Methodological Resource
measurement protocol
A method or protocol for measuring something about drivers: detection-response task procedures, visual occlusion technique, glance coding schemes, takeover-request test protocols, simulator scenario specifications, instrumented-vehicle data collection procedures. The information is HOW TO MEASURE, presented for others to use, distinct from results obtained with the measure (behavioral_performance_data).
1579 paper(s) · newest first · see also all information types
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Eye Glance Analysis of the Surrogate Tests for Driver Distraction · 2015 · Hsieh, Li et al. · archived
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The Occlusion Method for Measuring Visual Demand at the IT-Based Driver’s Workplace · 2018 · Bretschneider-Hagemes, Michael · archived
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A Review of Occlusion as a Tool to Assess Attentional Demand in Driving · 2021 · Kujala, Tuomo et al. · archived
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A Visual Protocol Analysis Method for Collecting Driving Cognitions in Multi-user Driving Simulator Studies ↗ · 2023 · Liang, Ying et al. · indexed
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Methodology for Capturing Driver Eye Glance Behavior during In-Vehicle Secondary Tasks ↗ · 2005 · Smith, David L. et al. · indexed
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Enhancing the occlusion technique as an assessment tool for driver visual distraction ↗ · 2010 · Gelau, C. et al. · indexed
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The Occlusion Procedure for Assessing in-Vehicle Telematics: Tests of Current Vehicle Systems ↗ · 2006 · Harbluk, J.L. et al. · indexed
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Multi-level Analysis of Distracted Drivers’ Glances: Enhancing the Robustness of the NHTSA Acceptance Criteria ↗ · 2017 · Lee, Ja Young et al. · indexed
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PADA-AD Test - a standardized test method for assessing takeover performance of drivers during automated driving ↗ · 2022 · Schömig, Nadja et al. · indexed
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Assessment of the occlusion technique as a means for evaluating the distraction potential of driver support systems ↗ · 2006 · Pettitt, M.A. et al. · indexed
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Some On-Road Glances are More Equal Than Others: Measuring Engagement in the Driving Task ↗ · 2019 · Hoekstra-Atwood, Liberty et al. · indexed
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Time-Sharing of a Visual In-Vehicle Task while Driving: Findings from the Task Occlusion Method ↗ · 2003 · Tsimhoni, Omer · indexed
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Evaluation of in-vehicle HMI using occlusion techniques: experimental results and practical implications ↗ · 2004 · Baumann, Martin et al. · indexed
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Detection Response Task Evaluation for Driver Distraction Measurement for Auditory-Vocal Tasks: Experiment 2 · 2019 · Ranney, Thomas A. et al. · archived
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On the relationship between occlusion times and in-car glance durations in simulated driving ↗ · 2023 · Grahn, Hilkka et al. · indexed
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Distraction Assessment Methods Based on Visual Behavior and Event Detection ↗ · 2008 · Victor, Trent et al. · indexed
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A Surrogate Test for Cognitive Demand: Tactile Detection Response Task (TDRT) ↗ · 2015 · Hsieh, Li et al. · indexed
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Validating two assessment strategies for visual and cognitive load in a simulated driving task · 2016 · Castro, S et al. · archived
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Effects of Visual Demand and In-Vehicle Task Complexity on Driving and Task Performance as Assessed by Visual Occlusion ↗ · 1999 · Tsimhoni, Omer et al. · indexed
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Extending the Detection Response Task to Simultaneously Measure Cognitive and Visual Task Demands ↗ · 2016 · Strayer, David L. · indexed
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Evaluation of methods for the assessment of attention while driving ↗ · 2018 · Kircher, Katja et al. · indexed
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Driver Workload Metrics Project: Task 2 Final Report ↗ · 2006 · U.S. Department of Transportation · indexed
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Measures and Methods Used to Assess the Safety and Usability of Driver Information Systems · 1995 · Green, Paul · archived
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Examining potential confounds in use of the detection response task for in-vehicle system evaluation · 2017 · Goethe, RM et al. · archived
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Evaluating In-Car Tasks’ Distraction Effects with Drive-In Lab · 2025 · Kujala, Tuomo et al. · archived
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Linking the Detection Response Task and the AttenD Algorithm Through Assessment of Human–Machine Interface Workload · 2017 · Lee, Joonbum et al. · archived
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A Dataset on Takeover during Distracted L2 Automated Driving · 2025 · Hwang, Jiwoo et al. · archived
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The box task - a method for assessing in-vehicle system demand ↗ · 2021 · Trommler, Daniel et al. · indexed
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How do visual and cognitive non-driving related tasks affect drivers’ visual attention and takeover performance in conditionally automated driving? · 2024 · Pan, Hengyan et al. · archived
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Occlusion as a measure for visual workload: an overview of TNO occlusion research in car driving ↗ · 2004 · van der Horst, Richard · indexed
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Second-generation UMTRI coding scheme for classifying driver tasks in distraction studies and application to the ACAS FOT video clips. · 2006 · Yee, Serge et al. · archived
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In-Vehicle Voice Control Interface Evaluation: Preliminary Driver Workload and Risk Analysis · 2020 · Jenness, James et al. · archived
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Driver glance behaviors and scanning patterns: Applying static and dynamic glance measures to the analysis of curve driving with secondary tasks ↗ · 2019 · Jeong, Heejin et al. · indexed
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A Study of the Effect of Varying Visual Occlusion and Task Duration Conditions on Driver Behavior and Performance while Using a Secondary Task Human-Machine Interface ↗ · 2003 · Weir, David H. et al. · indexed
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Assessment of Secondary Tasks Based on Drivers’ Eye-Movement Features · 2020 · Yao, Ying et al. · archived
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Effects of Secondary Task Demands on Drivers’ Responses to Events During Driving: Surrogate Methods and Issues · 2007 · Angell, Linda S · archived
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Towards standardized metrics for measuring takeover performance in conditionally automated driving: A systematic review · 2021 · Tilbury, Dawn M. et al. · archived
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Measuring Distraction at the Levels of Tactical and Strategic Control: The Limits of Capacity-Based Measures for Revealing Unsafe Visual Sampling Models · 2011 · Kujala, Tuomo et al. · archived
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Assessing Driver Performance of Lane-Merge Tasks Using Video Capture Method ↗ · 2018 · Bernadin, Shonda et al. · indexed
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Determining Fixed Glance Duration for Visual Occlusion Research ↗ · 2011 · Chen, Huei-Yen Winnie et al. · indexed
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On the Difference Between Necessary and Unnecessary Glances Away From the Forward Roadway: An Occlusion Study on the Motorway · 2019 · Kircher, Katja et al. · archived
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Development of the Enhanced Peripheral Detection Task: A Surrogate Test for Driver Distraction ↗ · 2012 · Hsieh, Li et al. · indexed
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Guiding Driver Responses During Manual Takeovers from Automated Vehicles · 2023 · Greatbatch, Richard et al. · archived
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Cooperation Between Vehicle and Driver: Predicting the Driver’s Takeover Capability in Cooperative Automated Driving Based on Orientation Patterns · 2024 · Herzberger, Nicolas et al. · archived
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Takeover performance evaluation using driving simulation: a systematic review and meta-analysis · 2021 · Soares, Sónia et al. · archived
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Assessing the visual demand from in-vehicle information systems by means of the occlusion technique: the effects of participant age ↗ · 2008 · Horberry, T. et al. · indexed
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Multi-Modal Vehicle Display Design and Analysis [Driving with Distractions] · 2004 · Cohen, J. et al. · archived
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An Empirically Based Suggestion for Reformulating the Glance Duration Criteria in NHTSA's Visual-Manual Interaction Guidelines ↗ · 2013 · Ljung Aust, Mikael et al. · indexed
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Psychophysiological responses to takeover requests in conditionally automated driving · 2020 · Du, Na et al. · archived
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Field and Simulator Evaluations of a PC-Based Attention Maintenance Training Program · 2011 · Thomas, F. Dennis et al. · archived
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Sensitivity of Detection Response Task (DRT) to the Driving Demand and Task Difficulty · 2013 · Bruyas, Marie-Pierre et al. · archived
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Psychophysiological responses to takeover requests in conditionally automated driving · 2020 · Du, Na et al. · archived
