BUILT-UP AREA DETECTION BASED ON SUBSPACE PROJECTIONS USING POLARIMETRIC SAR DATA

The task of detecting and identifying objects remotely has long been an area of intense interest and active research. Active sensing of objects with radio waves is a whole new domain of target detection which is made available by radar remote sensors. Land cover/use information extraction is one of...

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Main Authors: R. Bordbari, Y. Maghsoudi, M. Salehi
Format: Article
Language:English
Published: Copernicus Publications 2017-09-01
Series:The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Online Access:https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLII-4-W4/37/2017/isprs-archives-XLII-4-W4-37-2017.pdf
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spelling doaj-310f5ac3554d4261a101fead612b4ccd2020-11-24T22:01:14ZengCopernicus PublicationsThe International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences1682-17502194-90342017-09-01XLII-4-W4374110.5194/isprs-archives-XLII-4-W4-37-2017BUILT-UP AREA DETECTION BASED ON SUBSPACE PROJECTIONS USING POLARIMETRIC SAR DATAR. Bordbari0Y. Maghsoudi1M. Salehi2Department of Remote Sensing, Faculty of Geomatics Engineering, K.N. Toosi University of Technology, IranDepartment of Remote Sensing, Faculty of Geomatics Engineering, K.N. Toosi University of Technology, IranDepartment of Remote Sensing, Faculty of Geomatics Engineering, K.N. Toosi University of Technology, IranThe task of detecting and identifying objects remotely has long been an area of intense interest and active research. Active sensing of objects with radio waves is a whole new domain of target detection which is made available by radar remote sensors. Land cover/use information extraction is one of the most important applications of radar remote sensing, especially in urban areas. In this paper, we take a new look at the built-up area extraction problem in polarimetric SAR (PolSAR) data and assume canonical scattering mechanisms as our signal sources which combination of them with appropriate weight fractions formed a scattering vector of each pixel. The set of the scattering mechanisms is divided into two groups: the scattering mechanism of built-up area, and non-objected scattering mechanisms. Then, we describe a technique which simultaneously annihilates the effect of non-objected scattering mechanisms, and detects the presence of a scattering mechanism of interest. The experimental results on several quad-polarimetric datasets show the significant agreement with expected results, while saving computational complexity.https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLII-4-W4/37/2017/isprs-archives-XLII-4-W4-37-2017.pdf
collection DOAJ
language English
format Article
sources DOAJ
author R. Bordbari
Y. Maghsoudi
M. Salehi
spellingShingle R. Bordbari
Y. Maghsoudi
M. Salehi
BUILT-UP AREA DETECTION BASED ON SUBSPACE PROJECTIONS USING POLARIMETRIC SAR DATA
The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
author_facet R. Bordbari
Y. Maghsoudi
M. Salehi
author_sort R. Bordbari
title BUILT-UP AREA DETECTION BASED ON SUBSPACE PROJECTIONS USING POLARIMETRIC SAR DATA
title_short BUILT-UP AREA DETECTION BASED ON SUBSPACE PROJECTIONS USING POLARIMETRIC SAR DATA
title_full BUILT-UP AREA DETECTION BASED ON SUBSPACE PROJECTIONS USING POLARIMETRIC SAR DATA
title_fullStr BUILT-UP AREA DETECTION BASED ON SUBSPACE PROJECTIONS USING POLARIMETRIC SAR DATA
title_full_unstemmed BUILT-UP AREA DETECTION BASED ON SUBSPACE PROJECTIONS USING POLARIMETRIC SAR DATA
title_sort built-up area detection based on subspace projections using polarimetric sar data
publisher Copernicus Publications
series The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
issn 1682-1750
2194-9034
publishDate 2017-09-01
description The task of detecting and identifying objects remotely has long been an area of intense interest and active research. Active sensing of objects with radio waves is a whole new domain of target detection which is made available by radar remote sensors. Land cover/use information extraction is one of the most important applications of radar remote sensing, especially in urban areas. In this paper, we take a new look at the built-up area extraction problem in polarimetric SAR (PolSAR) data and assume canonical scattering mechanisms as our signal sources which combination of them with appropriate weight fractions formed a scattering vector of each pixel. The set of the scattering mechanisms is divided into two groups: the scattering mechanism of built-up area, and non-objected scattering mechanisms. Then, we describe a technique which simultaneously annihilates the effect of non-objected scattering mechanisms, and detects the presence of a scattering mechanism of interest. The experimental results on several quad-polarimetric datasets show the significant agreement with expected results, while saving computational complexity.
url https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLII-4-W4/37/2017/isprs-archives-XLII-4-W4-37-2017.pdf
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AT ymaghsoudi builtupareadetectionbasedonsubspaceprojectionsusingpolarimetricsardata
AT msalehi builtupareadetectionbasedonsubspaceprojectionsusingpolarimetricsardata
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