This paper considers a comprehensive and collaborative project to collect large amounts of driving data on the road for use in a wide range of areas of vehicle-related research centered on driving behavior. Unlike previous data collection efforts, the corpora collected here contain both human and vehicle sensor data, together with rich and continuous transcriptions. While most efforts on in-vehicle research are generally focused within individual countries, this effort links a collaborative team from three diverse regions (i.e., Asia, American, and Europe). Details relating to the data collection paradigm, such as sensors, driver information, routes, and transcription protocols, are discussed, and a preliminary analysis of the data across the three data collection sites from the U.S. (Dallas), Japan (Nagoya), and Turkey (Istanbul) is provided. The usability of the corpora has been experimentally verified with a Cohen's kappa coefficient of 0.74 for transcription reliability, as well as being successfully exploited for several in-vehicle applications. Most importantly, the corpora are publicly available for research use and represent one of the first multination efforts to share resources and understand driver characteristics. Future work on distributing the corpora to the wider research community is also discussed.


    Access

    Check access

    Check availability in my library

    Order at Subito €


    Export, share and cite



    Title :

    International Large-Scale Vehicle Corpora for Research on Driver Behavior on the Road


    Contributors:
    Takeda, K. (author) / Hansen, J. H. L. (author) / Boyraz, P. (author) / Malta, L. (author) / Miyajima, C. (author) / Abut, H. (author)


    Publication date :

    2011-12-01


    Size :

    1851532 byte




    Type of media :

    Article (Journal)


    Type of material :

    Electronic Resource


    Language :

    English





    Research on improved driver model based on vehicle-road security situation under large curvature curves

    Cai, Bixin / Wang, Qidong / Yan, Mingyue et al. | SAGE Publications | 2024


    Driver Behavior Assistance in Road Intersections

    Dafrallah, Safaa / Amine, Aouatif / Mousset, Stéphane et al. | Springer Verlag | 2020


    Driver assistance method for road vehicle

    SECCONDI ANDREA / LIMONTA GIANMARCO | European Patent Office | 2023

    Free access