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极化SAR改进Lee滤波相干斑抑制研究 被引量:16

Speckle Reduction for Polarimetric SAR Images by Improved Lee Filter
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摘要 针对Lee滤波总存在降低相干斑与有效保持细节信息这一矛盾,将自适应窗引入极化SAR滤波。该方法首先在span图像中根据窗内像素与窗边缘像素分布特性决定是否扩大窗口,在均质区域选择较大窗口,保证了一定的相干斑抑制能力,而在细节信息比较丰富的区域则选择较小窗口,避免细节信息被滤除,然后在选定的窗口中利用极化Lee滤波对数据进行相干斑抑制,在保证相干斑抑制能力的同时保留了细节信息。 An improved speckle reduction algorithm for polarimetric SAR image based on the local adaptive processing is proposed. This algorithm automatically adjusts the size of the filter window according to distributed characteristic of the pixels in and around the window in the span image. The window size is expanded in the homogeneous area to suppress speckle noises, while the window size is reduced in the area that contains abundant details. This algorithm has the advantages of effectively reducing the speckle noise and keeping the detail. Experiments demonstrate the effectiveness of the proposed method.
出处 《电子科技大学学报》 EI CAS CSCD 北大核心 2009年第1期5-8,共4页 Journal of University of Electronic Science and Technology of China
基金 部级基金
关键词 自适应 Lee滤波 极化SAR 相干斑 adaptive Lee filter polarimetric SAR speckle
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参考文献11

  • 1皮亦鸣,邹琪,黄顺吉.极化SAR相干斑抑制——极化白化滤波器[J].电子与信息学报,2002,24(5):597-607. 被引量:12
  • 2陈红艳,李磊民.基于ICA的极化SAR图像相干斑抑制[J].电子科技大学学报,2006,35(4):484-487. 被引量:2
  • 3LEE JS, GRUNES M R, SCHULER D L, et al. Scattering-model-based speckle filtering of polarimetric SAR data[J]. IEEE Trans Geosci Remote sensing, 2006, 44(1): 176-187.
  • 4LIU Guo-qing, HUANG Shun-ji, TORRE A, et al. The multilook polarimetric whitening filter (MPWF) for intensity speckle reduction in polarimetric SAR images[J]. IEEE Trans Geosci Remote sensing, 1998, 36(3): 1016-1020.
  • 5周晓光,匡纲要,万建伟.多极化SAR图像斑点抑制综述[J].中国图象图形学报,2008,13(3):377-385. 被引量:22
  • 6GU Jing, YANG Jian, ZHANG Hao, et al. Speckle filtering in polarimetric SAR data based on the subspace decomposition[J]. IEEE Yrans Geosci Remote Sensing, 2004 42(8): 1635-1641.
  • 7Ai-Li Wang Ye Zhang Yan-Feng Gu.Simultaneous Speckle Reduction and SAR Image Compression Using Multiwavelet Transform[J].Journal of Electronic Science and Technology of China,2007,5(2):163-166. 被引量:2
  • 8LEE J S. Digital image enhancement and noise filtering by use of local statistics[J]. IEEE Trans on Pattern Analysis and Machine Intelligence, 1980, PAMI-2(2): 165-168.
  • 9LEE J S, GRUNES M R, MANGO S A. Speckle reduction in multipolarization and multifrequency SAR imagery[J]. IEEE Trans Geosci Remote sensing, 1991, 29(4): 535-544.
  • 10LEE J S, MITCHELL R G, GIANFRANCO DE G Polarimetric SAR speckle filtering and its implication for classification[J]. IEEE Trans Geosci Remote Sensing, 1999, 37(5): 2363-2373.

二级参考文献55

  • 1贾承丽,匡纲要.SAR图像去斑方法[J].中国图象图形学报(A辑),2005,10(2):135-141. 被引量:24
  • 2N.R. Goodman, Statistics analysis based on a certain multivariate conplex Gaussian distribution (An introduction), Annals of Mathematical Statistics, 1963, 34(3), 152-177.
  • 3L.M. Novak, M. B. Schtin, M. J. Cardullo, Studies of target detection algorithms that use polarimetric radar data, IEEE Trans. on Aerop. Electron. Syst., 1989, AES-26(2), 150-165.
  • 4L.M. Novak, M. C. Burl, Optimal speckle reduction in polarimetric SAR imagery, IEEE Trans.Aerosp. Electron. Syst., 1990, AES-26(2), 293-305.
  • 5Guoqing Liu, Shunji Huang, A. Torre, F. Rubertone, Optimal multi-look polarimetric speckle reduction, in Proc. IGARSS'95 Symp., Florenze, Italy, 1995, 664-666.
  • 6Hyvarinen A, Karhunen J, Oja E. Independent component analysis[M]. New York: John Wiley, 2001.
  • 7Hyvarinen A, Oja E. Independent component analysis: Algorithms and applications[J]. Neural Networks, 2000, 13(4): 411-430.
  • 8Pi Yi-ming, Yang Xiao-bo, Liu Guo-qing. Polarimetric speckle reduction using multi-texture Maximum likelihood method[J]. IEE Electronic Letter, UK, 2003, 39(18): 1 348-1 349.
  • 9Arsenault H H, April G.Properties of speckle integrated with a finite aperture and logarithmically transformed[J]. Journal Optical Society America, 1976, 66(11): 1 160-1 163.
  • 10Hyvarinen A. Fast and robust fixed-point algorithms for independent component analysis[J]. Neural Processing letters, 1999, 10: 1-5.

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