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.


    Access

    Check access

    Check availability in my library

    Order at Subito €


    Export, share and cite



    Title :

    Vehicles Classification and Brand Recognition Using Convolution Network and Neural Networks


    Contributors:


    Publication date :

    2019-12-01


    Size :

    356221 byte




    Type of media :

    Conference paper


    Type of material :

    Electronic Resource


    Language :

    English



    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

    Free access

    Classification of vehicles using neural networks

    Reijmers, J.J. | Tema Archive | 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 | Automotive engineering | 1993