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ISPRS Journal of Photogrammetry and Remote Sensing· 2013Q1

Geographic Object-Based Image Analysis – Towards a new paradigm

Thomas Blaschke, Geoffrey J. Hay, Maggi Kelly, Stefan Lang et al.

Short summary

Geographic Object-Based Image Analysis (GEOBIA) represents a new and evolving paradigm in remote sensing and GIScience, shifting from pixel-based analysis to object-oriented approaches.

AI-generated from the title and abstract; the full text is not read.

Key points

  • GEOBIA is presented as a new and evolving paradigm in remote sensing and GIScience.
  • It addresses limitations of per-pixel methods, particularly with high-resolution imagery.
  • Core concepts include the role of objects, ontologies, and scale multiplicity.
  • GEOBIA supports advanced remote sensing methods like change detection and accuracy assessment.
  • The shift is from pixel-based analysis to object-oriented approaches, enabling 'geo-intelligence'.

AI-generated from the title and abstract; the full text is not read.

Abstract

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.

The authors' abstract, as published at the source. ISPRS Journal of Photogrammetry and Remote Sensing, 2013 · DOI ↗

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Field: Media Technology

Media TechnologyEngineering