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Measuring driver distraction – Evaluation of the box task method as a tool for assessing in-vehicle system demand ↗ · 2020 · Morgenstern, Tina et al. · indexed
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Measuring and Predicting Drivers’ Takeover Readiness and Supporting Takeover Transitions in Automated Driving · 2023 · AAA Foundation for Traffic Safety · archived
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Look Up! An Eye-Tracking Study on Situation Awareness During Automated Vehicle Takeover ↗ · 2021 · Liang, Nade et al. · indexed
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Drivers’ Visual Search Strategies in Level 3 Autonomous Driving Depended on Takeover Performance and Takeover Request Lead Time ↗ · 2020 · Jeon, HyunJin et al. · indexed
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Radio tuning effects on visual and driving performance measures : simulator and test track studies. · 2013 · Perez, Miguel et al. · archived
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Detection Response Tasks: Using Remote, Headmounted and Tactile Signals to Assess Cognitive Demand While Driving ↗ · 2013 · Harbluk, Joanne L et al. · indexed
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Visual Demand Evaluation Methods for In-Vehicle Interfaces ↗ · 2012 · Pettitt, Michael et al. · indexed
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Assessing Text Reading and Text Entry while Driving Using the Visual Occlusion Technique · 2013 · Ghazizadeh, Mahtab et al. · archived
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On-Road Eye Movement Tracking-Glance Analysis of Dynamic Scenes ↗ · 2005 · Sodhi, Manbir S. · indexed
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A Driver Situational Awareness Estimation System Based on Standard Glance Model for Unscheduled Takeover Situations ↗ · 2019 · Hayashi, Hiroaki et al. · indexed
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Study of Reproducibility of Pedal Tracking and Detection Response Task to Assess Driver Distraction ↗ · 2015 · Iwasa, Tatsuya et al. · indexed
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Measuring the Useful Field of View During Simulated Driving With Gaze-Contingent Displays · 2016 · Gaspar, John G. et al. · archived
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Visual Demand Evaluation Methods for In-Vehicle Interfaces ↗ · 2010 · Pettitt, Michael et al. · indexed
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Takeover Response Time Prediction Model Based on Observable Behavior ↗ · 2026 · Qian, Tianyi et al. · indexed
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Applying NHTSA task acceptance criteria to different simulated driving scenarios ↗ · 2015 · Large, David R et al. · indexed
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A comparison of glance coding approaches for driver attention assessment ↗ · 2024 · Kircher, Katja et al. · indexed
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Influences of Instructions about Operations on the Evaluation of the Driver Take-Over Task in Cockpits of Highly-Automated Vehicles ↗ · 2021 · Schnöll, Patrick · indexed
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Automatic processing of gaze movements to quantify gaze scanning behaviors in a driving simulator ↗ · 2020 · Swan, Garrett et al. · indexed
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Comparison of Static and Driving Simulator Venues for the Tactile Detection Response Task · 2013 · Engström, Johan et al. · archived
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Effects of Distraction in On-Road Level 2 Automated Driving: Impacts on Glance Behavior and Takeover Performance ↗ · 2021 · Yang, Shiyan et al. · indexed
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Heavy vehicle driver workload assessment. Task 1, task analysis data and protocols review · 1996 · Tijerina, L et al. · archived
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Utilizing a remote LED stimulus to concurrently measure cognitive and visual task demand ↗ · 2018 · Motzkus, CJ et al. · indexed
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Eye-Glance Frequency as a Function of Driver's Intent to Change Lanes ↗ · 2018 · Bhattacharya, Sylvia et al. · indexed
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Construction and Analysis of Driver Takeover Behavior Modes Based on Situation Awareness Theory ↗ · 2024 · Chen, Haolin et al. · indexed
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Effects of non-driving-related tasks on driving performance after takeover request in automated driving (Level 3): a simulator study · 2025 · Horáková, Miroslava et al. · archived
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Driver Visual Attention Before and After Take-Over Requests During Automated Driving on Public Roads ↗ · 2022 · Pipkorn, Linda et al. · indexed
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A Reference Model for Driver Attention in Automation: Glance Behavior Changes During Lateral and Longitudinal Assistance ↗ · 2019 · Morando, Alberto et al. · indexed
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Glance analysis of driver eye movements to evaluate distraction ↗ · 2002 · Sodhi, Manbir et al. · indexed
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Examining drivers' eye glance patterns during distracted driving: Insights from scanning randomness and glance transition matrix ↗ · 2017 · Wang, Yuan et al. · indexed
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Detecting driver distraction · 2018 · Liang, Yulan · archived
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Detection Algorithm of Takeover Behavior of Automatic Vehicles’ Drivers Based on Deep Learning ↗ · 2019 · Zhang, Li et al. · indexed
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Task Interruption and Control Recovery Strategies After Take-Over Requests Emphasize Need for Measures of Situation Awareness ↗ · 2020 · Vogelpohl, Tobias et al. · indexed
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Preliminary validation of the tactile detection response task (TDRT) for measuring the time-delay effects of cognitive load during actual driving ↗ · 2023 · Syafiq, Mohd Usairy et al. · indexed
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The power and sensitivity of four core driver workload measures for benchmarking the distraction potential of new driver vehicle interfaces · 2021 · McDonnell, AS et al. · archived
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The role of take-over cue informativity in interrupted take-over requests in a semi-automated driving scenario · 2026 · Berger, Alexander et al. · archived
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Spare visual capacity and driver inattention in lateral vehicle control ↗ · 2025 · Sarkar, Abhishek et al. · indexed
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Research on the Effects of in-Vehicle Human-Machine Interface on Drivers' Pre and Post Takeover Request Eye-tracking Characteristics ↗ · 2022 · Liu, Weimin et al. · indexed
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On the reliability of the occlusion technique as a tool for the assessment of the HMI of in-vehicle information and communication systems ↗ · 2009 · Gelau, Christhard et al. · indexed
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Effects of directional takeover request interfaces on drivers’ gaze behaviour during transitions from automation: A systematic review and meta-analysis ↗ · 2025 · Arabian, Ali et al. · indexed
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Effects of various in-vehicle human–machine interfaces on drivers’ takeover performance and gaze pattern in conditionally automated vehicles · 2024 · Shi, Jinlei et al. · archived
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Assessing the visual and cognitive demands of in-vehicle information systems · 2019 · Strayer, DL et al. · archived
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Using eye-tracking to investigate the effects of pre-takeover visual engagement on situation awareness during automated driving ↗ · 2021 · Liang, Nade et al. · indexed
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Two-stage transition procedure reduces potential hazards on planned transitions in automated driving ↗ · 2024 · Hasegawa, Kunihiro et al. · indexed
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Your Interface, Your Control: Adapting Takeover Requests for Seamless Handover in Semi-Autonomous Vehicles · 2025 · Gomaa, Amr et al. · archived
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Sensitivity evaluation of the visual, tactile, and auditory detection response task method while driving ↗ · 2016 · Stojmenova, Kristina et al. · indexed
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A Comprehensive Review of Driver’s Attention and the Evaluation Methods · 2021 · Abbasi, Elahe et al. · archived
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Effects of directional takeover request interfaces on drivers’ gaze behaviour during transitions from automation: A systematic review and meta-analysis ↗ · 2026 · Arabian, Ali et al. · indexed
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Using Driver State Detection in Automated Vehicles · 2018 · Gaspar, John et al. · archived
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Visual gaze and engagement with non-driving related tasks: a driving simulator study with automated vehicles ↗ · 2025 · Pradhan, Anuj K. · indexed
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Improvement of Driving Simulator Eye Tracking Software · 2019 · Davis, Brian et al. · archived
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A Generalized Method to Extract Visual Time-Sharing Sequences From Naturalistic Driving Data ↗ · 2017 · Ahlstrom, Christer et al. · indexed
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Task-Difficulty Homeostasis in Car Following Models: Experimental Validation Using Self-Paced Visual Occlusion · 2017 · Pekkanen, Jami et al. · archived
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Eye Glance and Head Turn Correspondence during Secondary Task Performance in Simulator Driving ↗ · 2013 · Talamonti, Walter J. et al. · indexed
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Stereoscopic 3D dashboards · 2020 · Weidner, Florian et al. · archived
