Search

Article

x

留言板

尊敬的读者、作者、审稿人, 关于本刊的投稿、审稿、编辑和出版的任何问题, 您可以本页添加留言。我们将尽快给您答复。谢谢您的支持!

姓名
邮箱
手机号码
标题
留言内容
验证码

A modified method to configure the parameters of the bilateral filtering for synthetic aperture radar image speckle reduction

Li Jin-Cai Huang Bin Peng Yu-Xing

Citation:

A modified method to configure the parameters of the bilateral filtering for synthetic aperture radar image speckle reduction

Li Jin-Cai, Huang Bin, Peng Yu-Xing
PDF
Get Citation

(PLEASE TRANSLATE TO ENGLISH

BY GOOGLE TRANSLATE IF NEEDED.)

  • Bilateral filtering can effectively smooth synthetic aperture radar (SAR) images with preserving the edges, but it is difficult to configure the parameters of bilateral filtering to the optimum. The iterative method to configure the parameters with high precision and efficiency has been presented, but the iterative process may be aborted incorrectly. In this paper, we present a modified configuration method to get the optimal trade-off parameters, and give the proof of the convergence of the method. The experimental results on real SAR images show that the modified method can not only obtain equivalent visibility as the iterative method, but also higher accuracy of the gray value similarity variance than that under identical iterative precision. With the iterative precision improved, the convergence rate of the modified method is faster than that of the iterative method.
    • Funds: Project supported by the National Basic Research Program of China (Grant No. 2011CB302601), the National High Technology Research and Development Program of China (Grant No. 2011AA01A202) and the National Natural Science Foundation of China (Grant Nos. 41175025, 41105063, 60803039, 60970033).
    [1]

    Jiang Z H, Huang S X, He R, Zhou C T 2011 Acta Phys. Sin. 60 068401 (in Chinese) [姜祝辉, 黄思训, 何然, 周晨腾 2011 物理学报 60 068401]

    [2]

    Jiang Z H, Huang S X, Shi H Q, Zhang W, Wang B 2011 Acta Phys. Sin. 60 108402 (in Chinese) [姜祝辉, 黄思训, 石汉青, 张伟, 王彪 2011 物理学报 60 108402]

    [3]

    Novak L M, Owirka G J, Weaver A L 1999 IEEE Trans. Aero. Elec. Sys. 35 157

    [4]

    Nico G, Leva D, Antonello G, Tarchi D 2004 IEEE Trans. Geosci. Remoto Sens. 42 1344

    [5]

    Siegert F, Hoffmann A A 2000 Remote. Sens. Environ. 72 64

    [6]

    McNairn H, Brisco B 2004 Can. J. Remote. Sens. 30 525

    [7]

    Thompson A A, Luscombe A P, James K, Fox P 2001 Proceedings of International Geoscience Remote Sensing Symposium Sydney, Australia, July 9-13 2001 p485

    [8]

    Askne J I H, Dammert P B G, Ulander L M H, Smith G 1997 IEEE Trans. Geosci. Remoto Sens. 35 25

    [9]

    Lee J S 1980 IEEE Trans. Pattern Anal. PAMI-2 165

    [10]

    Kuan D T, Sawchuk A A, Strand T C, Chavel P 1985 IEEE Trans. Anal. PAMI-7 165

    [11]

    Frost V S, Stiles J A, Shanmugan K S, Holtzman J C 1982 IEEE Trans. Pattern Anal. PAMI-4 157

    [12]

    Lee J S 1983 Computer Vision, Graphics, and Image Processing 24 255

    [13]

    Donoho D L 1995 IEEE Trans. Inform. Theory 41 613

    [14]

    Sveinsson J R, Benediktsson J A 2003 IEEE Trans. Geosci. Remoto Sens. 41 2404

    [15]

    Yu Y J, Acton S T 2002 IEEE Trans. Image Process. 11 1260

    [16]

    Aja-Fernández S, Alberola-López C 2006 IEEE Trans. Image Process. 15 2694

    [17]

    Krissian K, Westin C F, Kikinis R, Vosburgh K G 2007 IEEE Trans. Image Process. 16 1412

    [18]

    Liu G J, Zeng X P, Tian F C, Li Z Z, Chaibou K 2009 Signal Process. 89 2233

    [19]

    Tomasi C, Manduchi R 1998 Proceedings of the 6th IEEE International Conference on Computer Vision Bombay, India, January 4-7, 1998 p839

    [20]

    Zhang W G, Liu F, Jiao L C 2009 Electron. Lett. 45 781

    [21]

    Zhang W G, