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Poncet Montages, Arnaud and Moser, Gabriele and Taubenböck, Hannes and Wurm, Michael and Tuia, Devis (2015) Classification of urban structural types with multisource data and structured models. Joint Urban Remote Sensing Event 2015 (JURSE 2015), 2015-03-30 - 2015-04-01, Lausanne, Switzerland. doi: 10.1109/JURSE.2015.7120489.
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Official URL: http://www.jurse2015.org/proceedings
Abstract
In this paper, we study the land use distribution of the city of Munich, Germany. We describe the city as a set of Urban Structural Types (UST) related to the type of spatial patterns occurring within regions composed of 200m side cells. To do so, we resort to a set of multimodal descriptors extracted from remote sensing data, a 3D city model and open access vector information. Based on these descriptors, we train a SVM classifier and apply two structured prediction models to enforce spatial relationships (Markov and Conditional Random fields).
| Item URL in elib: | https://elib.dlr.de/96197/ | ||||||||||||||||||||||||
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| Document Type: | Conference or Workshop Item (Speech) | ||||||||||||||||||||||||
| Title: | Classification of urban structural types with multisource data and structured models | ||||||||||||||||||||||||
| Authors: |
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| Date: | April 2015 | ||||||||||||||||||||||||
| Refereed publication: | Yes | ||||||||||||||||||||||||
| Open Access: | No | ||||||||||||||||||||||||
| Gold Open Access: | No | ||||||||||||||||||||||||
| In SCOPUS: | No | ||||||||||||||||||||||||
| In ISI Web of Science: | No | ||||||||||||||||||||||||
| DOI: | 10.1109/JURSE.2015.7120489 | ||||||||||||||||||||||||
| Page Range: | pp. 1-4 | ||||||||||||||||||||||||
| Editors: |
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| Status: | Published | ||||||||||||||||||||||||
| Keywords: | urban structure types (UST), SVM, Markov Random Fields | ||||||||||||||||||||||||
| Event Title: | Joint Urban Remote Sensing Event 2015 (JURSE 2015) | ||||||||||||||||||||||||
| Event Location: | Lausanne, Switzerland | ||||||||||||||||||||||||
| Event Type: | international Conference | ||||||||||||||||||||||||
| Event Start Date: | 30 March 2015 | ||||||||||||||||||||||||
| Event End Date: | 1 April 2015 | ||||||||||||||||||||||||
| Organizer: | EPFL | ||||||||||||||||||||||||
| HGF - Research field: | Aeronautics, Space and Transport | ||||||||||||||||||||||||
| HGF - Program: | Space | ||||||||||||||||||||||||
| HGF - Program Themes: | Earth Observation | ||||||||||||||||||||||||
| DLR - Research area: | Raumfahrt | ||||||||||||||||||||||||
| DLR - Program: | R EO - Earth Observation | ||||||||||||||||||||||||
| DLR - Research theme (Project): | R - Vorhaben Zivile Kriseninformation und Georisiken (old) | ||||||||||||||||||||||||
| Location: | Oberpfaffenhofen | ||||||||||||||||||||||||
| Institutes and Institutions: | German Remote Sensing Data Center > Geo Risks and Civil Security | ||||||||||||||||||||||||
| Deposited By: | Wurm, Michael | ||||||||||||||||||||||||
| Deposited On: | 18 Jun 2015 09:34 | ||||||||||||||||||||||||
| Last Modified: | 24 Apr 2024 20:01 |
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