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Tian, Jiaojiao and Dezert, Jean and Reinartz, Peter (2015) Refined Building Change Detection in Satellite Stereo Imagery Based on Belief Functions and Reliabilities. In: Proceedings of MFI 2015, pp. 160-165. IEEEXplore. IEEE 2015 International Conference on Multisensor Fusion and Integration for Intelligent Systems, 2015-09-14 - 2015-09-16, San Diego, USA. doi: 10.1109/MFI.2015.7295802.
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Official URL: http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=7295802&tag=1
Abstract
Digital Surface Models (DSMs) generated from satellite stereo imagery provide valuable but not comprehensive information for building change detection. Therefore, belief functions have been introduced to solve this problem by fusing DSM information with changes extracted from images. However, miss-detection can not be avoided if the DSMs are containing large region of wrong height values. A refined workflow is thereby proposed by adopting the initial disparity map to generate a reliability map. This reliability map is then built in the fusion model. The reliability map has been tested in both Dempster-Shafer Theory (DST), and Dezert-Smarandache Theory (DSmT) frameworks. The results have been validated by comparing to the manually extracted change reference mask.
| Item URL in elib: | https://elib.dlr.de/97984/ | ||||||||||||||||
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| Document Type: | Conference or Workshop Item (Speech, Other) | ||||||||||||||||
| Title: | Refined Building Change Detection in Satellite Stereo Imagery Based on Belief Functions and Reliabilities | ||||||||||||||||
| Authors: |
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| Date: | 2015 | ||||||||||||||||
| Journal or Publication Title: | Proceedings of MFI 2015 | ||||||||||||||||
| Refereed publication: | Yes | ||||||||||||||||
| Open Access: | Yes | ||||||||||||||||
| Gold Open Access: | No | ||||||||||||||||
| In SCOPUS: | No | ||||||||||||||||
| In ISI Web of Science: | No | ||||||||||||||||
| DOI: | 10.1109/MFI.2015.7295802 | ||||||||||||||||
| Page Range: | pp. 160-165 | ||||||||||||||||
| Editors: |
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| Publisher: | IEEEXplore | ||||||||||||||||
| Status: | Published | ||||||||||||||||
| Keywords: | Belief functions, building change detection, Reliability discounting | ||||||||||||||||
| Event Title: | IEEE 2015 International Conference on Multisensor Fusion and Integration for Intelligent Systems | ||||||||||||||||
| Event Location: | San Diego, USA | ||||||||||||||||
| Event Type: | international Conference | ||||||||||||||||
| Event Start Date: | 14 September 2015 | ||||||||||||||||
| Event End Date: | 16 September 2015 | ||||||||||||||||
| Organizer: | San Diego, CA, USA | ||||||||||||||||
| HGF - Research field: | Aeronautics, Space and Transport | ||||||||||||||||
| HGF - Program: | Transport | ||||||||||||||||
| HGF - Program Themes: | Traffic Management (old) | ||||||||||||||||
| DLR - Research area: | Transport | ||||||||||||||||
| DLR - Program: | V VM - Verkehrsmanagement | ||||||||||||||||
| DLR - Research theme (Project): | V - Vabene++ (old) | ||||||||||||||||
| Location: | Oberpfaffenhofen | ||||||||||||||||
| Institutes and Institutions: | Remote Sensing Technology Institute > Photogrammetry and Image Analysis | ||||||||||||||||
| Deposited By: | Tian, Dr Jiaojiao | ||||||||||||||||
| Deposited On: | 08 Sep 2015 15:40 | ||||||||||||||||
| Last Modified: | 24 Apr 2024 20:03 |
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