Dušan Petrovič

Dr. Dušan Petrovič

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Research Focus & Metrics

Academic Career Length

26Years (2001-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

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19 April 2020 in Remote Sensing
Verified
Journal Article
Open access
PDF file
KTKlemen Kozmus Trajkovski
Klemen Kozmus Trajkovski
DGDejan Grigillo
Dejan Grigillo
DPDušan Petrovič
Dušan Petrovič
Unmanned aerial vehicle (UAV) photogrammetry is one of the most effective methods for capturing a terrain in smaller areas. Capturing a steep terrain is more complex than capturing a flat terrain. To fly a mission in steep rugged terrain, a ground control station with a terrain following mode is required, and a quality digital elevation model (DEM) of the terrain is needed. The methods and results of capturing such terrain were analyzed as part of the Belca rockfall surveys. In addition to the national digital terrain model (NDTM), two customized DEMs were developed to optimize the photogrammetric survey of the steep terrain with oblique images. Flight heights and slant distances between camera projection centers and terrain are analyzed in the article. Some issues were identified and discussed, namely the vertical images in steep slopes and the steady decrease of UAV heights above ground level (AGL) with the increase of height above take-off (ATO) at 6%-8% rate. To compensate for the latter issue, the custom DEMs and NDTM were tilted. Based on our experience, the proposed optimal method for capturing the steep terrain is a combination of vertical and oblique UAV images.

1 November 2019 in International Journal of Architectural Heritage
Verified
Journal Article
Closed access
DPDušan Petrovič
Dušan Petrovič
DGDejan Grigillo
Dejan Grigillo
MFMojca Kosmatin Fras
Mojca Kosmatin Fras
TUTilen Urbančič
Tilen Urbančič
KTKlemen Kozmus Trajkovski
Klemen Kozmus Trajkovski
Creating digital models of important cultural heritage objects for documentation or reconstruction purposes is usually challenging: the object can be a complex building, may be placed on remote areas, entirely or partly difficult to access, survey has to be done in different conditions, etc.; however, final resulting models should provide adequate geometrical accuracy and completeness. Using a combination of different technologies and methods, where accuracy estimation of each methodology and often also an establishment of basic geodetic network are fundamental for ensuring the geometrically accurate final product (model), we can create three-dimensional (3D) models for documentation, inspection, maintenance and restoration purposes. Attractive 3D augmented reality (AR) and other presentations can be created, too. These outputs can be used by authorities, maintainers, conservators, investors and also public communities. Procedures and results are presented in selected cultural heritage objects in Slovenia: Chapel on Krvavec, Smlednik castle, Brestanica castle and Ljubljana castle.

1 August 2017 in Geomorphology
Verified
Journal Article
Closed access
NBNejc Bezak
Nejc Bezak
DGDejan Grigillo
Dejan Grigillo
TUTilen Urbančič
Tilen Urbančič
Matjaž MikošMatjaž Mikoš
Matjaž Mikoš
DPDušan Petrovič
Dušan Petrovič
SRSimon Rusjan
Simon Rusjan

1 January 2011 in Cartography and Geographic Information Science
Verified
Journal Article
Closed access
BŠBojan Šavrič
Bojan Šavrič
BJBernhard Jenny
Bernhard Jenny
TPTom Patterson
Tom Patterson
DPDušan Petrovič
Dušan Petrovič
LHLorenz Hurni
Lorenz Hurni
The Natural Earth projection is a new projection for representing the entire Earth on small-scale maps. It was designed in Flex Projector, a specialized software application that offers a graphical approach for the creation of new projections. The original Natural Earth projection defines the length and spacing of parallels in tabular form for every five degrees of increasing latitude. It is a pseudocylindrical projection, and is neither conformal nor equal-area. In the original definition, piece-wise cubic spline interpolation is used to project intermediate values that do not align with the five-degree grid. This paper introduces alternative polynomial equations that closely approximate the original projection. The polynomial equations are considerably simpler to compute and program, and require fewer parameters, which should facilitate the implementation of the Natural Earth projection in geospatial software. The polynomial expression also improves the smoothness of the rounded corners where the meridi...

31 January 2012 in International Journal of Remote Sensing
Verified
Journal Article
Closed access
DGDejan Grigillo
Dejan Grigillo
MFMojca Kosmatin Fras
Mojca Kosmatin Fras
DPDušan Petrovič
Dušan Petrovič
The article addresses automatic building extraction from IKONOS images in suburban areas. In the proposed approach, we used a stereo pair of IKONOS images. Automatic photogrammetric methods of image matching were used to generate a digital surface model (DSM) and a digital elevation model. In further processing, single-image methods were used. The orthophotos of individual bands were created. The initial building mask was generated from the calculated normalized DSM (nDSM). The calculated normalized difference vegetation index and the road data extracted from the existing topographical database were used to remove vegetation and traffic surfaces. The mask was further improved with our own combination of methods based on non-linear diffusion filtering, unsupervised classification, colour segmentation and region growing. The final mask was vectorized using the Hough transform. Compared with a reference building database, 83.2% of the buildings in the test area were detected using the proposed approach with a quality percentage (how likely a building pixel produced by an automatic approach is correct) of 49.46.

1 January 2011 in Geodetski vestnik
Verified
Journal Article
Closed access
DGDejan Grigillo
Dejan Grigillo
MFMojca Kosmatin Fras
Mojca Kosmatin Fras
DPDušan Petrovič
Dušan Petrovič