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      Virtual Reality Simulation and Eye Tracking to Assess Hazard Perception of Car Drivers

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      Proceedings of the 32nd International BCS Human Computer Interaction Conference (HCI)

      Human Computer Interaction Conference

      4 - 6 July 2018

      Virtual Reality, Eye Tracking, Machine Learning, Simulated Training, Driving, Hazard Perception

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            Abstract

            The assessment of a driver’s hazard perception on the road is difficult to measure. Using a Virtual Reality (VR) simulation coupled with eye tracking to objectively detect hazard recognition is a viable technological solution. The objective in this paper is to outline an approach that uses a virtual simulation to assess hazard perception of car drivers. This approach covers the development of a system capable of capturing the data required to interpret a subject’s attention (e.g. head and eye gaze scan path), and a proposed approach to using supervised machine learning algorithms to analyse this dataset and predict driver competency in hazard perception.

            Content

            Author and article information

            Contributors
            Conference
            July 2018
            July 2018
            : 1-4
            Affiliations
            [0001]Kainos

            4-6 Upper Cres, Belfast BT7 1NT, Northern Ireland, UK
            [0002]Ulster University

            Newtownabbey, County Antrim, BT37 0QB, Northern

            Ireland, UK
            Article
            10.14236/ewic/HCI2018.189
            baa0531f-c68a-445e-8816-97222d4e8780
            © Ferris et al. Published by BCS Learning and Development Ltd. Proceedings of British HCI 2018. Belfast, UK.

            This work is licensed under a Creative Commons Attribution 4.0 Unported License. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/

            Proceedings of the 32nd International BCS Human Computer Interaction Conference
            HCI
            32
            Belfast, UK
            4 - 6 July 2018
            Electronic Workshops in Computing (eWiC)
            Human Computer Interaction Conference
            Product
            Product Information: 1477-9358BCS Learning & Development
            Self URI (journal page): https://ewic.bcs.org/
            Categories
            Electronic Workshops in Computing

            REFERENCES

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            2. 2012 August Advantages and disadvantages of driving simulators: A discussion In Proceedings of Measuring Behavior 47 50

            3. “Information Extraction during Instrument Flight: An Evaluation of the Validity of the Eye-Mind Hypothesis” Proceedings of the Human Factors and Ergonomics Society Annual Meeting 40 2 77 81 1996

            4. “Eye Tracking the Visual Attention of Nurses Interpreting Simulated Vital Signs Scenarios: Mining Metrics to Discriminate Between Performance Level” IEEE Transactions on Human-Machine Systems 48 2 113 124 2018

            5. 2013 Online Classification of Eye Tracking Data for Automated Analysis of Traffic Hazard Perception. Artificial Neural Networks and Machine Learning – ICANN 2013. ICANN 2013 Lecture Notes in Computer Science 8131 Springer Berlin, Heidelberg

            6. 2015 A validation study of driving errors using a driving simulator Transportation Research Part F: Traffic Psychology and Behaviour 29 14 21

            7. “Subtle gaze direction” ACM Transactions on Graphics 28 4 1 14 2009

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