In response to rising security concerns with drones, our research overcomes the shortcomings of current systems by developing a novel YOLOv8-based technique for UAV detection in. Thorough testing yields better results than YOLOv7, YOLOv7-UAV, and SSD in terms of metrics, indicating flexibility and accuracy in various airborne conditions. Our approach successfully detects UAVs in real-world trials using a drone equipped with a camera, highlighting its practical applicability. The research provides an effective detection methodology that makes a substantial contribution to the advancement of aviation security. Especially, our model shows remarkable accuracy with a mean average precision (mAP) of 99.5%. These results highlight the urgency of adopting sophisticated systems like YOLOv8 in order to defend against possible dangers and counter evolving UAV threats. This work achieves an accuracy of 99.5%, recall of 99.9% and an F1 Score of 90%.


    Zugriff

    Zugriff prüfen

    Verfügbarkeit in meiner Bibliothek prüfen

    Bestellung bei Subito €


    Exportieren, teilen und zitieren



    Titel :

    UAV Detection for Aerial Vehicles using YOLOv8


    Beteiligte:
    Sairam, D.V. (Autor:in) / Bhuvaneswari, R (Autor:in) / Chokkalingam, SP (Autor:in)


    Erscheinungsdatum :

    23.02.2024


    Format / Umfang :

    1190036 byte




    Medientyp :

    Aufsatz (Konferenz)


    Format :

    Elektronische Ressource


    Sprache :

    Englisch



    ITD-YOLOv8: An Infrared Target Detection Model Based on YOLOv8 for Unmanned Aerial Vehicles

    Xiaofeng Zhao / Wenwen Zhang / Hui Zhang et al. | DOAJ | 2024

    Freier Zugriff

    Monitoring Jackfruit Growth Based on YOLOv8 with Unmanned Aerial Vehicles

    Han, Haoyuan / Wang, Zijun / Wu, Di | IEEE | 2024


    A Lightweight Real-Time Infrared Object Detection Model Based on YOLOv8 for Unmanned Aerial Vehicles

    Baolong Ding / Yihong Zhang / Shuai Ma | DOAJ | 2024

    Freier Zugriff

    HSP-YOLOv8: UAV Aerial Photography Small Target Detection Algorithm

    Heng Zhang / Wei Sun / Changhao Sun et al. | DOAJ | 2024

    Freier Zugriff

    A Modified YOLOv8 Detection Network for UAV Aerial Image Recognition

    Yiting Li / Qingsong Fan / Haisong Huang et al. | DOAJ | 2023

    Freier Zugriff