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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...

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Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2014
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.
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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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