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Improved ship detection method based on span polarimetric cross entropy |
Biao YOU1,Jian YANG1( ),Chunmao Yeh2,Jianshe Song3 |
1. Department of Electronic Engineering, Tsinghua University, Beijing 100084, China 2. Beijing Institute of Radio Measurement, Beijing 100854, China 3. Xi'an Research Institute of Hi-Technology, Xi'an 710025, China |
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Abstract The paper describes a parameter to replace the polarimetric cross entropy (PCE) for improved ship detection. The method calculates the similarity parameters between the target and three canonical scattering mechanisms. The different scattering mechanisms between the target and cluster are analyzed based on the similarity parameter. Then, the PCE is redefined based on the similarity parameter. The span polarimetric cross entropy (SPCE) is calculated to describe the span and polarimetric difference between the target and a cluster. Finally, a Parzen window is used to estimate the cluster distribution. The effectiveness of this parameter is demonstrated using the Radarsat-2 data for CFAR ship detection.
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Keywords
synthetic aperture radar
polarization
detection
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Issue Date: 15 April 2014
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[1] |
Novak L M, Burl M C. Optimal speckle reduction in polarimetric SAR imagery [J]. IEEE Trans on AES, 1990, 26(2): 293-305.
|
[2] |
Touzi R, Charbonneau F, Hawkins R K, et al. Ship-sea contrast optimization when using polarimetric SARs [C]// Proceedings of International Geoscience and Remote Sensing Symposium. Sydney, Australia: IEEE Press, 2001: 426-428.
|
[3] |
Liu C, Vachon P W, Geling G W. Improved ship detection with airborne polarimetric SAR data[J]. Can J Remote Sensing, 2005, 31(1): 122-131.
url: http://dx.doi.org/10.5589/m04-056
|
[4] |
Chen J, Chen Y L, Yang J. Ship detection using polarization cross-entropy[J]. IEEE Geoscience and Remote Sensing Letters, 2009, 6(4): 723-727.
url: http://dx.doi.org/10.1109/LGRS.2009.2024224
|
[5] |
Huynen J R. Phenomenological Theory of Radar Target [D]. Delft Netherlands: Technical University, 1970.
|
[6] |
Cloude S R, Pottier E. A review of target decomposition theorems in radar polarimetry[J]. IEEE Trans Geosci Remote Sens, 1996, 34(2): 498-518.
url: http://dx.doi.org/10.1109/36.485127
|
[7] |
Cloude S R, Pottier E. An entropy based classification scheme for land applications of polarimetric SAR[J]. IEEE Trans Geosci Remote Sens, 1997, 35(1): 68-78.
url: http://dx.doi.org/10.1109/36.551935
|
[8] |
Yang J, Peng Y N, Lin S M. Similarity between two scattering matrices[J].Electronics Letters, 2001, 37(3): 193-194.
url: http://dx.doi.org/10.1049/el:20010104
|
[9] |
An W T, Zhang W J, Yang J, et al.Similarity between two targets and its application to polarimetric target detection for sea area [C]// Progress in Electromagnetics Research Symposium, MA, USA: Cambridge, 2008: 515-520.
|
[10] |
Cameron W L, Youssef N N, Leung L K. Simulated polarimetric signatures of primitive geometrical shapes[J]. IEEE Trans Geosci Remote Sens, 1996, 34(3): 793-803.
url: http://dx.doi.org/10.1109/36.499784
|
[11] |
崔一. 基于SAR 图像的目标检测研究 [D]. 北京: 清华大学, 2011. CUI Yi. Study onTarget Detection in Synthetic Aperture Radar Images [D]. Beijing: Tsinghua University, 2011. (in Chinese)
|
[12] |
Yang J, Zhang H, Yamaguchi Y. GOPCE based approach to ship detection[J]. IEEE Geoscience and Remote Sensing Letters, 2012, 9(6): 1089-1093.
url: http://dx.doi.org/10.1109/LGRS.2012.2191611
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