Correction of terrestrial LiDAR intensity channel using Oren-Nayar reflectance model: An application to lithological differentiation

被引:55
作者
Carrea, Dario [1 ]
Abellan, Antonio [1 ]
Humair, Florian [1 ]
Matasci, Battista [1 ]
Derron, Marc-Henri [1 ]
Jaboyedoff, Michel [1 ]
机构
[1] Univ Lausanne, Inst Earth Sci, Risk Anal Grp, Quartier UNIL Mouline Batiment Geopolis, CH-1015 Lausanne, Switzerland
基金
新加坡国家研究基金会;
关键词
Intensity; Terrestrial laser scanner; LiDAR; Correction; Roughness; Oren-Nayar; LASER; CALIBRATION;
D O I
10.1016/j.isprsjprs.2015.12.004
中图分类号
P9 [自然地理学];
学科分类号
0705 ; 070501 ;
摘要
Ground-based LiDAR has been traditionally used for surveying purposes via 3D point clouds. In addition to XYZ coordinates, an intensity value is also recorded by LiDAR devices. The intensity of the backscattered signal can be a significant source of information for various applications in geosciences. Previous attempts to account for the scattering of the laser signal are usually modelled using a perfect diffuse reflection. Nevertheless, experience on natural outcrops shows that rock surfaces do not behave as perfect diffuse reflectors. The geometry (or relief) of the scanned surfaces plays a major role in the recorded intensity values. Our study proposes a new terrestrial LiDAR intensity correction, which takes into consideration the range, the incidence angle and the geometry of the scanned surfaces. The proposed correction equation combines the classical radar equation for LiDAR with the bidirectional reflectance distribution function of the Oren-Nayar model. It is based on the idea that the surface geometry can be modelled by a relief of multiple micro-facets. This model is constrained by only one tuning parameter: the standard deviation of the slope angle distribution (sigma(slope)) of micro-facets. Firstly, a series of tests have been carried out in laboratory conditions on a 2 m(2) board covered by black/white matte paper (perfect diffuse reflector) and scanned at different ranges and incidence angles. Secondly, other tests were carried out on rock blocks of different lithologies and surface conditions. Those tests demonstrated that the non-perfect diffuse reflectance of rock surfaces can be practically handled by the proposed correction method. Finally, the intensity correction method was applied to a real case study, with two scans of the carbonate rock outcrop of the Dents-du-Midi (Swiss Alps), to improve the lithological identification for geological mapping purposes. After correction, the intensity values are proportional to the intrinsic material reflectance and are independent from range, incidence angle and scanned surface geometry. The corrected intensity values significantly improve the material differentiation. (C) 2015 International Society for Photogrammetry and Remote Sensing, Inc. (ISPRS). Published by Elsevier B.V. All rights reserved.
引用
收藏
页码:17 / 29
页数:13
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