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Geographic Object-Based Image Analysis – Towards a new paradigm
The amount of scientific literature on (Geographic) Object-based Image Analysis – GEOBIA has been and still is sharply increasing. These approaches to analysing imagery have antecedents in earlier research on image segmentation and use GIS-like spatial analysis within classification and feature extr...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3945831/ https://www.ncbi.nlm.nih.gov/pubmed/24623958 http://dx.doi.org/10.1016/j.isprsjprs.2013.09.014 |
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author | Blaschke, Thomas Hay, Geoffrey J. Kelly, Maggi Lang, Stefan Hofmann, Peter Addink, Elisabeth Queiroz Feitosa, Raul van der Meer, Freek van der Werff, Harald van Coillie, Frieke Tiede, Dirk |
author_facet | Blaschke, Thomas Hay, Geoffrey J. Kelly, Maggi Lang, Stefan Hofmann, Peter Addink, Elisabeth Queiroz Feitosa, Raul van der Meer, Freek van der Werff, Harald van Coillie, Frieke Tiede, Dirk |
author_sort | Blaschke, Thomas |
collection | PubMed |
description | The amount of scientific literature on (Geographic) Object-based Image Analysis – GEOBIA has been and still is sharply increasing. These approaches to analysing imagery have antecedents in earlier research on image segmentation and use GIS-like spatial analysis within classification and feature extraction approaches. This article investigates these development and its implications and asks whether or not this is a new paradigm in remote sensing and Geographic Information Science (GIScience). We first discuss several limitations of prevailing per-pixel methods when applied to high resolution images. Then we explore the paradigm concept developed by Kuhn (1962) and discuss whether GEOBIA can be regarded as a paradigm according to this definition. We crystallize core concepts of GEOBIA, including the role of objects, of ontologies and the multiplicity of scales and we discuss how these conceptual developments support important methods in remote sensing such as change detection and accuracy assessment. The ramifications of the different theoretical foundations between the ‘per-pixel paradigm’ and GEOBIA are analysed, as are some of the challenges along this path from pixels, to objects, to geo-intelligence. Based on several paradigm indications as defined by Kuhn and based on an analysis of peer-reviewed scientific literature we conclude that GEOBIA is a new and evolving paradigm. |
format | Online Article Text |
id | pubmed-3945831 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-39458312014-03-10 Geographic Object-Based Image Analysis – Towards a new paradigm Blaschke, Thomas Hay, Geoffrey J. Kelly, Maggi Lang, Stefan Hofmann, Peter Addink, Elisabeth Queiroz Feitosa, Raul van der Meer, Freek van der Werff, Harald van Coillie, Frieke Tiede, Dirk ISPRS J Photogramm Remote Sens Article The amount of scientific literature on (Geographic) Object-based Image Analysis – GEOBIA has been and still is sharply increasing. These approaches to analysing imagery have antecedents in earlier research on image segmentation and use GIS-like spatial analysis within classification and feature extraction approaches. This article investigates these development and its implications and asks whether or not this is a new paradigm in remote sensing and Geographic Information Science (GIScience). We first discuss several limitations of prevailing per-pixel methods when applied to high resolution images. Then we explore the paradigm concept developed by Kuhn (1962) and discuss whether GEOBIA can be regarded as a paradigm according to this definition. We crystallize core concepts of GEOBIA, including the role of objects, of ontologies and the multiplicity of scales and we discuss how these conceptual developments support important methods in remote sensing such as change detection and accuracy assessment. The ramifications of the different theoretical foundations between the ‘per-pixel paradigm’ and GEOBIA are analysed, as are some of the challenges along this path from pixels, to objects, to geo-intelligence. Based on several paradigm indications as defined by Kuhn and based on an analysis of peer-reviewed scientific literature we conclude that GEOBIA is a new and evolving paradigm. Elsevier 2014-01 /pmc/articles/PMC3945831/ /pubmed/24623958 http://dx.doi.org/10.1016/j.isprsjprs.2013.09.014 Text en © 2014 Elsevier B.V. https://creativecommons.org/licenses/by/4.0/This work is licensed under a Creative Commons Attribution 4.0 International License (https://creativecommons.org/licenses/by/4.0/) , which allows reusers to distribute, remix, adapt, and build upon the material in any medium or format, so long as attribution is given to the creator. The license allows for commercial use. |
spellingShingle | Article Blaschke, Thomas Hay, Geoffrey J. Kelly, Maggi Lang, Stefan Hofmann, Peter Addink, Elisabeth Queiroz Feitosa, Raul van der Meer, Freek van der Werff, Harald van Coillie, Frieke Tiede, Dirk Geographic Object-Based Image Analysis – Towards a new paradigm |
title | Geographic Object-Based Image Analysis – Towards a new paradigm |
title_full | Geographic Object-Based Image Analysis – Towards a new paradigm |
title_fullStr | Geographic Object-Based Image Analysis – Towards a new paradigm |
title_full_unstemmed | Geographic Object-Based Image Analysis – Towards a new paradigm |
title_short | Geographic Object-Based Image Analysis – Towards a new paradigm |
title_sort | geographic object-based image analysis – towards a new paradigm |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3945831/ https://www.ncbi.nlm.nih.gov/pubmed/24623958 http://dx.doi.org/10.1016/j.isprsjprs.2013.09.014 |
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