only one turn left exists INTRODUCTION • Sequential mapping of message constituents onto visual reference points leads to processing of redundant information instead of other task-relevant areas METHOD • Most critical in complex scenes • However, redundancies may be used as “back-up” in simple scenes RESULTS CONCLUSIONS Koesling & Reilly: The Interaction of Navigation Instructions and Visual Attention in Dynamic Automotive Environments
    22. 3. & 4. Incremental Generation of Representations Model: Mapping gaze trajectories onto navigation instructions • Procedure • Coding instructions and gaze trajectories in symbol sequences • Symbols represent words and fixations • Fixation locations determine fixation symbols (according to stimulus area) • Vehicle areas change dynamically • Comparison of symbol sequences indicates how (scene) representations are generated INTRODUCTION METHOD “Turn left at second junction” RESULTS A B C D CONCLUSIONS Koesling & Reilly: The Interaction of Navigation Instructions and Visual Attention in Dynamic Automotive Environments
    23. 3. & 4. Incremental Generation of Representations Model: Mapping gaze trajectories onto navigation instructions • Findings • In general, the fixation sequence closely follows the instruction sequence • The visual focus is thus guided by the navigation instruction, very similar to the incremental generation of representations from spoken language in static scenes • However, depending on scene and message parameters, the incremental generation can be interrupted. Guidance of visual attention by instructions pauses … INTRODUCTION … when relevant route … when other vehicles approach. information is attended to. METHOD Instruction processing is resumed, skipping previous message part RESULTS Most likely for complex Most likely for complex scenes and messages scenes and late messages CONCLUSIONS Koesling & Reilly: The Interaction of Navigation Instructions and Visual Attention in Dynamic Automotive Environments
    24. Summary and Conclusions • Analysis of eye movements revealed how visuo-linguistic interaction affected visual attention • Distribution of attention changes considerably between the different phases of driving while following navigation instructions • When a navigation instruction is issued, the visual focus is largely guided by the message • However, relevant scene information and vehicle movements are also taken into account INTRODUCTION • Scene and message complexity and message timing affect the processing of this additional information METHOD • If the sequential processing of information directly referred to in the instruction is interrupted for too long, the resumption of message processing is critical and leads to increased error rates for message RESULTS comprehension CONCLUSIONS Koesling & Reilly: The Interaction of Navigation Instructions and Visual Attention in Dynamic Automotive Environments
    25. Summary and Conclusions • Perception and processing of navigation messages are greatly compromised when visual attention moves away from items currently referred to by the instruction, suggesting a strong visuo-linguistic interaction between message perception (auditory), message processing (linguistic) and referencing (visual) as well as message comprehension (cognitive) • It appears that verbal and visual information cannot be processed in parallel when an asynchrony exists between the current verbal input and the focus of visual attention INTRODUCTION • The attempt to synchronise the auditory and visual input streams often fails as message comprehension deteriorates in the dynamic, time critical environments tested in the study METHOD • It could thus be beneficial for navigation systems to dynamically generate (or adapt) its verbal messages depending on the current traffic situation RESULTS • Navigation instruction generation guided by scene content could optimise the processing of concurrent tasks and thus improve driving safety CONCLUSIONS Koesling & Reilly: The Interaction of Navigation Instructions and Visual Attention in Dynamic Automotive Environments
    26. Thank you for your attention! Hendrik Koesling & Ronan G. Reilly The Interaction of Navigation Instructions and Visual Attention in Dynamic Automotive Environments NUI Maynooth, Ireland e-mail: hendrik@cs.nuim.ie

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