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How does glance behavior influence crash and injury risk? A ‘what-if’ counterfactual simulation using crashes and near-crashes from SHRP2 ↗ · 2015 · Bärgman, Jonas et al. · indexed
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How Long <i>Can</i> a Driver (Safely) Glance at an Augmented-Reality Head-Up Display? · 2020 · Faria, Nayara de Oliveira et al. · archived
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DeepTake: Prediction of Driver Takeover Behavior using Multimodal Data · 2020 · Pakdamanian, Erfan et al. · archived
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Incorporating Gaze Behavior Using Joint Embedding With Scene Context for Driver Takeover Detection ↗ · 2022 · Qiu, Yuning et al. · indexed
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Decoding Driver Takeover Behaviour in Conditional Automation with Immersive Virtual Reality · 2024 · Ansar, Muhammad Sajjad et al. · archived
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Highly automated driving: the role of visuo-attentional and executive abilities in take-over success · 2025 · Schnebelen, Damien et al. · archived
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Impact of duration of monitoring before takeover request on takeover time with insights into eye tracking data ↗ · 2023 · Huang, Chao et al. · indexed
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Impact of multi-dimensional cognitive demands on takeover performance, physiological and eye-tracking measures in conditionally automated vehicles ↗ · 2025 · Wang, Ange et al. · indexed
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Evaluation of the Total Eyes-off-Road Time Glance Criterion in the NHTSA Visual-Manual Guidelines ↗ · 2016 · Young, Richard A. · indexed
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Data Reduction Solution for Driving Simulator · 2020 · Pawar, Piyush et al. · archived
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Prediction of take-over time in highly automated driving by two psychometric tests · 2015 · Körber, Moritz et al. · archived
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Automatic processing of a car driver eye scanning movements on a simulated highway driving context ↗ · 2002 · Popieul, J.-C. et al. · indexed
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Takeover performance according to the level of disengagement during automated driving · 2022 · Gallouin, Evan et al. · archived
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Effect of Directional Auditory Takeover Request on Takeover Behavior and Eye Movement in Conditionally Automated Driving ↗ · 2023 · Ma, Jun et al. · indexed
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Take-Over Performance and Safety Analysis Under Different Scenarios and Secondary Tasks in Conditionally Automated Driving · 2019 · Wu, Chaozhong et al. · archived
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Predicting Driver Errors during Automated Vehicle Takeovers · 2023 · Alambeigi, Hananeh et al. · archived
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Predicting driver distraction using computed occlusion task times : estimation of task element times and distributions. · 2015 · Elwart, Tessa et al. · archived
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The Tactile Detection Response Task: Preliminary Validation for Measuring the Attentional Effects of Cognitive Load ↗ · 2013 · Young, Richard A et al. · indexed
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Patterns in transitions of visual attention during baseline driving and during interaction with visual–manual and voice-based interfaces ↗ · 2021 · Reimer, Bryan et al. · indexed
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Evaluation of a Radio Tuning Task on Android while Driving ↗ · 2015 · Krause, Michael et al. · indexed
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Developing a New Driving Simulator Task to Assess Drivers' Functional Object Detection ↗ · 2010 · Goodenough, Richard R. et al. · indexed
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The view from the road: The contribution of on-road glance-monitoring technologies to understanding driver behavior ↗ · 2013 · Taylor, T. et al. · indexed
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Analyzing Driver Strategy for Scheduled Takeovers Under the Effect of Multi-stage Takeover Request Design ↗ · 2023 · Tan, Xiaomei et al. · indexed
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Difficulty of Non-Driving Related Task on Driver"s Gaze Fixation and Takeover Performance ↗ · 2021 · Yun, Yong Deok et al. · indexed
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Measuring cognitive distraction in the automobile · 2013 · Strayer, DL et al. · archived
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Selection of Measurement Method for Detection of Driver Visual Cognitive Distraction: A Review ↗ · 2017 · Yusoff, Norhasliza M. et al. · indexed
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SHRP2 naturalistic driving study, phase I summary : State College, Pennsylvania data collection site. · 2013 · Fraser, Janet L. et al. · archived
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SPIDER 2.0: Driver Distraction and Visual Attention · 2025 · Strayer, David L. · archived
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Comparing driver reaction and mental workload of visual and auditory take-over request from perspective of driver characteristics and eye-tracking metrics ↗ · 2023 · Chen, Weiya et al. · indexed
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Eye-head coordination and dynamic visual scanning as indicators of visuo-cognitive demands in driving simulator. · 2020 · Mikula, Laura et al. · archived
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Where drivers are looking at during takeover: Implications for safe takeovers during conditionally automated driving ↗ · 2023 · Huang, Chao et al. · indexed
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Incorporating different phases of situation awareness information into the design of advanced takeover requests for urgent takeover scenarios ↗ · 2026 · Lai, Hsueh-Yi et al. · indexed
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A study of the effect of monitoring request and takeover request time interval on takeover characteristics ↗ · 2025 · Wan, Huasen et al. · indexed
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EyeSync - Real Time Integration of an Eye Tracker in a Driving Simulator Environment ↗ · 2016 · Loeb, Helen S. et al. · indexed
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Comprehnsive Measurement and Evidential Evaluation of Driver Drowsiness and Alertness Warning System ↗ · 2026 · Balasubrahmanyan, Chappagadda et al. · indexed
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Where to gaze during take-over: Eye gaze strategy analysis of different situation awareness and hazard perception levels ↗ · 2023 · Ding, Wen et al. · indexed
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In a heart beat: Using driver’s physiological changes to determine the quality of a takeover in highly automated vehicles ↗ · 2019 · Alrefaie, Mohamed Taher et al. · indexed
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Situational Awareness Assessment of Drivers Boosted by Eye-Tracking Metrics: A Literature Review ↗ · 2024 · Arias-Portela, Claudia Yohana et al. · indexed
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Eye Behaviors: How Driving Simulators can Expand their Role in Science and Engineering ↗ · 2011 · Fisher, Donald L. et al. · indexed
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New knowledge and methods for mitigating driver distraction · 2018 · Geitner, Claudia · archived
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The Effect of Urgency of Take-Over Requests During Highly Automated Driving Under Distraction Conditions · 2021 · Naujoks, Frederik et al. · archived
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Occlusion Paradigm as a Tool to Assess Visual Distraction from In-Vehicle Telematics ↗ · 2002 · Frank, Tracy L. et al. · indexed
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Analysis of Driver Takeover Performance in Autonomous Vehicles Based on Generalized Estimating Equations ↗ · 2025 · Duan, Min et al. · indexed
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Effect of Takeover Guidance and Surrounding Traffic Information Affect Takeover Performance in Conditional Driving Automation · 2024 · An, Suyang et al. · archived
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Research on Multimodal Human-Machine Interface for Takeover Request of Automated Vehicles · 2025 · WANG, Junfeng et al. · archived
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Determination of Takeover Time Budget Based on Analysis of Driver Behavior · 2022 · Tanshi, Foghor et al. · archived
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Toward Real-Time Estimation of Driver Situation Awareness: An Eye-tracking Approach based on Moving Objects of Interest ↗ · 2020 · Kim, Hyungil et al. · indexed
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Gaze Fixation System for the Evaluation of Driver Distractions Induced by IVIS · 2012 · Gil-Jiménez, Pedro et al. · archived
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A Solution to the Rear-Vision Problem in a Fixed-Base Driving Simulator ↗ · 2004 · Yang, Guihua et al. · indexed
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Driver response times to auditory, visual, and tactile take-over requests: A simulator study with 101 participants ↗ · 2017 · Petermeijer, Sebastiaan et al. · indexed
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How Does Approaching a Lead Vehicle and Monitoring Request Affect Drivers’ Takeover Performance? A Simulated Driving Study with Functional MRI ↗ · 2021 · Li, Chimou et al. · indexed
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How to assess situation awareness while driving with automation? Impact of visual attention during AD mode on measures of situation awareness ↗ · 2025 · Metz, Barbara et al. · indexed
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Development of a personal computer-based secondary task procedure as a surrogate for a driving simulator · 2007 · Schrock, Steve (Steven Dale) · archived
