DocumentCode
724587
Title
Extraction of buildings using a fuzzy-morphological method
Author
Zigh, E. ; Belbachir, M.F. ; Kadiri, M.
Author_Institution
Lab. of Appl. Researches in ICT, Nat. Inst. of Telecommun. & TIC of Oran, Oran, Algeria
fYear
2015
fDate
25-27 March 2015
Firstpage
375
Lastpage
378
Abstract
Buildings extraction is extremely important for many applications such as natural disasters and crisis management, urban planning and development, or telecommunication, etc. However, extracting automatically buildings from multispectral urban satellite images isn´t an easy task because, in one hand, it often needs other technological expensive resources such as Lidar data. In the other hand, the urban environment is becoming more complex and heterogeneous in colours and shapes of its components. From that, we propose in this paper a fuzzy-morphological method applied on urban satellite images delivered alone. It is an hybrid method based on a combination of spectral and spatial pixel information to overcome the limitation of traditional methods. The spectral information is treated using fuzzy logic concept and a spatial one using morphological operations. It can be considered as a thresholding method which achieves the aimed goal according two steps: at first, it does a soft clustering by attributing each pixel to a cluster according to a membership degree, after that, it keeps only interesting regions “buildings”. Promising buildings extraction results are presented and to show even more the effectiveness of proposed approach, it has been compared to two other thresholding methods.
Keywords
buildings (structures); feature extraction; fuzzy logic; geophysical image processing; pattern clustering; remote sensing; Lidar data; building extraction; clustering; crisis management; fuzzy logic concept; fuzzy-morphological method; multispectral urban satellite images; natural disaster; spatial pixel information; spectral pixel information; telecommunication; thresholding method; urban development; urban environment; urban planning; Image resolution; Shape; buildings extraction; fuzzy logic; morphology; satellite images; thresholding;
fLanguage
English
Publisher
ieee
Conference_Titel
Electrical and Information Technologies (ICEIT), 2015 International Conference on
Conference_Location
Marrakech
Print_ISBN
978-1-4799-7478-8
Type
conf
DOI
10.1109/EITech.2015.7162944
Filename
7162944
Link To Document