Car accidents remained to be the primary cause of deatb 's worldwide. About 1.5 billion people die in road accidents per year, the vast majority of which are due to a single factor, the driver's drowsiness. Most people drive long distances without sleeping and by using mobile phones while driving, which causes tiredness which results in driver drowsiness. This can be prevented by triggering an alarm that can make the driver active when the driver becomes drowsy. Machine learning and computer vision can assist in determining if a person is drowsy or not by tracking facial landmarks that include eye and mouth patterns. A system that warns the driver if he or she becomes drowsy can make the user active. Both the eye movements and the mouth movements associated with yawning are considered, which allows in identifying if the individual is sleepy or not, in a more precise manner using Convolutional neural networks and OpenCV. This model developed will assist everyone in mitigating injuries caused by drowsiness.


    Zugriff

    Zugriff prüfen

    Verfügbarkeit in meiner Bibliothek prüfen

    Bestellung bei Subito €


    Exportieren, teilen und zitieren



    Titel :

    An Enhanced Driver Drowsiness Detection System using Transfer Learning


    Beteiligte:
    Sowmya Laxshmi, M.V. (Autor:in) / U, Prabu. (Autor:in) / Chandana, L. (Autor:in) / N, Sunny. (Autor:in)


    Erscheinungsdatum :

    02.12.2021


    Format / Umfang :

    1103194 byte




    Medientyp :

    Aufsatz (Konferenz)


    Format :

    Elektronische Ressource


    Sprache :

    Englisch



    Enhanced Driver Drowsiness Detection using Deep Learning

    Singh Dipender / Singh Avtar | DOAJ | 2023

    Freier Zugriff

    Driver Drowsiness Detection Using Deep Learning

    Pawar, Rupali / Wamburkar, Saloni / Deshmukh, Rutuja et al. | IEEE | 2021


    Driver Drowsiness Detection Using Deep Learning

    Jain, Anuj Kumar / Sharma, Vikrant / Goel, Sandeep et al. | IEEE | 2023


    Driver Drowsiness Detection Using Machine Learning

    Ritesh, Aryan / Jagatia, Neel / Deshmukh, Pankaj | IEEE | 2023


    Driver Drowsiness Detection using Deep Learning

    Nandhini, P.S. / Kuppuswami, S. / Malliga, S. et al. | IEEE | 2022