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首页> 外文期刊>Photogrammetric Engineering & Remote Sensing: Journal of the American Society of Photogrammetry >A Multi-scale Approach for Delineating Individual Tree Crowns with Very High Resolution Imagery
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A Multi-scale Approach for Delineating Individual Tree Crowns with Very High Resolution Imagery

机译:用高分辨率图像描绘单个树冠的多尺度方法

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This paper presents a multi-scale approach for delineating individual tree crowns (ITC) from high spatial resolution imagery. By analyzing the evolution of image gradients over the scale-space constructed with orthogonal wavelets, tree crown boundaries are effectively strengthened while the textures resulted from tree branches and twigs are largely suppressed. Two scale consistency checks, a scale and a geometric consistency check, were devised to account for tree crown's radiometric and geometric characteristic. After an edge-enhanced image was acquired, a previously developed marker-controlled watershed segmentation method was adopted to delineate ITC. An experiment was carried out in a study site in California. Field measurements of crown size of58 trees were compared with those derived from aerial imagery. An R square value of 0.68 was achieved. It was found that crown size was underestimated from the photo interpretation compared to that from the ground survey. The result can be attributed tothe fact that pixels lying on the tree crown boundaries are poorly represented in the image.
机译:本文提出了一种用于从高空间分辨率图像中描绘单个树冠(ITC)的多尺度方法。通过分析正交小波在比例空间上图像梯度的演变,有效增强了树冠边界,同时大大抑制了由树枝和树枝产生的纹理。设计了两个比例尺一致性检查,一个比例尺和一个几何一致性检查,以说明树冠的辐射度和几何特征。在获取边缘增强图像后,采用先前开发的标记控制的分水岭分割方法来描绘ITC。在加利福尼亚的一个研究地点进行了一项实验。将58棵树的树冠大小的野外测量结果与航空影像中的树冠测量结果进行了比较。 R平方值达到0.68。结果发现,与地面调查相比,照片解释会低估了树冠的大小。该结果可以归因于以下事实:位于树冠边界上的像素在图像中的表现不佳。

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