Spatial Co-Registration of Ultra-High Resolution Visible, Multispectral and Thermal Images Acquired with a Micro-UAV over Antarctic Moss Beds

In recent times, the use of Unmanned Aerial Vehicles (UAVs) as tools for environmental remote sensing has become more commonplace. Compared to traditional airborne remote sensing, UAVs can provide finer spatial resolution data (up to 1 cm/pixel) and higher temporal resolution data. For the purposes...

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Published in:Remote Sensing
Main Authors: Darren Turner, Arko Lucieer, Zbyněk Malenovský, Diana H. King, Sharon A. Robinson
Format: Article in Journal/Newspaper
Language:English
Published: MDPI AG 2014
Subjects:
UAV
Q
Online Access:https://doi.org/10.3390/rs6054003
https://doaj.org/article/1006bd3b082b47a1bdf6464131aab391
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spelling ftdoajarticles:oai:doaj.org/article:1006bd3b082b47a1bdf6464131aab391 2023-05-15T13:52:20+02:00 Spatial Co-Registration of Ultra-High Resolution Visible, Multispectral and Thermal Images Acquired with a Micro-UAV over Antarctic Moss Beds Darren Turner Arko Lucieer Zbyněk Malenovský Diana H. King Sharon A. Robinson 2014-05-01T00:00:00Z https://doi.org/10.3390/rs6054003 https://doaj.org/article/1006bd3b082b47a1bdf6464131aab391 EN eng MDPI AG http://www.mdpi.com/2072-4292/6/5/4003 https://doaj.org/toc/2072-4292 2072-4292 doi:10.3390/rs6054003 https://doaj.org/article/1006bd3b082b47a1bdf6464131aab391 Remote Sensing, Vol 6, Iss 5, Pp 4003-4024 (2014) UAV image co-registration multispectral thermal infrared Antarctica moss Science Q article 2014 ftdoajarticles https://doi.org/10.3390/rs6054003 2022-12-31T14:37:06Z In recent times, the use of Unmanned Aerial Vehicles (UAVs) as tools for environmental remote sensing has become more commonplace. Compared to traditional airborne remote sensing, UAVs can provide finer spatial resolution data (up to 1 cm/pixel) and higher temporal resolution data. For the purposes of vegetation monitoring, the use of multiple sensors such as near infrared and thermal infrared cameras are of benefit. Collecting data with multiple sensors, however, requires an accurate spatial co-registration of the various UAV image datasets. In this study, we used an Oktokopter UAV to investigate the physiological state of Antarctic moss ecosystems using three sensors: (i) a visible camera (1 cm/pixel), (ii) a 6 band multispectral camera (3 cm/pixel), and (iii) a thermal infrared camera (10 cm/pixel). Imagery from each sensor was geo-referenced and mosaicked with a combination of commercially available software and our own algorithms based on the Scale Invariant Feature Transform (SIFT). The validation of the mosaic’s spatial co-registration revealed a mean root mean squared error (RMSE) of 1.78 pixels. A thematic map of moss health, derived from the multispectral mosaic using a Modified Triangular Vegetation Index (MTVI2), and an indicative map of moss surface temperature were then combined to demonstrate sufficient accuracy of our co-registration methodology for UAV-based monitoring of Antarctic moss beds. Article in Journal/Newspaper Antarc* Antarctic Antarctica Directory of Open Access Journals: DOAJ Articles Antarctic Remote Sensing 6 5 4003 4024
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic UAV
image co-registration
multispectral
thermal infrared
Antarctica
moss
Science
Q
spellingShingle UAV
image co-registration
multispectral
thermal infrared
Antarctica
moss
Science
Q
Darren Turner
Arko Lucieer
Zbyněk Malenovský
Diana H. King
Sharon A. Robinson
Spatial Co-Registration of Ultra-High Resolution Visible, Multispectral and Thermal Images Acquired with a Micro-UAV over Antarctic Moss Beds
topic_facet UAV
image co-registration
multispectral
thermal infrared
Antarctica
moss
Science
Q
description In recent times, the use of Unmanned Aerial Vehicles (UAVs) as tools for environmental remote sensing has become more commonplace. Compared to traditional airborne remote sensing, UAVs can provide finer spatial resolution data (up to 1 cm/pixel) and higher temporal resolution data. For the purposes of vegetation monitoring, the use of multiple sensors such as near infrared and thermal infrared cameras are of benefit. Collecting data with multiple sensors, however, requires an accurate spatial co-registration of the various UAV image datasets. In this study, we used an Oktokopter UAV to investigate the physiological state of Antarctic moss ecosystems using three sensors: (i) a visible camera (1 cm/pixel), (ii) a 6 band multispectral camera (3 cm/pixel), and (iii) a thermal infrared camera (10 cm/pixel). Imagery from each sensor was geo-referenced and mosaicked with a combination of commercially available software and our own algorithms based on the Scale Invariant Feature Transform (SIFT). The validation of the mosaic’s spatial co-registration revealed a mean root mean squared error (RMSE) of 1.78 pixels. A thematic map of moss health, derived from the multispectral mosaic using a Modified Triangular Vegetation Index (MTVI2), and an indicative map of moss surface temperature were then combined to demonstrate sufficient accuracy of our co-registration methodology for UAV-based monitoring of Antarctic moss beds.
format Article in Journal/Newspaper
author Darren Turner
Arko Lucieer
Zbyněk Malenovský
Diana H. King
Sharon A. Robinson
author_facet Darren Turner
Arko Lucieer
Zbyněk Malenovský
Diana H. King
Sharon A. Robinson
author_sort Darren Turner
title Spatial Co-Registration of Ultra-High Resolution Visible, Multispectral and Thermal Images Acquired with a Micro-UAV over Antarctic Moss Beds
title_short Spatial Co-Registration of Ultra-High Resolution Visible, Multispectral and Thermal Images Acquired with a Micro-UAV over Antarctic Moss Beds
title_full Spatial Co-Registration of Ultra-High Resolution Visible, Multispectral and Thermal Images Acquired with a Micro-UAV over Antarctic Moss Beds
title_fullStr Spatial Co-Registration of Ultra-High Resolution Visible, Multispectral and Thermal Images Acquired with a Micro-UAV over Antarctic Moss Beds
title_full_unstemmed Spatial Co-Registration of Ultra-High Resolution Visible, Multispectral and Thermal Images Acquired with a Micro-UAV over Antarctic Moss Beds
title_sort spatial co-registration of ultra-high resolution visible, multispectral and thermal images acquired with a micro-uav over antarctic moss beds
publisher MDPI AG
publishDate 2014
url https://doi.org/10.3390/rs6054003
https://doaj.org/article/1006bd3b082b47a1bdf6464131aab391
geographic Antarctic
geographic_facet Antarctic
genre Antarc*
Antarctic
Antarctica
genre_facet Antarc*
Antarctic
Antarctica
op_source Remote Sensing, Vol 6, Iss 5, Pp 4003-4024 (2014)
op_relation http://www.mdpi.com/2072-4292/6/5/4003
https://doaj.org/toc/2072-4292
2072-4292
doi:10.3390/rs6054003
https://doaj.org/article/1006bd3b082b47a1bdf6464131aab391
op_doi https://doi.org/10.3390/rs6054003
container_title Remote Sensing
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container_issue 5
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