BRDF-based correction of colorized aerial LiDAR point clouds

Sharif Hasan, J. Jansa, N. Pfeifer
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引用次数: 2

Abstract

The BRDF (Bi-directional Reflectance Distribution Function) describes the scattering properties of the surface as a function of the incidence direction, viewing geometry and wave length, and typically depends on the land-cover type being observed. In our work a laser scanning point cloud should be assigned multispectral values from aerial images. Since each laser point is covered by up to nine images, i.e. in general by nine different colour vectors, a unique set of colour vectors is sought for through radiometric correction by applying an optimal BRDF. As BRDF the widely used linear semi-empirical modified Walthall model has been chosen, for which the parameters should be determined by least squares adjustment. For the evaluation mostly uniform areas of four different object classes, such as road surfaces, lawn and grass area, trees and high vegetation, and roof tops, were used. It could be shown that the simple Walthall model yields acceptable results.
基于brdf的彩色航空LiDAR点云校正
BRDF(双向反射分布函数)将表面的散射特性描述为入射方向、观测几何形状和波长的函数,通常取决于被观测的土地覆盖类型。在我们的工作中,激光扫描点云需要从航空图像中分配多光谱值。由于每个激光点被多达9个图像覆盖,即通常由9个不同的颜色向量覆盖,因此通过应用最佳BRDF进行辐射校正,寻求一组独特的颜色向量。BRDF选择了广泛使用的线性半经验修正Walthall模型,该模型的参数由最小二乘平差确定。在评价中,使用了路面、草坪、树木和高植被、屋顶等四种不同对象类别的基本统一区域。可以证明,简单的Walthall模型产生了可接受的结果。
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