Assessing the Repeatability of Automated Seafloor Classification Algorithms, with Application in Marine Protected Area Monitoring

Monitoring mosaic biotopes in a marine conservation zone by autonomous underwater vehicle

(2019) Noëlie M.A. Benoist et al.   CONSERVATION BIOLOGY

The impact of class imbalance in classification performance metrics based on the binary confusion matrix

(2019) Amalia Luque et al.   PATTERN RECOGNITION

Autonomous marine environmental monitoring: Application in decommissioned oil fields

(2019) Daniel O.B. Jones et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Habitat mapping of the Maltese continental shelf using acoustic textures and bathymetric analyses

(2018) Mariacristina Prampolini et al.   ESTUARINE COASTAL AND SHELF SCIENCE

Can single classifiers be as useful as model ensembles to produce benthic seabed substratum maps?

(2018) Joseph A. Turner et al.   ESTUARINE COASTAL AND SHELF SCIENCE

Performance of Multibeam Echosounder Backscatter-Based Classification for Monitoring Sediment Distributions Using Multitemporal Large-Scale Ocean Data Sets

(2018) Mirjam Snellen et al.   IEEE JOURNAL OF OCEANIC ENGINEERING

Combining pixel and object based image analysis of ultra-high resolution multibeam bathymetry and backscatter for habitat mapping in shallow marine waters

(2018) Daniel Ierodiaconou et al.   MARINE GEOPHYSICAL RESEARCH

A multiscale approach to mapping seabed sediments

(2018) Benjamin Misiuk et al.   PLoS One

On the ecological relevance of landscape mapping and its application in the spatial planning of very large marine protected areas

(2018) Oliver T. Hogg et al.   SCIENCE OF THE TOTAL ENVIRONMENT

A review of the influence of marine habitat classification schemes on mapping studies: inherent assumptions, influence on end products, and suggestions for future developments

(2018) James Asa Strong et al.   ICES JOURNAL OF MARINE SCIENCE

Seabed mapping in the Pelagie Islands marine protected area (Sicily Channel, southern Mediterranean) using Remote Sensing Object Based Image Analysis (RSOBIA)

(2018) Sara Innangi et al.   MARINE GEOPHYSICAL RESEARCH

Applying multibeam sonar and mathematical modeling for mapping seabed substrate and biota of offshore shallows

(2017) Kristjan Herkül et al.   ESTUARINE COASTAL AND SHELF SCIENCE

Acoustic mapping and classification of benthic habitat using unsupervised learning in artificial reef water

(2017) Dong Li et al.   ESTUARINE COASTAL AND SHELF SCIENCE

Seafloor change detection using multibeam echosounder backscatter: case study on the Belgian part of the North Sea

(2017) Giacomo Montereale-Gavazzi et al.   MARINE GEOPHYSICAL RESEARCH

Multisource multibeam backscatter data: developing a strategy for the production of benthic habitat maps using semi-automated seafloor classification methods

(2017) Myriam Lacharité et al.   MARINE GEOPHYSICAL RESEARCH

Building the future of MPAs - lessons from history

(2016) Sue Wells et al.   AQUATIC CONSERVATION-MARINE AND FRESHWATER ECOSYSTEMS

Evaluation of seabed mapping methods for fine-scale classification of extremely shallow benthic habitats – Application to the Venice Lagoon, Italy

(2016) G. Montereale Gavazzi et al.   ESTUARINE COASTAL AND SHELF SCIENCE

Random forest in remote sensing: A review of applications and future directions

(2016) Mariana Belgiu et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

The Sensitivity of Mapping Methods to Reference Data Quality: Training Supervised Image Classifications with Imperfect Reference Data

(2016) Giles Foody et al.   ISPRS International Journal of Geo-Information

A new method for ecological surveying of the abyss using autonomous underwater vehicle photography