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Minimum Time to Situational Awareness During Transfer of Control Under Varying Levels of Task Load · 2020 · Knodler, Michael A. et al. · archived
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Comparing drivers’ visual attention at Junctions in Real and Simulated Environments · 2019 · Robbins, Chloe J. et al. · archived
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PILOT-DSM: Risk perception-aligned takeover prompting framework via coverage-gap assessment in conditionally automated driving ↗ · 2026 · Huang, Yexin et al. · indexed
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Evaluation of the tactile detection response task in a laboratory test using a surrogate driving set‐up ↗ · 2015 · Schindhelm, Roland et al. · indexed
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Estimating the out-of-the-loop phenomenon from visual strategies during highly automated driving · 2020 · Schnebelen, Damien et al. · archived
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Supervisory Gaze Behaviour Under Different Automation Durations in Level 2 Driving: A First-Order Transition Analysis ↗ · 2026 · Chouchane, Hanna et al. · indexed
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Safe Control Transitions: Machine Vision Based Observable Readiness Index and Data-Driven Takeover Time Prediction · 2023 · Greer, Ross et al. · archived
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Exploring Generalizability of Field Experiment Radio Tasks with Naturalistic Driving Data ↗ · 2016 · Seaman, Sean et al. · indexed
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Driver Take-Over Behaviour Study Based on Gaze Focalization and Vehicle Data in CARLA Simulator ↗ · 2022 · Araluce, Javier et al. · indexed
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Driver Takeover Performance under Different Driving Contexts and Non-Driving Tasks in Level 3 Automated Driving · 2026 · Liu, Meiqi et al. · archived
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Heavy vehicle driver workload assessment. Task 3, task analysis data collection · 1996 · Kiger, Steven et al. · archived
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Driving and Speaking: Revelations by the Head-Mounted Detection Response Task · 2013 · Conti, Antonia S et al. · archived
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Using Eye-Tracking Data to Predict Situation Awareness in Real Time During Takeover Transitions in Conditionally Automated Driving ↗ · 2021 · Zhou, Feng et al. · indexed
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Coming back into the loop: Drivers’ perceptual-motor performance in critical events after automated driving · 2017 · Louw, Tyron et al. · archived
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The influence of alcohol and automation on drivers visual behavior during test track driving · 2023 · Tivesten, Emma · archived
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Eye movements in real and simulated driving and navigation control - Foreword to the Special Issue · 2021 · Groner, Rudolf et al. · archived
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Characterizing visual attention during driving and non-driving hazard perception tasks in a simulated environment ↗ · 2014 · Mackenzie, Andrew K. et al. · indexed
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Glance behavior as design indices of in-vehicle visual support system: A study using crane simulators ↗ · 2018 · Chew, Jouh Yeong et al. · indexed
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Driver Distraction: Eye Glance Analysis and Conversation Workload · 2015 · Hickman, Jeffrey S. et al. · archived
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A Taxonomy for Secondary In-Vehicle Tasks Based on Eye Glance and Task completion Time ↗ · 2005 · Blanco, Myra et al. · indexed
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The Influence of Visual-Manual Distractions on Anticipatory Driving · 2022 · He, Dengbo et al. · archived
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Bringing the Driver Back In-The-Loop: Usefulness of Letting the Driver Know the Duration of an Automated Drive and its Impact on Takeover Performance · 2022 · Marx, Cyril et al. · archived
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Characterizing Driver Behavior during Emergency Vehicle Encounters: An Application of a VR Driving Simulator with Integrated Eye-Tracking ↗ · 2026 · Liu, Lanmin et al. · indexed
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Eye Tracking in Driver Attention Research—How Gaze Data Interpretations Influence What We Learn ↗ · 2021 · Ahlström, Christer et al. · indexed
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Gaze behaviours engaged while taking over automated driving: a systematic literature review ↗ · 2022 · Deniel, Jonathan et al. · indexed
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Gaze Entropy and Driver Safety: Understanding Cognitive Failure and Situational Response Before Take-over ↗ · 2025 · Chang, Mi et al. · indexed
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Evaluating Visual Display Designs in Vehicles: Advantages and Disadvantages of the Occlusion Technique ↗ · 2000 · Krems, Josef F. et al. · indexed
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Using the ISO Detection response task to measure the cognitive load of driving four separate vehicles on two distinct highways ↗ · 2024 · Biondi, Francesco N. et al. · indexed
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Developing a Driving Simulator Based Functional Object Detection Task ↗ · 2012 · Goodenough, Richard R. et al. · indexed
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Does order matter? Investigating the effect of sequence on glance duration during on-road driving ↗ · 2017 · Lee, Joonbum et al. · indexed
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Assessing Driver Distraction Due to In-Vehicle Video Systems through Field Testing at the Pecos Research and Testing Center · 2007 · Funkhouser, Dillon et al. · archived
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Time-Sharing of a Visual In-Vehicle Task While Driving: The Effects of Four Key Constructs ↗ · 2003 · Tsimhoni, Omer et al. · indexed
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Discriminative Capabilities of Eye Gaze Measures for Cognitive Load Evaluation in a Driving Simulation Task ↗ · 2025 · Bakhchina, Anastasiia et al. · indexed
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A systematic review on test performance of the driver takeover process in automated driving ↗ · 2025 · Chen, Haolin et al. · indexed
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A Survey of Eye Tracking in Automobile and Aviation Studies: Implications for Eye-Tracking Studies in Marine Operations · 2021 · Mao, Runze et al. · archived
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Effects of directional TOR interfaces on takeover performance: A protocol for a systematic review and meta-analysis · 2026 · Zhang, Wei et al. · archived
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In-vehicle displays for driving automation: a scoping review of display design and evaluation using driver gaze measures ↗ · 2024 · Kanaan, Dina et al. · indexed
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Comparison of Two Eye-Gaze Based Real-Time Driver Distraction Detection Algorithms in a Small-Scale Field Operational Test · 2009 · Kircher, Katja et al. · archived
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Operational Definitions of Driving Performance Measures and Statistics ↗ · 2015 · Driver Metrics, Performance, Behaviors and States Committee · indexed
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Response time and eye tracking datasets for activities demanding varying cognitive load ↗ · 2020 · Pillai, Prarthana et al. · indexed
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Behavioral Changes to Repeated Takeovers in Highly Automated Driving: Effects of the Takeover-Request Design and the Nondriving-Related Task Modality ↗ · 2018 · Roche, Fabienne et al. · indexed
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In-Vehicle Information Systems Behavioral Model and Design Support: Final Report · 2000 · Hankey, J. M. et al. · archived
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Cognitive distraction impairs drivers' anticipatory glances: An on-road study · 2015 · Biondi, F et al. · archived
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Sensitivity of the lane change test as a measure of in-vehicle system demand ↗ · 2011 · Young, Kristie L. et al. · indexed
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Rapid holistic perception and evasion of road hazards · 2019 · Wolfe, Benjamin et al. · archived
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The effects of various auditory takeover requests: A simulated driving study considering the modality of non-driving-related tasks ↗ · 2024 · Chai, Chunlei et al. · indexed
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An Eye-Fixation Related Electroencephalography Technique for Predicting Situation Awareness: Implications for Driver State Monitoring Systems ↗ · 2023 · Liang, Nade et al. · indexed
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Design of Conditional Driving Automation Variables to Improve Takeover Performance ↗ · 2019 · Tanshi, Foghor et al. · indexed
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Computer Training Program Improves Teen Drivers’ Attention to the Road [Traffic Tech] · 2011 · NHTSA · archived
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Response times in drivers' gap acceptance decisions during overtaking · 2023 · Abbink, David A. · archived
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Repeated conditionally automated driving on the road: How do drivers leave the loop over time? ↗ · 2023 · Dillmann, J. et al. · indexed
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Bench-Marking Drivers' Visual and Cognitive Demands: A Feasibility Study ↗ · 2015 · Zhang, Yu et al. · indexed
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The monitoring requests on young driver’s fatigue and take-over performance in prolonged conditional automated driving ↗ · 2023 · Yin, Juan et al. · indexed
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A TECHNOLOGY TO MEASURE MULTIPLE DRIVING BEHAVIORS WITHOUT SELF‐REPORT OR PARTICIPANT REACTIVITY ↗ · 2001 · Boyce, Thomas E. et al. · indexed
