UAV and SfM in Detailed Geomorphological Mapping of Granite Tors: An Example of Starościńskie Skały (Sudetes, SW Poland)
Pure Appl. Geophys.
Ó 2017 The Author(s)
This article is an open access publication
https://doi.org/10.1007/s00024-017-1730-8
Pure and Applied Geophysics
UAV and SfM in Detailed Geomorphological Mapping of Granite Tors: An Example
of Starościńskie Skały (Sudetes, SW Poland)
MAREK KASPRZAK,1
KACPER JANCEWICZ,1 and ALEKSANDRA MICHNIEWICZ1
Abstract—The paper presents an example of using photographs
taken by unmanned aerial vehicles (UAV) and processed using the
structure from motion (SfM) procedure in a geomorphological
study of rock relief. Subject to analysis is a small rock city in the
West Sudetes (SW Poland), known as Starościńskie Skały and
developed in coarse granite bedrock. The aims of this paper were,
first, to compare UAV/SfM-derived data with the cartographical
image based on the traditional geomorphological field-mapping
methods and the digital elevation model derived from airborne
laser scanning (ALS). Second, to test if the proposed combination
of UAV and SfM methods may be helpful in recognizing the
detailed structure of granite tors. As a result of conducted UAV
flights and digital image post-processing in AgiSoft software, it
was possible to obtain datasets (dense point cloud, texture model,
orthophotomap, bare-ground-type digital terrain model—DTM)
which allowed to visualize in detail the surface of the study area. In
consequence, it was possible to distinguish even the very small
forms of rock surface microrelief: joints, aplite veins, rills and
karren, weathering pits, etc., otherwise difficult to map and measure. The study includes also valorization of particular datasets
concerning microtopography and allows to discuss indisputable advantages of using the UAV/SfM-based DTM in
geomorphic studies of tors and rock cities, even those located
within forest as in the presented case study.
Key words: UAV, SfM, geomorphological mapping, granite
tors, Sudetes.
1. Introduction
Among characteristic elements of granite landscapes are isolated solid rock residuals known as tors.
They may also form clusters or occasionally combine
into more complicated landform assemblages called
rock cities (Migoń et al. 2017). Their existence is
connected with spatial variability of bedrock
1
Institute of Geography and Regional Development,
University of Wrocław, pl. Uniwersytecki 1, 50-137 Wrocław,
Poland. E-mail:
geological features, mainly jointing patterns, whereas
joints also control the shape, evolution and patterns of
degradation of individual tors (Linton 1955; Jahn
1974; Dumanowski 1968; Migoń 1996, 2006; Twidale and Vidal Romani 2005). These structural
conditions have long been surveyed through traditional geological and geomorphological mapping,
occasionally aided by interpretation of aerial photographs where the absence of vegetation allowed one
to do this. Fieldwork is usually based on ground-level
observations, including geological compass measurements. More recently, this type of studies may
involve an analysis of high-resolution (1 9 1 m or
more) digital terrain models (DTMs). These datasets
are usually derived from airborne laser scanning
(ALS)—a method which, in recent years, allowed for
a dynamic progress in representing and modeling of
Earth surface (e.g. Höfle and Rutzinger 2011; Bishop
2013; Migoń et al. 2013), especially within inaccessible areas or those of complex relief.
In certain situations the ALS data can be substituted by photogrammetric methods using
unmanned aerial vehicles (UAV) and digital image
post-processing technique known as structure from
motion (SfM). This combination appears to be cheap
and efficient and thus, the use of these methods is
currently becoming increasingly popular, mainly in
case studies focused on small objects or areas (e.g.
James and Varley 2012; Hugenholtz et al. 2013;
Mancini et al. 2013; Lucieer et al. 2014; Ryan et al.
2015; Clapuyt et al. 2016; Cook 2017; Da˛bski et al.
2017; Marteau et al. 2017; Miziński and Niedzielski
2017). This paper presents a case study which aims
to determine to what extent the use of UAV and SfM
methods can help to recognize the geomorphological
structure of granite tors and supplement landform
M. Kasprzak et al.
inventory attempted through traditional methods.
The reference object in this study is the Starościńskie Skały rock city in Rudawy Janowickie
Mts. (Sudetes, SW Poland, Fig. 1), recently subject
to detailed mapping using the combination of traditional field-based geomorphological mapping
(Michniewicz et al. 2016). The latter was based on
high-resolution, 1 9 1 m LiDAR-based DTM,
which was produced in years 2010–2014 for most
part of the area of Poland (We˛z_ yk 2014). Aside from
the intention to gather new information about the
morphology of the particular group of tors, the main
objective of this study was to compare the potentially available methods and datasets concerning
granite tors in terms of the degree of detail returned.
Contrary to some high altitude, treeless areas where
tors occur, this analysis concerns objects located
within a forest. Consequently, both field mapping
and measurements as well as spatial data post-processing were far more difficult and extra problems
had to be solved.
Pure Appl. Geophys.
2. Methods
The main dataset used in this study is the digital
model of the tor group, prepared on the basis of aerial
photography. The digital images of 4000 9 3000 px
resolution were made by DJI Phantom 3 Professional
quadrocopter. It is equipped with the digital camera
of 1/2.300 CMOS sensor, 94° field of view, 20 mm
(35 mm format equivalent) focal length and f/2.8
focus (Phantom 3 Professional 2015). Flights during
which the photos were taken were conducted on 7th
March 2017. The time of flights was set before the
start of vegetation season and was carried out in the
presence of stable wind conditions, sufficient visibility and lack of snow cover. In order to obtain
appropriate image coverage of the study area as well
as the high level of detail, orthogonal photos were
taken during three consecutive flights at the altitude
of 80, 50 and 30 m above the starting point (ca. 65,
35 and 15 m above the top of the highest tor).
Additionally, oblique photos were taken during the
flight around the group of tors in order to provide
information about areas invisible directly from above.
Figure 1
Granite rock city of the Starościńskie Skały tors in the Rudawy Janowickie in the Sudetes, SW Poland (photo M. Kasprzak)
UAV and SfM in Detailed Geomorphological Mapping of Granite Tors
The aforementioned fieldwork yielded a set of 239
digital images, which were used as an input data in
the process of digital terrain model creation with the
use of SfM method. The essence of SfM lies in using
the rules of stereoscopy—a series of overlapped
images enables creation of a three-dimensional
model. Contrary to traditional photogrammetry,
information about camera position and angle is
unnecessary (however, the camera position was registered by the UAV built-in GPS (...truncated)