In modern cities, as the demand for transportation increases, the number of vehicles continues to rise, thereby increasing the demand for multi-level parking garages. Unlike traditional open-air parking lots, multi-level parking garages need to consider the weight of different vehicles and require classification management of vehicles. Traditional weighing sensors typically rely on large-scale equipment and complex construction, resulting in higher costs.This paper takes a purely visual approach and utilizes ResNet18 to construct a vehicle classification method that divides vehicles into six categories. This method serves as an auxiliary system for multi-level parking garages, achieving purely visual processing of tasks that previously required multiple sensors. In the final training evaluation, our approach demonstrates 97.3% accuracy, 95.5% precision, 95% recall, and 96.3% F1 score. Additionally, we use TensorRT to accelerate the inference process, keeping the inference time within 2 milliseconds, enabling rapid inference that can be completed without parking.


    Zugriff

    Zugriff prüfen

    Verfügbarkeit in meiner Bibliothek prüfen

    Bestellung bei Subito €


    Exportieren, teilen und zitieren



    Titel :

    Parking lot vehicle recognition system


    Beteiligte:
    Zhao, Ji (Herausgeber:in) / Yang, Yonghui (Herausgeber:in) / He, Shenghua (Autor:in) / Xie, Li (Autor:in) / Huang, Yuanzhou (Autor:in) / Wang, Haoxiang (Autor:in) / Sun, Xiaoyu (Autor:in)

    Kongress:

    Fourth International Conference on Computer Vision and Pattern Analysis (ICCPA 2024) ; 2024 ; Anshan, China


    Erschienen in:

    Proc. SPIE ; 13256 ; 1325617


    Erscheinungsdatum :

    12.09.2024





    Medientyp :

    Aufsatz (Konferenz)


    Format :

    Elektronische Ressource


    Sprache :

    Englisch



    CAR NUMBER RECOGNITION SYSTEM FOR PARKING VEHICLE AT INDIVIDUAL PARKING SPACE-TYPE PARKING LOT

    UMEDA YASUNAGA / AZUMA KOJI / NAGASAO KENJI et al. | Europäisches Patentamt | 2018

    Freier Zugriff

    VEHICLE PARKING METHOD, VEHICLE PARKING DEVICE, PARKING SYSTEM, AND VEHICLE

    WANG SHICHAO / GAO TONG / XU GUANGRUI et al. | Europäisches Patentamt | 2024

    Freier Zugriff

    VEHICLE PARKING METHOD, VEHICLE PARKING DEVICE, PARKING SYSTEM, AND VEHICLE

    WANG SHICHAO / GAO TONG / XU GUANGRUI et al. | Europäisches Patentamt | 2022

    Freier Zugriff

    PARKING FRAME RECOGNITION SYSTEM AND PARKING SUPPORT SYSTEM EQUIPPED WITH PARKING FRAME RECOGNITION SYSTEM

    HARA YUKI / TERUDA YASUSHI | Europäisches Patentamt | 2021

    Freier Zugriff

    VEHICLE RECOGNITION DEVICE AND PARKING LOT MANAGEMENT SYSTEM

    MATSUMOTO TAKAHIRO | Europäisches Patentamt | 2019

    Freier Zugriff