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Automatic Building Change Detection in Wide Area Surveillance
2015 National Aerospace and Electronics Conference
  • Paheding Sidike, University of Dayton
  • Almabrok Essa, University of Dayton
  • Fatema Albalooshi, University of Dayton
  • Vijayan K. Asari, University of Dayton
  • Varun Santhaseelan, Auviz Systems
Document Type
Conference Paper
Publication Date
6-1-2015
Abstract

We present an automated mechanism that can detect and characterize the building changes by analyzing airborne or satellite imagery.

The proposed framework can be categorized into three stages: building detection, boundary extraction and change identification. To detect the buildings, we utilize local phase and local amplitude from monogenic signal to extract building features for addressing issues of varying illumination. Then a support vector machine with Radial basis kernel is used for classification. In the boundary extraction stage, a level-set function with self-organizing map based segmentation method is used to find the building boundary and compute physical area of the building segments. In the last stage, the change of the detected building is identified by computing the area differences of the same building that captured at different times.

The experiments are conducted on a set of real-life aerial imagery to show the effectiveness of the proposed method.

Inclusive pages
1-4
ISBN/ISSN
2379-2027
Document Version
Postprint
Comments

The document available for download is the authors' accepted manuscript, provided in compliance with the publisher's policy on self-archiving. Permission documentation is on file.

Some differences may exist between this version and the published version; as such, researchers wishing to quote directly from this source are advised to consult the version of record.

Publisher
IEEE
Place of Publication
Dayton, OH
Citation Information
Paheding Sidike, Almabrok Essa, Fatema Albalooshi, Vijayan K. Asari, et al.. "Automatic Building Change Detection in Wide Area Surveillance" 2015 National Aerospace and Electronics Conference (2015)
Available at: http://works.bepress.com/vijayan_asari/2/