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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Main Authors: Turner, Darren, Lucieer, Arko, Malenovsky, Zbynek, King, Diana H, Robinson, Sharon A
Format: Article in Journal/Newspaper
Language:unknown
Published: Research Online 2014
Subjects:
UAV
Online Access:https://ro.uow.edu.au/smhpapers/1640
https://ro.uow.edu.au/cgi/viewcontent.cgi?article=2658&context=smhpapers
id ftunivwollongong:oai:ro.uow.edu.au:smhpapers-2658
record_format openpolar
spelling ftunivwollongong:oai:ro.uow.edu.au:smhpapers-2658 2023-05-15T13:53:47+02:00 Spatial co-registration of ultra-high resolution visible, multispectral and thermal images acquired with a micro-UAV over Antarctic moss beds Turner, Darren Lucieer, Arko Malenovsky, Zbynek King, Diana H Robinson, Sharon A 2014-01-01T08:00:00Z application/pdf https://ro.uow.edu.au/smhpapers/1640 https://ro.uow.edu.au/cgi/viewcontent.cgi?article=2658&context=smhpapers unknown Research Online https://ro.uow.edu.au/smhpapers/1640 https://ro.uow.edu.au/cgi/viewcontent.cgi?article=2658&context=smhpapers Faculty of Science, Medicine and Health - Papers: part A UAV image co-registration multispectral thermal infrared Antarctica moss Medicine and Health Sciences Social and Behavioral Sciences article 2014 ftunivwollongong 2020-02-25T10:59:48Z 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 University of Wollongong, Australia: Research Online Antarctic
institution Open Polar
collection University of Wollongong, Australia: Research Online
op_collection_id ftunivwollongong
language unknown
topic UAV
image co-registration
multispectral
thermal infrared
Antarctica
moss
Medicine and Health Sciences
Social and Behavioral Sciences
spellingShingle UAV
image co-registration
multispectral
thermal infrared
Antarctica
moss
Medicine and Health Sciences
Social and Behavioral Sciences
Turner, Darren
Lucieer, Arko
Malenovsky, Zbynek
King, Diana H
Robinson, Sharon A
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
Medicine and Health Sciences
Social and Behavioral Sciences
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 Turner, Darren
Lucieer, Arko
Malenovsky, Zbynek
King, Diana H
Robinson, Sharon A
author_facet Turner, Darren
Lucieer, Arko
Malenovsky, Zbynek
King, Diana H
Robinson, Sharon A
author_sort Turner, Darren
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 Research Online
publishDate 2014
url https://ro.uow.edu.au/smhpapers/1640
https://ro.uow.edu.au/cgi/viewcontent.cgi?article=2658&context=smhpapers
geographic Antarctic
geographic_facet Antarctic
genre Antarc*
Antarctic
Antarctica
genre_facet Antarc*
Antarctic
Antarctica
op_source Faculty of Science, Medicine and Health - Papers: part A
op_relation https://ro.uow.edu.au/smhpapers/1640
https://ro.uow.edu.au/cgi/viewcontent.cgi?article=2658&context=smhpapers
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