Extracting Buildings from Aerial Images Using Hierarchical Aggregation in 2D and 3D
We propose a model-based approach to automated 3D extraction of buildings from aerial images. We focus on a reconstruction strategy that is not restricted to a small class of buildings. Therefore, we employ a generic modeling approach which relies on the well-defined combination of building part mod...
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| Veröffentlicht in: | Computer vision and image understanding Jg. 72; H. 2; S. 185 - 203 |
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| Format: | Journal Article |
| Sprache: | Englisch |
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Elsevier Inc
01.11.1998
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| ISSN: | 1077-3142, 1090-235X |
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| Abstract | We propose a model-based approach to automated 3D extraction of buildings from aerial images. We focus on a reconstruction strategy that is not restricted to a small class of buildings. Therefore, we employ a generic modeling approach which relies on the well-defined combination of building part models. Building parts are classified by their roof type. Starting from low-level image features we combine data-driven and model-driven processes within a multilevel aggregation hierarchy, thereby using a tight coupling of 2D image and 3D object modeling and processing, ending up in complex 3D building estimations of shape and location. Due to the explicit representation of well-defined processing states in terms of model-based 2D and 3D descriptions at all levels of modeling and data aggregation, our approach reveals a great potential for reliable building extraction. |
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| AbstractList | We propose a model-based approach to automated 3D extraction of buildings from aerial images. We focus on a reconstruction strategy that is not restricted to a small class of buildings. Therefore, we employ a generic modeling approach which relies on the well-defined combination of building part models. Building parts are classified by their roof type. Starting from low-level image features we combine data-driven and model-driven processes within a multilevel aggregation hierarchy, thereby using a tight coupling of 2D image and 3D object modeling and processing, ending up in complex 3D building estimations of shape and location. Due to the explicit representation of well-defined processing states in terms of model-based 2D and 3D descriptions at all levels of modeling and data aggregation, our approach reveals a great potential for reliable building extraction. |
| Author | Cremers, Armin B. Steinhage, Volker Fischer, André Kolbe, Thomas H. Plümer, Lutz Lang, Felicitas Förstner, Wolfgang |
| Author_xml | – sequence: 1 givenname: André surname: Fischer fullname: Fischer, André organization: Computer Science Department I, University of Bonn, Römerstraß e 164, 53117, Bonn, Germanyf1steinhag@informatik.uni-bonn.def1 – sequence: 2 givenname: Thomas H. surname: Kolbe fullname: Kolbe, Thomas H. organization: Institute for Environmental Sciences, University of Vechta, P.O. Box 1553, 49364, Vechta, Germany – sequence: 3 givenname: Felicitas surname: Lang fullname: Lang, Felicitas organization: Institute for Photogrammetry, University of Bonn, Nußallee 15, 53115, Bonn, Germany – sequence: 4 givenname: Armin B. surname: Cremers fullname: Cremers, Armin B. organization: Computer Science Department III, University of Bonn, Römerstraß e 164, 53117, Bonn, Germany – sequence: 5 givenname: Wolfgang surname: Förstner fullname: Förstner, Wolfgang organization: Institute for Photogrammetry, University of Bonn, Nußallee 15, 53115, Bonn, Germany – sequence: 6 givenname: Lutz surname: Plümer fullname: Plümer, Lutz organization: Institute for Environmental Sciences, University of Vechta, P.O. Box 1553, 49364, Vechta, Germany – sequence: 7 givenname: Volker surname: Steinhage fullname: Steinhage, Volker organization: Computer Science Department I, University of Bonn, Römerstraß e 164, 53117, Bonn, Germanyf1steinhag@informatik.uni-bonn.def1 |
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| Keywords | building modeling coupling of 2D and 3D modeling midlevel feature aggregates explicit 2D modeling multilayer aggregation constraint logic programming multiimage correspondence analysis aspect hierarchies |
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| Snippet | We propose a model-based approach to automated 3D extraction of buildings from aerial images. We focus on a reconstruction strategy that is not restricted to a... |
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| Title | Extracting Buildings from Aerial Images Using Hierarchical Aggregation in 2D and 3D |
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