Publication detail

Unmanned Aerial Vehicles for Alient Plant Species Detection and Monitoring

DVOŘÁK, P. MÜLLEROVÁ, J. BARTALOŠ, T. BRŮNA, J.

Original Title

Unmanned Aerial Vehicles for Alient Plant Species Detection and Monitoring

Type

journal article in Scopus

Language

English

Original Abstract

Invasive species spread rapidly and their eradication is difficult. New methods enabling fast and efficient monitoring are urgently needed for their successful control. Remote sensing can improve early detection of invading plants and make their management more efficient and less expensive. In an ongoing project in the Czech Republic, we aim at developing innovative methods of mapping invasive plant species (semi-automatic detection algorithms) by using purposely designed unmanned aircraft (UAV). We examine possibilities for detection of two tree and two herb invasive species. Our aim is to establish fast, repeatable and efficient computer-assisted method of timely monitoring, reducing the costs of extensive field campaigns. For finding the best detection algorithm we test various classification approaches (object-, pixel-based and hybrid). Thanks to its flexibility and low cost, UAV enables assessing the effect of phenological stage and spatial resolution, and is most suitable for monitoring the efficiency of eradication efforts. However, several challenges exist in UAV application, such as geometrical and radiometric distortions, high amount of data to be processed and legal constrains for the UAV flight missions over urban areas (often highly invaded). The newly proposed UAV approach shall serve invasive species researchers, management practitioners and policy makers.

Keywords

Automated processing; APM Plane; Fixed-wing platform; Geometric and radiometric correction; Invasive species; Mapping; Object- and pixel-based classification

Authors

DVOŘÁK, P.; MÜLLEROVÁ, J.; BARTALOŠ, T.; BRŮNA, J.

RIV year

2015

Released

2. 9. 2015

Publisher

International Society of Photogrammetry and Remote Sensing (ISPRS), Copernicus

Location

Toronto, Canada

ISBN

2194-9034

Periodical

The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences

Year of study

XL-1/W4

Number

ICWG I/Vb

State

Federal Republic of Germany

Pages from

83

Pages to

90

Pages count

8

URL

Full text in the Digital Library

BibTex

@article{BUT117400,
  author="Petr {Dvořák} and Jana {Müllerová} and Tomáš {Bartaloš} and Josef {Brůna}",
  title="Unmanned Aerial Vehicles for Alient Plant Species Detection and Monitoring",
  journal="The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences",
  year="2015",
  volume="XL-1/W4",
  number="ICWG I/Vb",
  pages="83--90",
  doi="10.5194/isprsarchives-XL-1-W4-83-2015",
  issn="2194-9034",
  url="http://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XL-1-W4/83/2015/isprsarchives-XL-1-W4-83-2015.pdf"
}