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A multi-band watershed segmentation method for individual tree crown delineation from high resolution multispectral aerial image

机译:从高分辨率多光谱航空影像中划定树冠的多波段分水岭分割方法

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摘要

A comprehensive forest resource inventory needs more detailed species information at individual tree level. Although conventional ground-based measurement fails to achieve this target in an efficient way, the emergence of high resolution remote sensing images has made it possible in the past decade. Individual tree crown delineation is one of the most critical steps for tree species classification from remote sensing images. However, it is still challenging to delineate individual tree crowns in deciduous forests because of the continuous canopy. In this study, a multi-band watershed segmentation method is proposed to delineate deciduous tree crowns by constructing a spectral angle space. The proposed algorithm is further examined by a high resolution multispectral aerial image of a deciduous forested area in Haliburton Forest, Ontario, Canada. Results demonstrate that, the proposed multi-band watershed segmentation method outperforms the existing valley-following based ITC map, in terms of visual interpretation and quantitative evaluation.
机译:全面的森林资源清单需要在单个树木级别上提供更详细的物种信息。尽管常规的地面测量无法有效地实现这一目标,但高分辨率遥感影像的出现使过去十年成为可能。单个树冠的描绘是从遥感图像中对树种进行分类的最关键步骤之一。然而,由于树冠的连续性,在落叶林中描绘单个树冠仍然是一个挑战。在这项研究中,提出了一种多频带分水岭分割方法,通过构造光谱角度空间来描绘落叶树冠。通过加拿大安大略省哈利伯顿森林的落叶林区的高分辨率多光谱航拍图像进一步检查了所提出的算法。结果表明,在视觉解释和定量评估方面,所提出的多波段分水岭分割方法优于现有的基于谷底的ITC图。

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