Mapping landslide displacements using Structure from Motion (SfM) and image correlation of multi-temporal UAV photography

被引:564
作者
Lucieer, Arko [1 ]
de Jong, Steven M. [2 ]
Turner, Darren [1 ]
机构
[1] Univ Tasmania, Hobart, Tas 7001, Australia
[2] Univ Utrecht, NL-3508 TC Utrecht, Netherlands
来源
PROGRESS IN PHYSICAL GEOGRAPHY-EARTH AND ENVIRONMENT | 2014年 / 38卷 / 01期
关键词
COSI-Corr; digital elevation model (DEM); Home Hill landslide; OktoKopter; orthophoto mosaic; Tasmania; AERIAL VEHICLE UAV; LOW-COST; ORTHORECTIFICATION; MORPHOLOGY; ACCURACY; TRACKING; EROSION; HAZARD; MAPS;
D O I
10.1177/0309133313515293
中图分类号
P9 [自然地理学];
学科分类号
0705 ; 070501 ;
摘要
In this study, we present a flexible, cost-effective, and accurate method to monitor landslides using a small unmanned aerial vehicle (UAV) to collect aerial photography. In the first part, we apply a Structure from Motion (SfM) workflow to derive a 3D model of a landslide in southeast Tasmania from multi-view UAV photography. The geometric accuracy of the 3D model and resulting DEMs and orthophoto mosaics was tested with ground control points coordinated with geodetic GPS receivers. A horizontal accuracy of 7 cm and vertical accuracy of 6 cm was achieved. In the second part, two DEMs and orthophoto mosaics acquired on 16 July 2011 and 10 November 2011 were compared to study landslide dynamics. The COSI-Corr image correlation technique was evaluated to quantify and map terrain displacements. The magnitude and direction of the displacement vectors derived from correlating two hillshaded DEM layers corresponded to a visual interpretation of landslide change. Results show that the algorithm can accurately map displacements of the toes, chunks of soil, and vegetation patches on top of the landslide, but is not capable of mapping the retreat of the main scarp. The conclusion is that UAV-based imagery in combination with 3D scene reconstruction and image correlation algorithms provide flexible and effective tools to map and monitor landslide dynamics.
引用
收藏
页码:97 / 116
页数:20
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