Recent accidents on roads involving cyclists and autonomous vehicles have raised an alarm in the industry to focus more on cyclist safety. Although there are plenty of datasets publicly available in the industry, they don't include enough instances of cyclists in different road conditions to run comprehensive tests. Therefore, in this work, we present a new publicly available Specialized Cyclist Dataset, which focuses solely on cyclist detection. Our dataset was recorded using a monocular RGB camera in various scenarios experienced by cyclists on roads in Autumn and Winter (with snow) for enabling researchers to run rigorous tests in various conditions. There are 62297 total images, about 18200 cyclists instances, and 30 different cyclists. Additionally in the dataset, we present the Specialized cyclist jersey with a diamond pattern designed specifically for improving detection accuracy compared to street clothes. For convenience, we utilized the popular KITTI labeling format and resolution in addition to Full HD resolution.


    Zugriff

    Zugriff prüfen

    Verfügbarkeit in meiner Bibliothek prüfen

    Bestellung bei Subito €


    Exportieren, teilen und zitieren



    Titel :

    Specialized Cyclist Detection Dataset: Challenging Real-World Computer Vision Dataset for Cyclist Detection Using a Monocular RGB Camera


    Beteiligte:
    Masalov, Alexander (Autor:in) / Matrenin, Pavel (Autor:in) / Ota, Jeffrey (Autor:in) / Wirth, Florian (Autor:in) / Stiller, Christoph (Autor:in) / Corbet, Heath (Autor:in) / Lee, Eric (Autor:in)


    Erscheinungsdatum :

    01.06.2019


    Format / Umfang :

    4093483 byte





    Medientyp :

    Aufsatz (Konferenz)


    Format :

    Elektronische Ressource


    Sprache :

    Englisch



    Vision-Based Cyclist Travel Lane and Helmet Detection

    Madake, Jyoti / Bhatlawande, Shripad / Shete, Madhusha | Springer Verlag | 2023


    A NEW BENCHMARK FOR VISION-BASED CYCLIST DETECTION

    Li, Xiaofei / Flohr, Fabian / Yang, Yue et al. | British Library Conference Proceedings | 2016


    Method and Apparatus for Cyclist Detection using Multi Camera

    BYUN HYE RAN / HONG JONG KWANG | Europäisches Patentamt | 2017

    Freier Zugriff

    Cyclist behaviour

    Shrimpton, D. E. / Bicycle Federation of Australia | British Library Conference Proceedings | 1992


    Camera-based measurement of cyclist motion

    Eddy, Chris / de Saxe, Christopher / Cebon, David | SAGE Publications | 2019