Driver fatigue is one of the leading causes of road accidents. It affects the mental vigilance of the driver and reduces his personal capacity to drive a vehicle in full safety. These factors increase the risk of human errors which could involve deaths and wounds. Consequently, the development of an automatic system, which controls the driver fatigue and prevents him from accidents in advance, has received a growing interest. In this work, we have proposed a fusion system for drowsiness detection based on blinking measurement and the 3D head pose estimation. We have studied the driver’s eye behaviors by analysing a non-stationary and non-linear signal and we estimate the head rotation in the three directions Yaw, Pitch, and Roll by exploiting only three interest points of the face. Our suggested system of fusion presents three levels of drowsiness: awake, tired, and very tired. This system is evaluated by both DEAP and MiraclHB databases. The evaluation shows many promising results and shows the effectiveness of the suggested approach.


    Zugriff

    Zugriff über TIB

    Verfügbarkeit in meiner Bibliothek prüfen

    Bestellung bei Subito €


    Exportieren, teilen und zitieren



    Titel :

    Spatio-temporal features for the automatic control of driver drowsiness state and lack of concentration


    Beteiligte:
    Akrout, Belhassen (Autor:in) / Mahdi, Walid (Autor:in)

    Erschienen in:

    Erscheinungsdatum :

    2015


    Format / Umfang :

    13 Seiten




    Medientyp :

    Aufsatz (Zeitschrift)


    Format :

    Print


    Sprache :

    Englisch





    Driver Drowsiness Detection

    Rezaei, Mahdi / Klette, Reinhard | Springer Verlag | 2017


    DRIVER DROWSINESS DETECTION

    YANG HSIN-HSIANG / PRAKAH-ASANTE KWAKU O | Europäisches Patentamt | 2015

    Freier Zugriff

    Driver Drowsiness Detection

    Satish, K. / Lalitesh, A. / Bhargavi, K. et al. | IEEE | 2020


    Driver drowsiness detection

    YANG HSIN-HSIANG / PRAKAH-ASANTE KWAKU O | Europäisches Patentamt | 2015

    Freier Zugriff