Autonomous vehicles are in full development and vehicles classification is a fundamental part of this new technology. To interact with other objects on the road, vehicles need to be able to identify what is surrounding them. In this paper, we develop a platform named VARC (Vehicle Algorithm for Recognition and Classification) integrating a fully connected neural network to classify different types of vehicles such as trucks. Moreover, VARC considers the detected type to identify the brand of the vehicle using a convolutional neural network. This allows getting valuable characteristics of the vehicle like its color, the number of passengers. By processing pictures taken from security cameras or from ones on vehicles, VARC may help cops identify stolen cars and autonomous vehicles improve their perception of their environment. VARC's neural network is trained on more than 7000 images of cars, trucks, and motorcycles. Results demonstrated the effectiveness of VARC in terms of generating valuable data while minimizing the needed resources.


    Zugriff

    Zugriff prüfen

    Verfügbarkeit in meiner Bibliothek prüfen

    Bestellung bei Subito €


    Exportieren, teilen und zitieren



    Titel :

    Vehicles Classification and Brand Recognition Using Convolution Network and Neural Networks


    Beteiligte:
    Rezgui, Jihene (Autor:in) / Daze, Simon (Autor:in) / Mehenni, Gaya (Autor:in)


    Erscheinungsdatum :

    01.12.2019


    Format / Umfang :

    356221 byte




    Medientyp :

    Aufsatz (Konferenz)


    Format :

    Elektronische Ressource


    Sprache :

    Englisch



    Car Model Recognition Using Convolution Neural Networks

    Santhoshi, M. / Mohanthi, K / Venugopal, P. et al. | IEEE | 2024


    VEHICLE CLASSIFICATION USING THE CONVOLUTION NEURAL NETWORK APPROACH

    Janak TRIVEDI / Mandalapu Sarada DEVI / Dave DHARA | DOAJ | 2021

    Freier Zugriff

    Classification of vehicles using neural networks

    Reijmers, J.J. | Tema Archiv | 1993


    Classification of vehicles using neural networks

    Reijmers, J. J. / European Automobile Engineers Cooperation | British Library Conference Proceedings | 1993


    Classification of vehicles using neural networks

    Reijmers,J.J. / Univ.of Technol.,Delft,NL | Kraftfahrwesen | 1993