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The Effects of Lead Time of Take-Over Request and Nondriving Tasks on Taking-Over Control of Automated Vehicles ↗ · 2018 · Wan, Jingyan et al. · indexed
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The Paradox of Driving-Related Distraction: Driver Monitoring Systems Trigger Warnings During Overtaking Maneuvers ↗ · 2024 · Koniakowsky, Ina Marie et al. · indexed
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Study on Test Method for Takeover Time of L3 Automatic Vehicles ↗ · 2020 · Shi, Juan et al. · indexed
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Detection of driver distraction based on temporal relationship between eye-gaze and peripheral vehicle behavior ↗ · 2012 · Hirayama, Takatsugu et al. · indexed
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Quantifying Driver Response Times Based upon Research and Real Life Data ↗ · 2005 · Muttart, Jeffrey W · indexed
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Data processing procedures for identifying driver/vehicle properties associated with the control of headway ↗ · 2002 · Fancher, P. et al. · indexed
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Drivers have constrained cognitive resources under cognitive and visual distraction: Safety implications for transitions of control from vehicle automation ↗ · 2026 · Gonçalves, Rafael C. et al. · indexed
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Modeling Driver Situational Awareness in Takeover Scenarios Using Multimodal Data and Machine Learning ↗ · 2025 · Jia, Lesong et al. · indexed
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Inferring Takeover in SAE Level 2 Automated Vehicles Using Driver-Based Behavioral and Psychophysiological Signals ↗ · 2022 · Konishi, Matthew et al. · indexed
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Measuring Driver Perception: Combining Eye-Tracking and Automated Road Scene Perception ↗ · 2020 · Stapel, Jork et al. · indexed
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The effects of brief visual interruption tasks on drivers’ ability to resume their visual search for a pre-cued hazard ↗ · 2016 · Borowsky, Avinoam et al. · indexed
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Driving context and visual-manual phone tasks influence glance behavior in naturalistic driving ↗ · 2014 · Tivesten, Emma et al. · indexed
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Driver Glance Behavior Modeling Based on Semi-Supervised Clustering and Piecewise Aggregate Representation ↗ · 2022 · Huang, Jianling et al. · indexed
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Toward Integrated Takeover Performance Measurement: Validation of Fréchet Distance as a Takeover Performance Metric ↗ · 2024 · Han, Doo Won et al. · indexed
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Modeling Drivers' Situational Awareness from Eye Gaze for Driving Assistance · 2024 · Biswas, Abhijat et al. · archived
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Impact of Secondary Task Immersion Duration on Take-Over Process of Conditional (L3) Automated Vehicles in an Off-Ramp Area ↗ · 2022 · Li, Haijian et al. · indexed
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DRIVER DISTRACTION MEASUREMENT IN REAL ROAD TRAFFIC ENVIRONMENTS: AN INSTRUMENTED VEHICLE STUDY ↗ · 2020 · Mohd Siam, Mohd Firdaus et al. · indexed
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Driver Risk Perception Assessment in Autonomous Takeover Scenarios Under NDRTs Immersion Based on WOA-LightGBM ↗ · 2026 · Duan, Min et al. · indexed
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Perception analysis of highway quality of service using a driving simulator and eye tracking system ↗ · 2020 · De Campos, Cintia Isabel et al. · indexed
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Influence of Driver’s Career and Secondary Cognitive Task on Visual Search Behavior in Driving: A Dual-Task Paradigm · 2015 · Lee, Hye-In et al. · archived
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Preliminary analysis of full-scale driving simulator data for unmasked sleepiness detection ↗ · 2014 · Yang, Ji Hyun et al. · indexed
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Impact of information-assisted modalities and levels on driver takeover performance in conditional automated driving ↗ · 2025 · Yu, Zhenhua et al. · indexed
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Quantitative Analysis of Eye-Tracking Data Based on Information-Theoretic Tools for Measuring Driver Drowsiness ↗ · 2024 · Zhu, Yueming et al. · indexed
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How Long Can a Driver Look? Exploring Time Thresholds to Evaluate Head-up Display Imagery ↗ · 2020 · Hannah Topliss, Bethan et al. · indexed
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Driver Behavior in Conditional Automation: Comparison of Driving Simulator and Wizard of Oz Conditions ↗ · 2020 · Poisson, Céline et al. · indexed
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Patterns of Sequential Off-Road Glances Indicate Levels of Distraction in Automated Driving ↗ · 2019 · Yang, Shiyan et al. · indexed
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A Systematic Literature Review on the Effects of Non-Driving Tasks on the Takeover Process in Highly Automated Driving ↗ · 2023 · Yoon, Sol-Hee et al. · indexed
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Review of Eye-related Measures of Drivers’ Mental Workload ↗ · 2015 · Marquart, Gerhard et al. · indexed
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An analysis of physiological responses as indicators of driver takeover readiness in conditionally automated driving ↗ · 2023 · Deng, Min et al. · indexed
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The Impact of Non-Driving Related Task Types on Takeover Performance: A Simulated Driving Study Considering Multimodal Warning Systems ↗ · 2024 · Bai, Yuxin et al. · indexed
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Measuring Driver Situation Awareness Using Region-of-Interest Prediction and Eye Tracking ↗ · 2020 · Hofbauer, Markus et al. · indexed
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Attentional warnings caused by driver monitoring systems: How often do they appear and how well are they understood? ↗ · 2024 · Forster, Yannick et al. · indexed
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A Study on Visual Driving Simulator for Analyzing Perception Characteristics of a Driver ↗ · 2018 · Takahashi, Hiroshi et al. · indexed
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A behavioral inoculation method to improve critical takeover performance of novice drivers in conditionally automated driving ↗ · 2025 · Chai, Chen et al. · indexed
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A Computational Cognitive Model of Driver Response Time for Scheduled Freeway Exiting Takeovers in Conditionally Automated Vehicles ↗ · 2022 · Tan, Xiaomei et al. · indexed
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Unlocking Safer Driving: How Answering Questions Help Takeovers in Partially Automated Driving ↗ · 2023 · Bai, Xiaolu et al. · indexed
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Identifying the Out Of The Loop phenomenon during driving automation using spontaneous gaze behavior ↗ · 2022 · Chouchane, Hanna et al. · indexed
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Drivers’ Attention Strategies before Eyes-off-Road in Different Traffic Scenarios: Adaptation and Anticipation ↗ · 2021 · Liu, Zhuofan et al. · indexed
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Overall effects of non-driving related activities’ characteristics on takeover performance in the context of SAE Level 3: A meta-analysis · 2022 · Shi, Elisabeth et al. · archived
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Automated Driving: Interactive Automation Control System to Enhance Situational Awareness in Conditional Automation · 2018 · Olaverri-Monreal, Cristina et al. · archived
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Situation Awareness Measurement in Remotely Controlled Cars ↗ · 2021 · Linkov, Václav et al. · indexed
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Modeling takeover time based on non-driving-related task attributes in highly automated driving ↗ · 2021 · Yoon, Sol Hee et al. · indexed
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Comparing spatially static and dynamic vibrotactile take-over requests in the driver seat ↗ · 2017 · Petermeijer, S.M. et al. · indexed
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A Driver Behavior Monitoring System for Sustainable Traffic and Road Construction ↗ · 2023 · Sappl, Hannes et al. · indexed
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Visual Scanning Training for Older Drivers [Traffic Tech] · 2022 · Staplin, L. et al. · archived
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Vibrotactile Take-over Requests in Highly Automated Driving ↗ · 2020 · Chu, Duanfeng et al. · indexed
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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 ↗ · 2012 · Reimer, Bryan et al. · indexed
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Age-related differences in the cognitive, visual, and temporal demands of in-vehicle information systems · 2020 · Cooper, JM et al. · archived
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Olfactory Facilitation of Takeover Performance in Highly Automated Driving ↗ · 2020 · Tang, Qiuyang et al. · indexed
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How do obstacle characteristics and driver alertness affect the takeover process in conditionally automated driving? ↗ · 2025 · Li, Penghui et al. · indexed
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Analysis of objective eye tracking data used for vehicle assessment ↗ · 2023 · Novotný, Jan · indexed
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The Effects of Momentary Visual Disruption on Hazard Anticipation in Driving ↗ · 2013 · Borowsky, Avinoam et al. · indexed
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Ready for Take-Over? A New Driver Assistance System for an Automated Classification of Driver Take-Over Readiness ↗ · 2017 · Braunagel, Christian et al. · indexed
