Title :
Characterizing and Counting Roofless Buildings in Very High Resolution Optical Images
Author :
Gueguen, Lionel ; Pesaresi, Martino ; Gerhardinger, Andrea ; Soille, Pierre
Author_Institution :
Inst. for the Protection & Security of the Citizen, Joint Res. Center of the Eur. Comm., Ispra, Italy
Abstract :
Roofless buildings are encountered in case of conflicts and disasters as well as construction sites. A methodology for characterizing and counting roofless buildings in very high resolution optical images is presented. Using morphological transform to extract specific image components, the proposed method spatially aggregates them in a fuzzy logic framework. The result is a map of roofless building membership. This membership map is then used with partial ground truth to estimate the total number of roofless buildings. Finally, the methods are validated with a WorldView panchromatic image, where the membership map and the counting estimate show good accuracies.
Keywords :
disasters; feature extraction; fuzzy set theory; geophysical image processing; image resolution; object detection; terrain mapping; transforms; WorldView panchromatic image; building characterization; conflicts; construction site; disasters; fuzzy logic framework; image component extraction; morphological transform; roofless building counting; roofless building membership mapping; spatial aggregation; very high resolution optical image; Buildings; Image resolution; Optical imaging; Optical sensors; Pixel; Remote sensing; Satellites; Counting; crisis; detection; roofless buildings; very high resolution (VHR) image;
Journal_Title :
Geoscience and Remote Sensing Letters, IEEE
DOI :
10.1109/LGRS.2011.2161750