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 :
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