(2016) Kirsty J. Morris et al.   LIMNOLOGY AND OCEANOGRAPHY-METHODS

A multi-model ensemble approach to seabed mapping

(2015) Markus Diesing et al.   JOURNAL OF SEA RESEARCH

Acoustic discrimination of relatively homogeneous fine sediments using Bayesian classification on MBES data

(2015) Evangelos Alevizos et al.   MARINE GEOLOGY

Objective automated classification technique for marine landscape mapping in submarine canyons

(2015) Khaira Ismail et al.   MARINE GEOLOGY

Cumulative effects of planned industrial development and climate change on marine ecosystems

(2015) Cathryn Clarke Murray et al.   Global Ecology and Conservation

Towards Quantitative Spatial Models of Seabed Sediment Composition

(2015) David Stephens et al.   PLoS One

Mapping seabed sediments: Comparison of manual, geostatistical, object-based image analysis and machine learning approaches

(2014) Markus Diesing et al.   CONTINENTAL SHELF RESEARCH

An evaluation of supervised and unsupervised classification techniques for marine benthic habitat mapping using multibeam echosounder data

(2014) Jay Calvert et al.   ICES JOURNAL OF MARINE SCIENCE

Autonomous Underwater Vehicles (AUVs): Their past, present and future contributions to the advancement of marine geoscience

(2014) Russell B. Wynn et al.   MARINE GEOLOGY

Integrating Multibeam Backscatter Angular Response, Mosaic and Bathymetry Data for Benthic Habitat Mapping

(2014) Rozaimi Che Hasan et al.   PLoS One

A Comparison of Supervised Classification Methods for the Prediction of Substrate Type Using Multibeam Acoustic and Legacy Grain-Size Data

(2014) David Stephens et al.   PLoS One

Choosing between strategies for designing surveys: autonomous underwater vehicles

(2014) Scott D. Foster et al.   Methods in Ecology and Evolution

Detecting patterns of change in benthic habitats by acoustic remote sensing

(2013) A Rattray et al.   MARINE ECOLOGY PROGRESS SERIES

Do marine substrates ‘look’ and ‘sound’ the same? Supervised classification of multibeam acoustic data using autonomous underwater vehicle images

(2012) Vanessa Lucieer et al.   ESTUARINE COASTAL AND SHELF SCIENCE

Evaluation of Four Supervised Learning Methods for Benthic Habitat Mapping Using Backscatter from Multi-Beam Sonar

(2012) Rozaimi Hasan et al.   Remote Sensing

Unsupervised fuzzy classification and object-based image analysis of multibeam data to map deep water substrates, Cook Strait, New Zealand

(2011) Vanessa Lucieer et al.   CONTINENTAL SHELF RESEARCH

Benthic habitat mapping: A review of progress towards improved understanding of the spatial ecology of the seafloor using acoustic techniques

(2011) Craig J. Brown et al.   ESTUARINE COASTAL AND SHELF SCIENCE

Death to Kappa: birth of quantity disagreement and allocation disagreement for accuracy assessment

(2011) Robert Gilmore Pontius et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

A comparison of pixel-based and object-based image analysis with selected machine learning algorithms for the classification of agricultural landscapes using SPOT-5 HRG imagery

(2011) Dennis C. Duro et al.   REMOTE SENSING OF ENVIRONMENT

Assessing the accuracy of land cover change with imperfect ground reference data

(2010) Giles M. Foody   REMOTE SENSING OF ENVIRONMENT

Seabed Segmentation Using Optimized Statistics of Sonar Textures

(2009) I. Karoui et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Sample size determination for image classification accuracy assessment and comparison

(2009) Giles M. Foody   INTERNATIONAL JOURNAL OF REMOTE SENSING

Automated acoustic seabed classification of multibeam images of Stanton Banks

(2008) Jon Preston   APPLIED ACOUSTICS

Acoustic seabed classification: current practice and future directions

(2008) J. T. Anderson et al.   ICES JOURNAL OF MARINE SCIENCE