In the field of traffic management and control systems, we are witnessing a symbiotic evolution, where intelligent infrastructure is progressively collaborating with smart vehicles to produce benefits for traffic monitoring and security, by rapidly identifying hazardous behaviours. This exponential growth is due to the rapid development of deep learning in recent years, as well as the improvements in computer vision models. These technologies allow for monitoring tasks without the need to install numerous sensors or stop the traffic, using the extensive camera network of surveillance cameras already present in worldwide roads. This study proposes a computer vision-based solution that allows for real-time processing of video streams through edge computing devices, eliminating the need for Internet connectivity or dedicated sensors. The proposed system employs deep learning algorithms and vision techniques that perform vehicle detection, classification, tracking, speed estimation, and vehicle geolocation.


    Zugriff

    Download


    Exportieren, teilen und zitieren



    Titel :

    Intelligent Infrastructure for Traffic Monitoring Based on Deep Learning and Edge Computing


    Beteiligte:
    Jaime Villa (Autor:in) / Franz García (Autor:in) / Rubén Jover (Autor:in) / Ventura Martínez (Autor:in) / José M. Armingol (Autor:in)


    Erscheinungsdatum :

    2024




    Medientyp :

    Aufsatz (Zeitschrift)


    Format :

    Elektronische Ressource


    Sprache :

    Unbekannt




    Intelligent traffic infrastructure monitoring management system

    LI HUALONG | Europäisches Patentamt | 2022

    Freier Zugriff

    Intelligent traffic infrastructure monitoring management system

    ZHU LEI / WANG JUE | Europäisches Patentamt | 2022

    Freier Zugriff

    Intelligent traffic flow monitoring machine based on deep learning

    LI JINGJING / WEI YANFEI / LIU LIFEI et al. | Europäisches Patentamt | 2024

    Freier Zugriff


    Edge computing power deconstruction and intelligent scheduling method based on traffic computing network

    CHEN SUTING / WU XU / CHEN ZHIWEI et al. | Europäisches Patentamt | 2024

    Freier Zugriff