A driver behavior detection system using deep learning-based object classification includes: a frame inputting unit for receiving image frames; a downsampling unit for downsampling resolutions of a previous frame and a current frame of the image frames; an active image producing unit for utilizing brightness values by color of the downsampled previous and current frames to produce an active image; an active region extracting unit for applying a sliding window algorithm to the produced active image to extract an active region having the biggest window value among window values; and a behavior detecting unit for applying an object classification algorithm to the extracted active region to classify and detect a driver's behavior.


    Zugriff

    Download


    Exportieren, teilen und zitieren



    Titel :

    DEVICE FOR DETECTING DRIVER BEHAVIOR USING DEEP LEARNING-BASED OBJECT CLASSIFICATION


    Beteiligte:
    HAN DONG SEOG (Autor:in) / SEONG JAEHO (Autor:in) / YOON YOUNGJIN (Autor:in) / YOO MINWOO (Autor:in)

    Erscheinungsdatum :

    19.06.2025


    Medientyp :

    Patent


    Format :

    Elektronische Ressource


    Sprache :

    Englisch


    Klassifikation :

    IPC:    G06V / H04N PICTORIAL COMMUNICATION, e.g. TELEVISION , Bildübertragung, z.B. Fernsehen / B60Q ARRANGEMENT OF SIGNALLING OR LIGHTING DEVICES, THE MOUNTING OR SUPPORTING THEREOF OR CIRCUITS THEREFOR, FOR VEHICLES IN GENERAL , Anordnung von Signal- oder Beleuchtungsvorrichtungen, deren Einbau oder Halterung oder deren Schaltkreise bei Fahrzeugen allgemein



    DEVICE FOR DETECTING DRIVER BEHAVIOR USING DEEP LEARNING-BASED OBJECT CLASSIFICATION

    HAN DONGSEOG / SEONG JAEHO / YOON YOUNGJIN et al. | Europäisches Patentamt | 2023

    Freier Zugriff

    APPARATUS FOR DETECTING DRIVER BEHAVIOR USING OBJECT CLASSIFICATION BASED ON DEEP RUNNING

    DONG SEOG HAN / JAEHO SEONG / YOUNGJIN YOON et al. | Europäisches Patentamt | 2023

    Freier Zugriff


    Driver and Vehicle Unsafe Behavior Tracking using Deep Learning

    Yasser, Farida / Hatem, Souzan / Ahmed, Ziad et al. | IEEE | 2024


    Driver Lane-Changing Behavior Prediction Based on Deep Learning

    Cheng Wei / Fei Hui / Asad J. Khattak | DOAJ | 2021

    Freier Zugriff