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Building Extraction from High Resolution Space Images in High Density Residential Areas in the Great Cairo Region
Department of Public Works, Faculty of Engineering, Ain Shams University, Cairo, Egypt
School of Forest Resources and Conservation, University of Florida, Plant City, FL 33563, USA
Engineering Research Division, National Research Center, Cairo, Egypt
ESRI North East Africa, Cairo, Egypt
* Author to whom correspondence should be addressed.
Received: 10 February 2011; in revised form: 22 March 2011 / Accepted: 31 March 2011 / Published: 12 April 2011
Abstract: This study evaluates a methodology for using IKONOS stereo imagery to determine the height and position of buildings in dense residential areas. The method was tested on three selected sites in an area of 8.5 km long by 7 km wide and covered by two overlapping (97% overlap) IKONOS images. The images were oriented using rational function models in addition to ground control points. Buildings were identified using an algorithm that utilized the Digital Surface Model (DSM) extracted from the images in addition to the image spectral properties. A digital terrain model was used with the DSM created from the IKONOS stereo imagery to compute building heights. Positional accuracy and building heights were evaluated using corner coordinates extracted from topographic maps and surveyed building heights. The results showed that the average building detection percentage for the test area was 82.6% with an average missing factor of 0.16. When the image rational polynomial coefficients were used to build the image model, results showed a horizontal accuracy of 2.42 and 2.39 m Root Mean Square Error (RMSE) for the easting and northing coordinates, respectively. When ground control points were used, the results improved to the sub-meter level. Differences between building heights extracted from the image model and the corresponding heights obtained through traditional ground surveying had a RMSE of 1.05 m.
Keywords: IKONOS; surface model; building detection; positional accuracy; building height
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Cite This Article
MDPI and ACS Style
Shaker, I.F.; Abd-Elrahman, A.; Abdel-Gawad, A.K.; Sherief, M.A. Building Extraction from High Resolution Space Images in High Density Residential Areas in the Great Cairo Region. Remote Sens. 2011, 3, 781-791.
Shaker IF, Abd-Elrahman A, Abdel-Gawad AK, Sherief MA. Building Extraction from High Resolution Space Images in High Density Residential Areas in the Great Cairo Region. Remote Sensing. 2011; 3(4):781-791.
Shaker, Ibrahim F.; Abd-Elrahman, Amr; Abdel-Gawad, Ahmed K.; Sherief, Mohamed A. 2011. "Building Extraction from High Resolution Space Images in High Density Residential Areas in the Great Cairo Region." Remote Sens. 3, no. 4: 781-791.