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Individual Tree Crown Detection Using UAV Orthomosaic

机译:使用UAV正轨的个别树冠检测

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Unmanned Aerial Vehicles (UAVs) are increasingly used in forestry as they are economical and flexible. This study aims to present the advantages of the drone photogrammetry method in collecting individual tree crowns, as individual tree crown detection could deliver essential ecological and economic information. The referred accuracy for individual tree crown extraction is 79.2%. Only crowns that were clearly visible were selected and manually delineated on the image because the distribution of the true crown size is significantly different from the segmented crowns. The aim of this study is to investigate UAVs orthomosaics in individual tree crown detection. The of this study are to produce the orthomosaic of tree crown extraction mapping using the Pix4D software and analyze the tree crowns using tree crown delineation and the OBIA algorithm. Data processing involves the processing of aerial images using Pix4Dmapper. Automatic tree crown detection involves a tree crown delineation algorithm and OBIA operations to process the tree crown extraction. The crown delineation algorithm and OBIA algorithm operation will be compared to the actual tree crown measurement in terms of diameter and area. The tree crown delineation method obtained a 0.347m mean diameter difference from the actual tree crown diameter, while the OBIA approach obtained 4.98m. The tree crown delineation method obtained 97.26% of the actual tree crown area, while OBIA obtained 91.74%.
机译:无人驾驶航空公司(无人机)越来越多地用于林业,因为它们是经济且灵活的。本研究旨在介绍寄生虫摄影测量方法在收集各个树冠上的优点,因为个别树冠检测可以提供必要的生态和经济信息。个体树冠提取的参考精度为79.2%。只选择清晰可见的冠状冠,并且在图像上手动划定,因为真正的冠大小的分布与分段冠的分布显着不同。本研究的目的是在单个树冠检测中调查无人机正骨科。本研究的是使用PIX4D软件制造树冠提取映射的正交核糖,并使用树冠描绘和OBIA算法分析树冠。数据处理涉及使用Pix4dmapper处理空中图像。自动树冠检测涉及树冠划分算法和OBIA操作以处理树冠提取。将表冠描绘算法和OBIA算法操作将与直径和区域的实际树冠测量进行比较。树冠描绘方法与实际树冠直径的0.347米平均直径差,而OBIA方法获得4.98M。树冠描绘方法获得了97.26%的实际树冠区域,而OBIA获得91.74%。

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