Statistical Edge Detection in Urban Areas Exploiting SAR Complex Data

被引:25
作者
Baselice, Fabio [1 ]
Ferraioli, Giampaolo [1 ]
机构
[1] Univ Napoli Parthenope, Ctr Direzionale Napoli, Dipartimento Tecnol, I-80143 Naples, Italy
关键词
Building edge detection; Markov random fields (MRFs); synthetic aperture radar (SAR);
D O I
10.1109/LGRS.2011.2163295
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
The aim of building edge detection is to obtain a map of man-made structure edges of the investigated scene. Different detectors have been developed exploiting synthetic aperture radar (SAR) data, based on the use of the reflectivity difference (working with SAR amplitude images) or of the phase difference (working with SAR interferometric images) between neighboring pixels. In this letter, a novel approach using jointly both the amplitudes and the interferometric phase of two complex SAR images is proposed, based on the hypothesis that information related to building edges can be retrieved in the two data domains. The technique is based on stochastic estimation theory, exploiting, in particular, Markov random fields. Compared to classical amplitude-based edge detectors and to phase-based ones, the proposed method shows an improvement in terms of detection accuracy, false alarm rate, and building shape recovery. The algorithm has been tested and analyzed using simulated data and validated on L-band and X-band real data sets.
引用
收藏
页码:185 / 189
页数:5
相关论文
共 17 条
[1]   Synthetic aperture radar interferometry [J].
Bamler, R ;
Hartl, P .
INVERSE PROBLEMS, 1998, 14 (04) :R1-R54
[2]   Layover Solution in SAR Imaging: A Statistical Approach [J].
Baselice, Fabio ;
Budillon, Alessandra ;
Ferraioli, Giampaolo ;
Pascazio, Vito .
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2009, 6 (03) :577-581
[3]   DEM Reconstruction in Layover Areas From SAR and Auxiliary Input Data [J].
Baselice, Fabio ;
Ferraioli, Giampaolo ;
Pascazio, Vito .
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2009, 6 (02) :253-257
[4]   SAR TOMOGRAPHIC FOCUSING BY COMPRESSIVE SAMPLING: EXPERIMENTS ON REAL DATA [J].
Budillon, Alessandra ;
Evangelista, Annarita ;
Schirinzi, Gilda .
2010 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, 2010, :3785-3788
[5]   Segmentation and simulated annealing [J].
Cook, R ;
McConnell, I ;
Stewart, D ;
Oliver, C .
MICROWAVE SENSING AND SYNTHETIC APERTURE RADAR, 1996, 2958 :30-37
[6]   Joint Regularization of Phase and Amplitude of InSAR Data: Application to 3-D Reconstruction [J].
Denis, Loic ;
Tupin, Florence ;
Darbon, Jerome ;
Sigelle, Marc .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2009, 47 (11) :3774-3785
[7]   Multichannel InSAR Building Edge Detection [J].
Ferraioli, Giampaolo .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2010, 48 (03) :1224-1231
[8]   DEM Reconstruction Accuracy in Multichannel SAR Interferometry [J].
Ferraiuolo, Giancarlo ;
Meglio, Federica ;
Pascazio, Vito ;
Schirinzi, Gilda .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2009, 47 (01) :191-201
[9]   ITERATIVE HOMOMORPHIC TECHNIQUE FOR SPECKLE REDUCTION IN SYNTHETIC-APERTURE RADAR IMAGING [J].
FRANCESCHETTI, G ;
PASCAZIO, V ;
SCHIRINZI, G .
JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 1995, 12 (04) :686-694
[10]   Detection and extraction of buildings from interferometric SAR data [J].
Gamba, P ;
Houshmand, B ;
Saccani, M .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2000, 38 (01) :611-618