Disease detection in plants is essential for food security and economic stability. Unmanned aerial vehicle (UAV) imagery and artificial intelligence (AI) are valuable tools for it. The purpose of this review is to gather several methods used by our peers recently, hoping to provide some knowledge and assistance for researchers and farmers so that they can employ these technologies more advantageously. The studies reviewed in this paper focused on Scab detection in Rosaceae family fruits. Feature extraction, segmentation, and classification methods for processing the UAV-obtained images and detecting the diseases are discussed briefly. The advantages and limitations of diverse kinds of UAVs and imaging sensors are also explained. The widely applied methods for image analysis are machine learning (ML)-based models, and the extensively used UAV platforms are rotary-wing UAVs. Recent technologies that cope with challenges related to disease detection using UAV imagery are also detailed in this paper. Some challenging issues such as higher costs, limited batteries and flying time, huge and complex data, low resolution, and noisy images, etc., still require future consideration. The prime significance of this paper is to promote automation and user-friendly technologies in Scab detection.


    Zugriff

    Download


    Exportieren, teilen und zitieren



    Titel :

    A Comprehensive Review of Scab Disease Detection on Rosaceae Family Fruits via UAV Imagery


    Beteiligte:
    Zain Anwar Ali (Autor:in) / Chenguang Yang (Autor:in) / Amber Israr (Autor:in) / Quanmin Zhu (Autor:in)


    Erscheinungsdatum :

    2023




    Medientyp :

    Aufsatz (Zeitschrift)


    Format :

    Elektronische Ressource


    Sprache :

    Unbekannt




    Wheat scab detection device

    GUO SHIBAO / CHEN JUNHUA / WANG CHUNSHENG et al. | Europäisches Patentamt | 2020

    Freier Zugriff

    A New Electrochemical Method for Scab Corrosion

    Watanabe, Tomomi / Shimakura, Toshiaki / Ishida, Yutaka | SAE Technical Papers | 1991


    A new electrochemical method for scab corrosion

    Shimakura,T. / Ishida,Y. / Watanabe,T. et al. | Kraftfahrwesen | 1991


    Field Exposure and Outdoor Scab Testing of Different Precoated Sheet Steels

    Rendahl, B. / NACE Unit Committee T-14A on Automotive Corrosion / Society of Automotive Engineers; Automotive Corrosion and Prevention Committee et al. | British Library Conference Proceedings | 1995