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Measuring driver awareness based on correlation between gaze behavior and risks of surrounding vehicles ↗ · 2012 · Mori, Masataka et al. · indexed
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Ready to Transition? Strategies to Bring Drivers Back into the Loop Upon Requests to Intervene in Conditionally Automated Driving ↗ · 2024 · Heinrich, Luisa Katharina et al. · indexed
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Multimodal Cue Combinations: A Possible Approach to Designing In-Vehicle Takeover Requests for Semi-autonomous Driving ↗ · 2019 · Huang, Gaojian et al. · indexed
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Evaluation of peripheral vision displays to support driver’s situation awareness in automated driving takeover ↗ · 2025 · Li, Jue et al. · indexed
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Measuring Distraction: Task Duration and the Lane-Change Test (LCT) ↗ · 2005 · Burns, Peter C. et al. · indexed
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Proactive Evaluation of Traffic Signs Using a Traffic Sign Simulator · 2015 · De Ceunynck, Tim et al. · archived
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Effects of Long-Lead Monitoring Requests on Driver Trust, Forward Gaze Rate, and Takeover Performance in Level 3 Automated Driving ↗ · 2026 · Akahoshi, Sakura et al. · indexed
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Should the Urgency of Visual-Tactile Takeover Requests Match the Criticality of Takeover Situations? ↗ · 2020 · Roche, Fabienne et al. · indexed
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Multiple Measures of Driver Workload according to Takeover Request Lead Time in Conditionally Autonomous Driving ↗ · 2020 · Yun, Yong Deok et al. · indexed
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Effects of Cognitive Tasks on Drivers' Eye Behavior and Performance ↗ · 2003 · Zheng, Xianjun Sam et al. · indexed
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Safety Compensation for Improving Driver Takeover Performance in Conditionally Automated Driving · 2020 · Yao, Hua et al. · archived
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Automatic Test Method of Driver Monitoring System (DMS) Based on Video Injection ↗ · 2026 · Wang, Fengjiao et al. · indexed
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Ready to transition? Strategies to bring drivers back into the loop upon requests to intervene in conditionally automated driving ↗ · 2025 · Heinrich, Luisa Katharina et al. · indexed
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Situational Awareness and Time to Takeover: Exploring an Alternative Method to Measure Engagement with High-Level Automation ↗ · 2017 · Clark, Hallie et al. · indexed
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Beyond Breathalyzers: Towards Pre-Driving Sobriety Testing with a Driver Monitoring Camera · 2025 · Stent, Simon et al. · archived
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Influence of conventional driving habits on takeover performance in joystick-controlled autonomous vehicles: A low-speed field experiment ↗ · 2024 · He, Shijian et al. · indexed
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Were they in the loop during automated driving? Links between visual attention and crash potential · 2017 · Louw, Tyron et al. · archived
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The Attentional Costs of Interrupting Task Performance at Various Stages ↗ · 2002 · Monk, Christopher A. et al. · indexed
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Predicting Driver’s Transition Time to a Secondary Task Given an in-Vehicle Alert ↗ · 2022 · Hwang, Steven et al. · indexed
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Using Glance Behaviour to Inform the Design of Adaptive HMI for Partially Automated Vehicles ↗ · 2022 · Ulahannan, Arun et al. · indexed
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Using Eye-Tracking Technology to Compare Hazard Detection on the Road Versus a Driving Simulator at Night Across Two Age Groups ↗ · 2020 · Leonardo, Juliette et al. · indexed
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Towards online detection of driver distraction: Eye-movement simulation based on a combination of vestibulo–ocular reflex and optokinetic reflex models ↗ · 2019 · Le, Anh Son et al. · indexed
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Need for Revised Total Eyes-Off-Road Criterion in the NHTSA Distraction Guidelines: Track Radio-Tuning Data ↗ · 2015 · Young, Richard A · indexed
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The Impact of Autonomous Driving Takeover Assistance Information Design on Driver Takeover Performance and Situational Awareness · 2024 · Xie, Lintong et al. · archived
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European NCAP Driver State Monitoring Protocols: Prevalence of Distraction in Naturalistic Driving ↗ · 2023 · Mulhall, Megan et al. · indexed
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Devil in the details: Systematic review of TOR signals in automated driving with a generic classification framework ↗ · 2022 · Jansen, Reinier J. et al. · indexed
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Real-Time Detection of Driver Cognitive Distraction Using Support Vector Machines ↗ · 2007 · Liang, Yulan et al. · indexed
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Drivers’ situational awareness of surrounding vehicles during takeovers: Evidence from a driving simulator study ↗ · 2024 · Jia, Lesong et al. · indexed
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Modelling the Dynamics of Situation Awareness Recovery: The Impact of Graded Warning Strategies in Automated Driving Takeovers ↗ · 2026 · Ding, Yaonan et al. · indexed
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The Effects of Non-Driving-Related Task Engagement on Automated Driving Takeover Performance During the Nighttime ↗ · 2022 · Liang, Nade et al. · indexed
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Drivers’ gaze patterns when resuming control with a head-up-display: Effects of automation level and time budget ↗ · 2023 · Xu, Chengliang et al. · indexed
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Investigating the Influence of Takeover Request Warning Methods on Driver Tension in Level 3 Automated Driving · 2025 · Fukuzawa, Taiga et al. · archived
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The Impact of Mental States, Scenarios, and Modalities on Informative Takeover Requests in Automated Driving ↗ · 2025 · Lo, Wei-Hsiang et al. · indexed
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Takeover performance of older drivers in automated driving: A review · 2022 · Gasne, C. et al. · archived
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Takeover requests for automated driving: The effects of signal direction, lead time, and modality on takeover performance ↗ · 2022 · Huang, Gaojian et al. · indexed
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Readiness Estimation for a Take-Over Request in Automated Driving on an Expressway ↗ · 2022 · Suzuki, Ryohei et al. · indexed
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Effects of dual-message tactile sliding takeover requests on takeover performance in an automated driving system ↗ · 2024 · Qiu, Zihao et al. · indexed
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Video Test to Evaluate Detection Performance of Drivers with Hemianopia: Preliminary Results ↗ · 2013 · Bowers, Alex R et al. · indexed
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The Effects of Augmented Reality Head-Up Display Graphics on Driver Situation Awareness and Takeover Performance in Driving Automation Systems ↗ · 2022 · Greatbatch, Richard L et al. · indexed
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How Dangerous Is Looking Away From the Road? Algorithms Predict Crash Risk From Glance Patterns in Naturalistic Driving ↗ · 2012 · Liang, Yulan et al. · indexed
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Threat-cued or action-cued? Effects of attention guidance strategy on decision-support in automated driving under complex takeover situations ↗ · 2026 · Dou, Jinzhen et al. · indexed
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A Review of Methods for Predicting Driver Take-Over Time in Conditionally Automated Driving ↗ · 2025 · Wu, Haoran et al. · indexed
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Examining Driver Situation Awareness in the Takeover Process of Conditionally Automated Driving With the Effect of Age ↗ · 2024 · Ding, Wen et al. · indexed
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It’s Out of Our Hands Now! Effects of Non-Driving Related Tasks During Highly Automated Driving on Drivers’ Fatigue ↗ · 2017 · Jarosch, Oliver et al. · indexed
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Evaluating Effects of Urgent Takeover Requests on Driver Stress through Galvanic Skin Response Analysis ↗ · 2022 · Yin, Weiru et al. · indexed
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Identifying novice drivers in need of hazard perception ability improvement for takeover performance ↗ · 2024 · Weng, Shixuan et al. · indexed
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Constructing the behavioral sequence of the takeover process—TOR, behavior characteristics and phases division: A real vehicle experiment ↗ · 2023 · Yu, Zhenhua et al. · indexed
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Using Markov Chains to Understand the Sequence of Drivers' Gaze Transitions During Lane-Changes in Automated Driving ↗ · 2019 · Gonçalves, Rafael et al. · indexed
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Impact of non-driving related task types, request modalities, and automation on driver takeover: A meta-analysis ↗ · 2025 · Jin, Lisheng et al. · indexed
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A Gaze-Based Driver Distraction Warning System and Its Effect on Visual Behavior ↗ · 2013 · Ahlstrom, Christer et al. · indexed
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How visual information influences dual-task driving and tracking · 2020 · Broeker, Laura et al. · archived
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Using a Driving Simulator to Create a Visual Search Test for Drivers with Parkinson's Disease ↗ · 2019 · Devos, Hannes et al. · indexed
