DocumentCode :
3058690
Title :
Segmentation of Built up area from SPOT 5 multispectral satellite images
Author :
Khurshid, Muhammad Hasnat ; Khan, Muhammad Faisal
Author_Institution :
Nat. Univ. of Sci. & Technol., Islamabad, Pakistan
fYear :
2013
fDate :
21-26 July 2013
Firstpage :
1963
Lastpage :
1966
Abstract :
Segmentation of Built up area from a satellite image is an initial step for a variety of applications. In this paper we propose a novel approach for segmenting built up area mask from SPOT 5 multi spectral satellite images with 2.5 meter resolution. The proposed algorithm uses information theoretic and multi resolution techniques for segmentation. The results of proposed algorithm demonstrated it´s effectiveness for the segmentation of built up area from large sized satellite images. The validation results for segmentation using sensitivity, positive predictive value and dice coefficient show a significant improvement over supervised classification results of a commercial software. Also it was observed that the wavelet transform produced better results than the scale space technique when used in the proposed algorithm for multi resolution decomposition.
Keywords :
geography; geophysical image processing; image resolution; image segmentation; remote sensing; wavelet transforms; SPOT 5 multispectral satellite images; built up area segmentation; dice coefficient; image resolution; information theory; large sized satellite images; multiresolution decomposition; multiresolution technique; positive predictive value; scale space technique; sensitivity; supervised classification; wavelet transform; Entropy; Image resolution; Image segmentation; Satellites; Vegetation mapping; Wavelet transforms; Discrete Wavelet Transform; SPOT 5; Satellite Images; Scale Space; Segmentation; multi resolution;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Geoscience and Remote Sensing Symposium (IGARSS), 2013 IEEE International
Conference_Location :
Melbourne, VIC
ISSN :
2153-6996
Print_ISBN :
978-1-4799-1114-1
Type :
conf
DOI :
10.1109/IGARSS.2013.6723192
Filename :
6723192
Link To Document :
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