Irregularly shaped man-made marine objects detected by small aeroplanes equipped with high-resolution photogrammetry sensor technologies

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http://eprints.org/relation/isVersionOf https://data.lancashire.ac.uk/id/document/780 http://eprints.org/relation/isVolatileVersionOf https://data.lancashire.ac.uk/id/document/780 http://eprints.org/relation/issmallThumbnailVersionOf https://data.lancashire.ac.uk/id/document/780 archive 7752 disk0/00/00/04/26 2023-11-20 12:12:35 2023-11-20 12:13:35 2023-11-20 12:12:35 data_collection show Kuru Kaya KKuru@uclan.ac.uk orcid.org/0000-0002-4279-4166 Clough Stuart s.clough@apemltd.co.uk Ansell Darren DAnsell@uclan.ac.uk McCarthy John j.mccarthy@apemltd.co.uk McGovern Stephanie s.mcgovern@apemltd.co.uk Irregularly shaped man-made marine objects detected by small aeroplanes equipped with high-resolution photogrammetry sensor technologies pub C184 H166 I270 I440 I460 2023sub_E_C_M_P The marine economy has historically been highly diversified and prolific due to the fact that the Earth’s oceans comprise two-thirds of its total surface area. As technology advances, leading enterprises and ecological organisations are building and mobilising new devices supported by cutting-edge marine mechatronics solutions to explore and harness this challenging environment. Automated tracking of these types of industries and the marine life around them can help us figure out what’s causing the current changes in species numbers, predict what could happen in the future, and create the right policies to help reduce the environmental impact and make the planet more sustainable. The objective of this study is to create a new platform for the automated detection of irregularly shaped man-made marine objects (ISMMMOs) in large datasets derived from marine aerial survey imagery. In this context, a novel nonparametric methodology, which harbours several hybrid statistical Machine Learning (ML) methods, was developed to automatically segment ISMMMOs on the sea surface in large surveys. This methodology was validated on a wide range of marine domains, providing robust empirical proof of concept. The data was collected using small aeroplanes equipped with a wide range of advanced, high-resolution photogrammetry sensor technologies, including 35 mm and medium format sensors from a variety of manufacturers. In this data publication, we would like to share the high-resolution ISMMMO images and their processed outputs using the above-mentioned techniques that were previously published. 2023-09-16 published Ecological Informatics 10.17030/uclan.data.00000426 https://doi.org/10.1016/j.ecoinf.2023.102285 dataset APEM Ltd. rdmsupport@uclan.ac.uk Kuru Kaya kkuru@uclan.ac.uk Intelligent airborne monitoring of irregularly shaped man-made marine objects using statistical Machine Learning techniques pub 10.1016/j.ecoinf.2023.102285 DOI https://doi.org/10.1016/j.ecoinf.2023.102285 https://clok.uclan.ac.uk/48695/ The data was collected using small aeroplanes equipped with a wide range of advanced, high-resolution photogrammetry sensor technologies, including 35 mm and medium format sensors from a variety of manufacturers. 2010-01-01 2016-01-01