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Isolating the Effect of Off-Road Glance Duration on Driving Performance: An Exemplar Study Comparing HDD and HUD in Different Driving Scenarios ↗ · 2021 · Smith, Missie et al. · indexed
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Information Fusion for Driver Distraction Studies Using Eye Tracking Glasses ↗ · 2021 · Paletta, Lucas et al. · indexed
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Engagement in Non-Driving Related Tasks as a Non-Intrusive Measure for Mode Awareness: A Simulator Study ↗ · 2020 · Forster, Yannick et al. · indexed
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Age-Related Differences in Vehicle Control and Eye Movement Patterns at Intersections: Older and Middle-Aged Drivers · 2016 · Yamani, Yusuke et al. · archived
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Exploring the Use of XR Interfaces for Driver Assistance in Take Over Request ↗ · 2022 · Mukhopadhyay, Abhishek et al. · indexed
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A Systematic Review on Driver Drowsiness Detection Using Eye Activity Measures ↗ · 2024 · Kolus, Ahmet · indexed
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Is driving experience all that matters? Drivers’ takeover performance in conditionally automated driving ↗ · 2023 · Zhang, Neng et al. · indexed
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Study on Driver’s Preview Distance Based on Driving Simulator Tests ↗ · 2023 · Gobbi, Massimiliano et al. · indexed
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Drivers’ Individual Design Preferences of Takeover Requests in Highly Automated Driving ↗ · 2019 · Brandenburg, Stefan et al. · indexed
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Head-Up Displays and Distraction Potential · 2023 · Russell, Sheldon M. et al. · archived
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Driver behavior and mental workload for takeover safety in automated driving: ACT-R prediction modeling approach ↗ · 2024 · Oh, Hyungseok et al. · indexed
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Effects of Non-Driving Related Tasks During Self-Driving Mode ↗ · 2022 · Minhas, Saad et al. · indexed
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Trends and Future Prospects of the Drowsiness Detection and Estimation Technology · 2021 · Arakawa, Toshiya · archived
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Comparison of younger and older drivers’ glance behavior and performance in a driving simulator ↗ · 2012 · Son, Joonwoo et al. · indexed
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A Dual-Cameras-Based Driver Gaze Mapping System With an Application on Non-Driving Activities Monitoring ↗ · 2020 · Yang, Lichao et al. · indexed
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Eye Movement Detection for Assessing Driver Drowsiness by Electrooculography ↗ · 2013 · Ebrahim, Parisa et al. · indexed
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Driver Visual Behavior in the Presence of Commercial Electronic Variable Message Signs (CEVMS) · 2011 · Perez, William A. et al. · archived
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Evaluating Older Drivers' Skills · 2013 · Chaudhary, Neil K. et al. · archived
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The Effects of a Scheduled Driver Engagement Strategy in Automated Driving ↗ · 2015 · Blommer, Mike et al. · indexed
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Research on Driving Takeover Methods for Human-Machine Co-Driving Intelligent Vehicles in Dangerous Traffic Situations ↗ · 2025 · Wu, Shaobin et al. · indexed
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Age-Related Effects of Executive Function on Takeover Performance: A Simulator Study in Automated Driving · 2021 · Peng, Qijia et al. · archived
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Please take over! An analysis and strategy for a driver take over request during autonomous driving ↗ · 2015 · Bahram, Mohammad et al. · indexed
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The effects of takeover request lead time on drivers’ situation awareness for manually exiting from freeways: A web-based study on level 3 automated vehicles ↗ · 2022 · Tan, Xiaomei et al. · indexed
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A Driving Simulation Study Examining Destination Entry with iOS 5 Google Maps and a Garmin Portable GPS System ↗ · 2013 · Dopart, Celena et al. · indexed
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Vigilance Decrement During On-Road Partially Automated Driving Across Four Systems · 2023 · Strayer, David L. · archived
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Age-Related Differences in the Cognitive, Visual and Temporal Demands of In-Vehicle Information Systems · 2019 · AAA Foundation for Traffic Safety · archived
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Driver Distraction through Conversation Measured with Pupillometry ↗ · 2013 · Dlugosch, Carsten et al. · indexed
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Multitasking induced contextual blindness · 2025 · Cooper, JM et al. · archived
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Looking at the Driver/Rider in Autonomous Vehicles to Predict Take-Over Readiness ↗ · 2020 · Deo, Nachiket et al. · indexed
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'To See or Not to See?' How Do Eye Movements Change Within Immersive Driving Environments ↗ · 2014 · Reich, Diana et al. · indexed
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Examining Driver Situation Awareness in the Takeover Process of Conditionally Automated Driving With the Effect of Age ↗ · 2024 · Ding, Wen et al. · indexed
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Effects of scheduled manual driving on drowsiness and response to take over request: A simulator study towards understanding drivers in automated driving ↗ · 2019 · Wu, Yanbin et al. · indexed
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Driver compliance to take-over requests with different auditory outputs in conditional automation ↗ · 2017 · Forster, Yannick et al. · indexed
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Effects of non-driving related tasks on readiness to take over control in conditionally automated driving ↗ · 2021 · Lin, Qing-feng et al. · indexed
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Design of Gaze Evaluation System in Driving Using Eye Tracking and Object Detection ↗ · 2025 · Thakulla, Jagat et al. · indexed
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Detection method for driver's gaze direction based on improved VGG network ↗ · 2023 · Wang, Haowen et al. · indexed
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Gaze-based Drowsiness Recognition for Level 3 Automated Driving: Designing Core Features and Temporal Windows ↗ · 2026 · Jang, Eun Hye et al. · indexed
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Takeover Time in Highly Automated Vehicles: Noncritical Transitions to and From Manual Control ↗ · 2017 · Eriksson, Alexander et al. · indexed
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Investigating the Effect of a Visual Search Task for Simulator-Based Driver Training ↗ · 2013 · van Leeuwen, P M et al. · indexed
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Effects of integrated takeover request warning with personal portable device on takeover time and post-takeover performance in level 3 driving automation ↗ · 2024 · Talukder, Niloy et al. · indexed
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A Systematic Review of Takeover System Design and Evaluation in Highly Automated Driving ↗ · 2025 · Liu, Tianrui et al. · indexed
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Assessing the Impact of Age on Cognitively Induced Visual Tunneling · 2013 · Reimer, Bryan · archived
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Driver Visual Behavior in the Presence of Commercial Electronic Variable Message Signs (CEVMS) · 2012 · Perez, William A. et al. · archived
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Relationship Between Motor Vehicle Collisions and Results of Perimetry, Useful Field of View, and Driving Simulation in Drivers With Glaucoma ↗ · 2015 · Tatham, Andrew J. et al. · indexed
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Analysis of Visual Scanning Patterns Comparing Drivers of Simulated L2 and L0 Systems ↗ · 2019 · Hatfield, Nathan et al. · indexed
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Validation of the European visual field standards for driving: A driving simulator‐based study ↗ · 2024 · Sudmann, Thea Melsen et al. · indexed
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Reducing Barriers in Analyzing Eye Tracking Data: The Development of a GUI to Preprocess Eye Tracking Data ↗ · 2024 · Atweh, Jad A. et al. · indexed
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A Neural Network-Based Driver Gaze Classification System with Vehicle Signals ↗ · 2020 · Dari, Simone et al. · indexed
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Data-Driven Estimation of Driver Attention Using Calibration-Free Eye Gaze and Scene Features ↗ · 2022 · Hu, Zhongxu et al. · indexed
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Triboelectric sensor gloves for real-time behavior identification and takeover time adjustment in conditionally automated vehicles · 2025 · Lu, Xiao et al. · archived
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Distracted Driving Due to Visual Working Memory Load · 2014 · Mordkoff, J. Toby et al. · archived
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Gaze and Eye Tracking: Techniques and Applications in ADAS ↗ · 2019 · Khan, Muhammad Qasim et al. · indexed
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Perceptual Load in Different Regions of the Visual Scene and Its Relevance for Driving · 2015 · Marciano, Hadas et al. · archived
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Driver Gaze Tracking and Eyes Off the Road Detection System ↗ · 2015 · Vicente, Francisco et al. · indexed
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Visual attention outperforms visual-perceptual parameters required by law as an indicator of on-road driving performance ↗ · 2020 · Grundler, Wolfgang et al. · indexed
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Machine learning agent to recommend the best modality for takeover during conditionally automated driving · 2022 · de Salis, Emmanuel et al. · archived
