Improved SMB speckle filtering of polarimetric SAR data with synergistic use of orientation angle compensation and spatial majority rule
The scattering-model-based (SMB) speckle filtering for polarimetric SAR (PolSAR) data is reasonably effective in preserving dominant scattering mechanisms. However, the efficiency strongly depends on the accuracies of both the decomposition and classification of the scattering properties. In additio...
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Published in | Journal of Central South University Vol. 23; no. 6; pp. 1508 - 1514 |
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Main Authors | , , |
Format | Journal Article |
Language | English |
Published |
Changsha
Central South University
01.06.2016
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Online Access | Get full text |
ISSN | 2095-2899 2227-5223 |
DOI | 10.1007/s11771-016-3202-1 |
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Abstract | The scattering-model-based (SMB) speckle filtering for polarimetric SAR (PolSAR) data is reasonably effective in preserving dominant scattering mechanisms. However, the efficiency strongly depends on the accuracies of both the decomposition and classification of the scattering properties. In addition, a relatively weak speckle reduction particularly in distributed media was reported in the related literatures. In this work, an improved SMB filtering strategy is proposed considering the aforementioned deficiencies. First, the orientation angle compensation is incorporated into the SMB filtering process to remedy the overestimation of the volume scattering contribution in the Freeman-Durden decomposition. In addition, an algorithm to select the homogenous pixels is developed based on the spatial majority rule for adaptive speckle reduction. We demonstrate the superiority of the proposed methods in terms of scattering property preservation and speckle noise reduction using L-band PolSAR data sets of San Francisco that were acquired by the NASA/JPL airborne SAR (AIRSAR) system. |
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AbstractList | The scattering-model-based (SMB) speckle filtering for polarimetric SAR (PolSAR) data is reasonably effective in preserving dominant scattering mechanisms. However, the efficiency strongly depends on the accuracies of both the decomposition and classification of the scattering properties. In addition, a relatively weak speckle reduction particularly in distributed media was reported in the related literatures. In this work, an improved SMB filtering strategy is proposed considering the aforementioned deficiencies. First, the orientation angle compensation is incorporated into the SMB filtering process to remedy the overestimation of the volume scattering contribution in the Freeman-Durden decomposition. In addition, an algorithm to select the homogenous pixels is developed based on the spatial majority rule for adaptive speckle reduction. We demonstrate the superiority of the proposed methods in terms of scattering property preservation and speckle noise reduction using L-band PolSAR data sets of San Francisco that were acquired by the NASA/JPL airborne SAR (AIRSAR) system. |
Author | Jiang, Li-ming Li, Hong-zhong Liu, Lin |
Author_xml | – sequence: 1 givenname: Lin surname: Liu fullname: Liu, Lin organization: State Key Laboratory of Geodesy and Earth’s Dynamics, Institute of Geodesy and Geophysics, Chinese Academy of Sciences, University of Chinese Academy of Sciences – sequence: 2 givenname: Li-ming surname: Jiang fullname: Jiang, Li-ming email: jlm@whigg.ac.cn organization: State Key Laboratory of Geodesy and Earth’s Dynamics, Institute of Geodesy and Geophysics, Chinese Academy of Sciences – sequence: 3 givenname: Hong-zhong surname: Li fullname: Li, Hong-zhong organization: Shenzhen Key Laboratory of Spatial Information Smart Sensing and Services, Shenzhen University |
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Cites_doi | 10.1163/156939393X00831 10.1080/01431160903283819 10.1109/JSTARS.2012.2205373 10.1109/TGRS.2008.2001637 10.1109/TGRS.2013.2242479 10.1109/36.135815 10.1109/3468.618255 10.1109/TGRS.2010.2087763 10.1109/36.789635 10.1109/TGRS.2009.2016214 10.1109/TGRS.2009.2035496 10.1109/TAES.1967.5408745 10.1109/TGRS.2004.836769 10.1109/TGRS.2006.879107 10.1109/7.53442 10.1016/0031-3203(80)90041-2 10.1109/TGRS.2005.855064 10.1109/TGRS.2002.803727 10.1109/TGRS.2004.830610 10.1080/19479832.2012.710270 10.1109/TGRS.2005.852084 10.1109/TGRS.2008.2002881 10.1109/TGRS.2005.859338 10.1109/TGRS.2003.819883 |
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Keywords | polarimetric synthetic aperture radar scattering-model-based (SMB) speckle filter spatial majority rule orientation angle compensation |
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Title | Improved SMB speckle filtering of polarimetric SAR data with synergistic use of orientation angle compensation and spatial majority rule |
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