Image-based mapping of surface fissures for the investigation of landslide dynamics

被引:132
作者
Stumpf, Andre [1 ,2 ,3 ]
Malet, Jean-Philippe [2 ]
Kerle, Norman [3 ]
Niethammer, Uwe [4 ]
Rothmund, Sabrina [4 ]
机构
[1] Univ Strasbourg, CNRS, ERL 7230, Lab Image, Strasbourg, France
[2] Univ Strasbourg, CNRS, UMR 7516, Inst Phys Globe Strasbourg, Strasbourg, France
[3] Univ Twente, Fac Geoinformat Sci & Earth Observat, ITC, NL-7500 AE Enschede, Netherlands
[4] Univ Stuttgart, Inst Geophys, D-70174 Stuttgart, Germany
基金
欧盟第七框架计划;
关键词
Landslide; Fissure; Geomorphological mapping; Remote sensing; Image filtering; UAV; BLOOD-VESSELS; RADIOMETRIC NORMALIZATION; RETINAL IMAGES; MATCHED-FILTER; EXTRACTION; FEATURES; SEGMENTATION; FRACTURE;
D O I
10.1016/j.geomorph.2012.12.010
中图分类号
P9 [自然地理学];
学科分类号
0705 ; 070501 ;
摘要
The development of surface fissures is an important indicator for understanding and forecasting slope movements. Landslide investigations therefore frequently include the elaboration and interpretation of maps representing their spatial distribution, typically comprising intensive field work and instrumentation. It is only recently that aerial photography with sub-decimetre spatial resolution is becoming more commonly available and opens a window to analyse such features from a remote sensing perspective. While these data are in principle helpful to elaborate maps from image interpretation techniques, there is still no image processing technique available to extract efficiently these geomorphological features. This work proposes a largely automated technique for the mapping of landslide surface fissures from very-high resolution aerial images. The processing chain includes the use of filtering algorithms and post-processing of the filtered images using object-oriented analysis. The accuracy of the resulting maps is assessed by comparisons with several expert maps in terms of affected area, fissure density and fissure orientation. Under homogenous illumination conditions, true positive rates up to 65% and false positive rates generally below 10% are achieved. The resulting fissure maps provide sufficient detail to infer mechanical processes at the slope scale and to prioritize areas for more detailed ground investigations or monitoring. (c) 2012 Elsevier B.V. All rights reserved.
引用
收藏
页码:12 / 27
页数:16
相关论文
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