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The Effect of Visual Clutter on Driver Eye Glance Behavior ↗ · 2011 · Perez, William et al. · indexed
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Investigation of the contributing factors of driver takeover time under conditional autonomous driving conditions ↗ · 2024 · Chen, Tao et al. · indexed
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Designing a Driver’s Hazard Perception Test Based on the Neural Brain Images Analysis (fMRI) ↗ · 2022 · Gharib, Seifollah et al. · indexed
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Effect of Response Method on Driver Responses to Auditory Warnings in Simulated Semi-autonomous Driving ↗ · 2018 · Mishler, Scott et al. · indexed
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Connecting road environment features and driver glance behavior in the macro level: Surrounding vehicle patterns, traffic density, and driver eye-glance behaviors ↗ · 2014 · Tian, Renran et al. · indexed
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Head Scanning by Drivers With Left Homonymous Visual Field Loss: A Naturalistic Driving Pilot Study ↗ · 2026 · Choe, Seonggyu et al. · indexed
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Analyzing the Effects of Driving Experience on Backing Maneuvers Based on Data Collected by Eye-Tracking Devices ↗ · 2023 · Wang, Qirun et al. · indexed
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Monitoring Driver Attention using Virtual Reality Headsets in the CARLA Simulator ↗ · 2026 · Eduardo, García-Huerta et al. · indexed
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Driver attention in urban intersections when crossing paths with cyclists · 2025 · Ahlström, Christer et al. · archived
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Development & Testing of a Camera-Based Driver Monitoring System ↗ · 2024 · Bhagat, Ajinkya et al. · indexed
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On the Road to Productivity: Investigating Text-Presentation Techniques and Audio Assistance for Non-Driving Tasks in Conditionally Automated Vehicles ↗ · 2023 · Patel, Shiv G et al. · indexed
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Visual Attention During Simulated Autonomous Driving in the US and Japan ↗ · 2017 · Shinohara, Yumiko et al. · indexed
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Predicting Operator Workload from Oculometric Data in High-Demand Environments: A Case Study with MATB-II · 2025 · Pogliano, Marco et al. · archived
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Takeover Context Matters: Characterising Context of Takeovers in Naturalistic Driving using Super Cruise and Autopilot ↗ · 2023 · Yang, Shiyan et al. · indexed
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Investigating Factors Influencing Takeover Performance in Conditionally Automated Driving: The Role of Uncertainty Communication ↗ · 2025 · Tekkesinoglu, Sule et al. · indexed
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Effects of explanation-based knowledge regarding system functions and driver’s roles on driver takeover during conditionally automated driving: A test track study ↗ · 2021 · Zhou, Huiping et al. · indexed
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Human-Machine Interfaces for Handover from Automated Driving Systems: A Literature Review ↗ · 2020 · Greatbatch, Richard L. et al. · indexed
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Eye movements reveal that drivers can predict the location of hazards in dynamic road scenes but gaze and awareness are dissociable ↗ · 2025 · Song, Jiali et al. · indexed
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The Effect of Driver Fatigue on Takeover Reaction Time under Human-Machine Co-Driving ↗ · 2023 · Li, Wenliang et al. · indexed
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A Systematic Review of Takeover System Design in Highly Automated Driving ↗ · 2026 · Liu, Tianrui et al. · indexed
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Effects of Individual Vehicle Differences on Advanced Driver-Assist System Takeover Alert Behavior ↗ · 2022 · Bauchwitz, Benjamin et al. · indexed
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Detection of brake lights while distracted: Separating peripheral vision from cognitive load ↗ · 2019 · Wolfe, Benjamin et al. · indexed
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Evaluating the Effect of Google Glass on Driver Distraction · 2018 · Fisher, Donald L. et al. · archived
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Real-time Driver Monitoring System with Facial Landmark-based Eye Closure Detection and Head Pose Recognition · 2023 · Kim, Dohun et al. · archived
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Modeling Lateral Control Behavior of Driver for Manual Takeover of Automated Vehicles During Pedestrian Collision Avoidance ↗ · 2024 · Xu, Fei-xiang et al. · indexed
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Contributions to Driver Fatigue Detection Based on Eye-tracking ↗ · 2021 · Băiașu, Ana-Maria et al. · indexed
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Applying Adaptive Gain Theory to Pupillary Dynamics During Hands-Off L2 Driving Under High Cognitive Load ↗ · 2026 · Goodridge, Courtney Michael et al. · indexed
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Optimizing the HMI Design for the Takeover Request in Conditional Automated Driving ↗ · 2025 · Xi, Yu · indexed
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Multimodel System for Driver Distraction Detection and Elimination ↗ · 2022 · AbouOuf, Abdulrahman et al. · indexed
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Systematic review and meta-analysis of take-over time from automated driving at SAE levels 2 and 3 to manual control ↗ · 2025 · Sekadakis, Marios et al. · indexed
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Situation Awareness Measurement in Pedestrian Environments: A Comparison between Freeze-probing and Realtime-probing technique ↗ · 2022 · Akbar, Gilang Hamzah et al. · indexed
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Looking out or Looking Away?—Exploring the Impact of Driving With a Passenger on Young Drivers’ Eye Glance Behavior ↗ · 2022 · Mehrotra, Shashank et al. · indexed
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A Probabilistic Model for Visual Driver Gaze Approximation from Head Pose Estimation ↗ · 2020 · Shirpour, Mohsen et al. · indexed
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The Effects of Control Takeover Request Modality of Automated Vehicle and Road Type on Driver’s Takeover Time and Mental Workload ↗ · 2023 · Yun, Nam-Kyung et al. · indexed
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A Low-Cost System for Dynamic Analysis of Pupillary Light Response for a Driver Drowsiness Detection System ↗ · 2018 · Amodio, Alessandro et al. · indexed
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How Does Driver Takeover Worsen in a Sudden System Failure of Conditionally Automated Driving? ↗ · 2020 · Yao, Hua et al. · indexed
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Should the urgency of auditory-tactile takeover requests match the criticality of takeover situations? ↗ · 2018 · Roche, Fabienne et al. · indexed
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Analyzing Gaze During Driving: Should Eye Tracking Be Used to Design Automotive Lighting Functions? ↗ · 2025 · Kunst, Korbinian et al. · indexed
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Driver Gaze Estimation in the Real World: Overcoming the Eyeglass Challenge ↗ · 2020 · Rangesh, Akshay et al. · indexed
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An EOG-based Vigilance Estimation Method Applied for Driver Fatigue Detection ↗ · 2015 · Ma, Jia-Xin et al. · indexed
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Feasibility Study of Drowsy Driving Prediction based on Eye Opening Time ↗ · 2017 · Hatakeyema, Yoshiyuki · indexed
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What the mirrors won't tell: Instructing the blind spot check in driver training ↗ · 2025 · Cromdal, Jakob et al. · indexed
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Analysis of aging drivers' behaviors navigating with in-vehicle visual display systems ↗ · 2003 · Pauzie, A. et al. · indexed
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Striving for a balance between safety performance and driver acceptance in auditory takeover requests ↗ · 2026 · Shi, Jinlei et al. · indexed
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Designing for the Extremes: Modeling Drivers’ Response Time to Take Back Control From Automation Using Bayesian Quantile Regression ↗ · 2021 · DinparastDjadid, Azadeh et al. · indexed
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Driver Monitoring System based on Distracted Driving Decision Algorithm ↗ · 2022 · Jeon, Sehwan et al. · indexed
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Camera-Based Driver Monitoring System for Abnormal Behavior Detection · 2020 · Aljaafreh, Ahmad · archived
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Identification of Target Objects from Gaze Behavior during a Virtual Navigation Task ↗ · 2021 · Enders, Leah R. et al. · indexed
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Attention and Threat Detection: Warnings and How They Affect Takeover Performance ↗ · 2020 · Brunsen, Emily et al. · indexed
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Eye Blink Detection- A New System for Driver Drowsiness and Distraction Detection ↗ · 2024 · Journal, IJSREM · indexed
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Driver Drowsiness Detection System · 2026 · Kushwaha, Abhishek · archived
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Human-Centered HMI Design for Level 3 Automated Driving Takeover Process ↗ · 2023 · Qiu, Yuqi · indexed
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Implicit Calibration of Point-of-Gaze on Scene Image Using Smooth-Pursuit Eye Movements for Driver Monitoring ↗ · 2025 · Nakazawa, Riku et al. · indexed
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Driver Gaze Zone Estimation Based on Three-Channel Convolution-Optimized Vision Transformer With Transfer Learning ↗ · 2024 · Li, Zhao et al. · indexed
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