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2014 | OriginalPaper | Chapter

Automatic Building Detection and 2D Footprints Reconstruction for VHR SAR Images

Authors : Yanan Zhu, Zhen Li

Published in: Unifying Electrical Engineering and Electronics Engineering

Publisher: Springer New York

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Abstract

A novel method for building detection and 2D footprint reconstruction for very high resolution synthetic aperture radar was proposed. In the detection part, the generalized gamma distribution (G-Gamma) was firstly used in CFAR (constant false alarm ratio) detection for better modeling both of the homogeneous region and heterogeneous region in SAR image. Because our interests in this chapter focus on the rectangular buildings, some criteria were used to select buildings from all the detection results. In the reconstruction part, optimal rectangular was used to fit the boundaries of the building candidates. Compared with the reference data, experimental results indicate that the proposed method is proved to be with high correct detection ratio and positioning accuracy. For further study, the ground truth data of an interesting area was also measured, and the result shows that the estimated size has a good relationship with the real size of the building.

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Literature
1.
go back to reference Ferro A, Brunner D, Bruzzone L (2009) An advanced technique for building detection in VHR SAR images. SPIE Eur Remote Sens 7477:74 Ferro A, Brunner D, Bruzzone L (2009) An advanced technique for building detection in VHR SAR images. SPIE Eur Remote Sens 7477:74
2.
go back to reference Brunner D, Lemoine G, Bruzzone L et al (2010) Building height retrieval from VHR SAR imagery based on an iterative simulation and match technique. IEEE Trans Geosci Remote Sens 48(3):1487–1504CrossRef Brunner D, Lemoine G, Bruzzone L et al (2010) Building height retrieval from VHR SAR imagery based on an iterative simulation and match technique. IEEE Trans Geosci Remote Sens 48(3):1487–1504CrossRef
3.
go back to reference Chini M, Pierdicca N, Emery W (2009) Exploiting SAR and VHR optical images to quantify damage caused by the 2003 Bam earthquake. IEEE Trans Geosci Remote Sens 47(1):145–152CrossRef Chini M, Pierdicca N, Emery W (2009) Exploiting SAR and VHR optical images to quantify damage caused by the 2003 Bam earthquake. IEEE Trans Geosci Remote Sens 47(1):145–152CrossRef
4.
go back to reference Hill R, Moate C, Blacknell D (2008) Estimating building dimensions from synthetic aperture radar image sequences. IET Radar Sonar Navigation 2(3):189–199CrossRef Hill R, Moate C, Blacknell D (2008) Estimating building dimensions from synthetic aperture radar image sequences. IET Radar Sonar Navigation 2(3):189–199CrossRef
5.
go back to reference Lisini G, Tison C, Tupin F et al (2006) Feature fusion to improve road network extraction in high-resolution SAR images. IEEE Geosci Remote Sens Lett 3(2):217–221CrossRef Lisini G, Tison C, Tupin F et al (2006) Feature fusion to improve road network extraction in high-resolution SAR images. IEEE Geosci Remote Sens Lett 3(2):217–221CrossRef
6.
go back to reference Tupin F (2003) Extraction of 3D information using overlay detection on SAR images. In: URBAN 2003, IEEE/ISPRS Joint Workshop, Berlin Germany, pp. 72–76 Tupin F (2003) Extraction of 3D information using overlay detection on SAR images. In: URBAN 2003, IEEE/ISPRS Joint Workshop, Berlin Germany, pp. 72–76
7.
go back to reference Sportouche H, Tupin F, Denise L (2009) Building extraction and 3D reconstruction in urban areas from High-Resolution Optical and SAR imagery. In: URBAN 2009-IEEE GRSS/ISPRS Joint workshop on data fusion and remote sensing over urban areas, Shanghai, China. pp.1–11 Sportouche H, Tupin F, Denise L (2009) Building extraction and 3D reconstruction in urban areas from High-Resolution Optical and SAR imagery. In: URBAN 2009-IEEE GRSS/ISPRS Joint workshop on data fusion and remote sensing over urban areas, Shanghai, China. pp.1–11
8.
go back to reference Xu F, Jin YQ (2007) Automatic reconstruction of building objects from multiaspect meter-resolution SAR image. IEEE Trans Geosci Remote Sens 45(6):2336–2353CrossRef Xu F, Jin YQ (2007) Automatic reconstruction of building objects from multiaspect meter-resolution SAR image. IEEE Trans Geosci Remote Sens 45(6):2336–2353CrossRef
9.
go back to reference Adamo F, Dominik B, Lorenzo B (2010) Detection and reconstruction of building footprints from single VHR SAR Images. Geoscience and Remote Sensing Symposium (IGARSS), IEEE International, pp. 1–4 Adamo F, Dominik B, Lorenzo B (2010) Detection and reconstruction of building footprints from single VHR SAR Images. Geoscience and Remote Sensing Symposium (IGARSS), IEEE International, pp. 1–4
10.
go back to reference Gao CS, Zhang H, Wang C et al (2010) SAR change detection based on generalized Gamma distribution divergence and auto-threshold segmentation. J Remote Sens 14(4):710–724 Gao CS, Zhang H, Wang C et al (2010) SAR change detection based on generalized Gamma distribution divergence and auto-threshold segmentation. J Remote Sens 14(4):710–724
11.
go back to reference Hu WL, Wang YL, Wang SY (2007) Performance of ordered statistic CFAR detector under Log-normal distributed clutter. J Electron Inform Technol 29(3);517–520 Hu WL, Wang YL, Wang SY (2007) Performance of ordered statistic CFAR detector under Log-normal distributed clutter. J Electron Inform Technol 29(3);517–520
12.
go back to reference Zhang J, Tian H, Huang YJ (2009) A novel CFAR algorithm for detecting targets in SAR Images using Gaussian Mixture Model. J Image Graphic 14(1):19–24MATH Zhang J, Tian H, Huang YJ (2009) A novel CFAR algorithm for detecting targets in SAR Images using Gaussian Mixture Model. J Image Graphic 14(1):19–24MATH
13.
go back to reference He ZG, Zhou XG, Lu J et al (2009) A fast CFAR detection algorithm based on the GO distribution for SAR images. J Natl Univ Defense Technol 31(1):47–51 He ZG, Zhou XG, Lu J et al (2009) A fast CFAR detection algorithm based on the GO distribution for SAR images. J Natl Univ Defense Technol 31(1):47–51
14.
go back to reference Shufelt JA (1992) Performance evaluation and analysis of monocular building extraction from aerial imagery [J]. IEEE Trans Pattern Anal Mach Intell 21(4):311–326CrossRef Shufelt JA (1992) Performance evaluation and analysis of monocular building extraction from aerial imagery [J]. IEEE Trans Pattern Anal Mach Intell 21(4):311–326CrossRef
Metadata
Title
Automatic Building Detection and 2D Footprints Reconstruction for VHR SAR Images
Authors
Yanan Zhu
Zhen Li
Copyright Year
2014
Publisher
Springer New York
DOI
https://doi.org/10.1007/978-1-4614-4981-2_123