Benthic Habitat Map of the Southern Adriatic Sea (Mediterranean Sea) from Object-Based Image Analysis of Multi-Source Acoustic Backscatter Data
A huge amount of seabed acoustic reflectivity data has been acquired from the east to the west side of the southern Adriatic Sea (Mediterranean Sea) in the last 18 years by CNR-ISMAR. These data have been used for geological, biological and habitat mapping purposes, but a single and consistent inter...
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MDPI AG
2021-07-01
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Series: | Remote Sensing |
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Online Access: | https://www.mdpi.com/2072-4292/13/15/2913 |
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author | Mariacristina Prampolini Lorenzo Angeletti Giorgio Castellan Valentina Grande Tim Le Bas Marco Taviani Federica Foglini |
author_facet | Mariacristina Prampolini Lorenzo Angeletti Giorgio Castellan Valentina Grande Tim Le Bas Marco Taviani Federica Foglini |
author_sort | Mariacristina Prampolini |
collection | DOAJ |
description | A huge amount of seabed acoustic reflectivity data has been acquired from the east to the west side of the southern Adriatic Sea (Mediterranean Sea) in the last 18 years by CNR-ISMAR. These data have been used for geological, biological and habitat mapping purposes, but a single and consistent interpretation of them has never been carried out. Here, we aimed at coherently interpreting acoustic data images of the seafloor to produce a benthic habitat map of the southern Adriatic Sea showing the spatial distribution of substrates and biological communities within the basin. The methodology here applied consists of a semi-automated classification of acoustic reflectivity, bathymetry and bathymetric derivatives images through object-based image analysis (OBIA) performed by using the ArcGIS tool RSOBIA (Remote Sensing OBIA). This unsupervised image segmentation was carried out on each cruise dataset separately, then classified and validated through comparison with bottom samples, images, and prior knowledge of the study areas. |
first_indexed | 2024-03-10T09:10:41Z |
format | Article |
id | doaj.art-fb351e40ed5a410f8ffeda178247e670 |
institution | Directory Open Access Journal |
issn | 2072-4292 |
language | English |
last_indexed | 2024-03-10T09:10:41Z |
publishDate | 2021-07-01 |
publisher | MDPI AG |
record_format | Article |
series | Remote Sensing |
spelling | doaj.art-fb351e40ed5a410f8ffeda178247e6702023-11-22T06:06:03ZengMDPI AGRemote Sensing2072-42922021-07-011315291310.3390/rs13152913Benthic Habitat Map of the Southern Adriatic Sea (Mediterranean Sea) from Object-Based Image Analysis of Multi-Source Acoustic Backscatter DataMariacristina Prampolini0Lorenzo Angeletti1Giorgio Castellan2Valentina Grande3Tim Le Bas4Marco Taviani5Federica Foglini6National Research Council, Institute of Marine Sciences, 40129 Bologna, ItalyNational Research Council, Institute of Marine Sciences, 40129 Bologna, ItalyNational Research Council, Institute of Marine Sciences, 40129 Bologna, ItalyNational Research Council, Institute of Marine Sciences, 40129 Bologna, ItalyNational Oceanography Centre, European Way, Southampton SO14 3ZH, UKNational Research Council, Institute of Marine Sciences, 40129 Bologna, ItalyNational Research Council, Institute of Marine Sciences, 40129 Bologna, ItalyA huge amount of seabed acoustic reflectivity data has been acquired from the east to the west side of the southern Adriatic Sea (Mediterranean Sea) in the last 18 years by CNR-ISMAR. These data have been used for geological, biological and habitat mapping purposes, but a single and consistent interpretation of them has never been carried out. Here, we aimed at coherently interpreting acoustic data images of the seafloor to produce a benthic habitat map of the southern Adriatic Sea showing the spatial distribution of substrates and biological communities within the basin. The methodology here applied consists of a semi-automated classification of acoustic reflectivity, bathymetry and bathymetric derivatives images through object-based image analysis (OBIA) performed by using the ArcGIS tool RSOBIA (Remote Sensing OBIA). This unsupervised image segmentation was carried out on each cruise dataset separately, then classified and validated through comparison with bottom samples, images, and prior knowledge of the study areas.https://www.mdpi.com/2072-4292/13/15/2913RSOBIAmultibeam backscatterautomatic classificationbenthic habitat mapAdriatic Sea |
spellingShingle | Mariacristina Prampolini Lorenzo Angeletti Giorgio Castellan Valentina Grande Tim Le Bas Marco Taviani Federica Foglini Benthic Habitat Map of the Southern Adriatic Sea (Mediterranean Sea) from Object-Based Image Analysis of Multi-Source Acoustic Backscatter Data Remote Sensing RSOBIA multibeam backscatter automatic classification benthic habitat map Adriatic Sea |
title | Benthic Habitat Map of the Southern Adriatic Sea (Mediterranean Sea) from Object-Based Image Analysis of Multi-Source Acoustic Backscatter Data |
title_full | Benthic Habitat Map of the Southern Adriatic Sea (Mediterranean Sea) from Object-Based Image Analysis of Multi-Source Acoustic Backscatter Data |
title_fullStr | Benthic Habitat Map of the Southern Adriatic Sea (Mediterranean Sea) from Object-Based Image Analysis of Multi-Source Acoustic Backscatter Data |
title_full_unstemmed | Benthic Habitat Map of the Southern Adriatic Sea (Mediterranean Sea) from Object-Based Image Analysis of Multi-Source Acoustic Backscatter Data |
title_short | Benthic Habitat Map of the Southern Adriatic Sea (Mediterranean Sea) from Object-Based Image Analysis of Multi-Source Acoustic Backscatter Data |
title_sort | benthic habitat map of the southern adriatic sea mediterranean sea from object based image analysis of multi source acoustic backscatter data |
topic | RSOBIA multibeam backscatter automatic classification benthic habitat map Adriatic Sea |
url | https://www.mdpi.com/2072-4292/13/15/2913 |
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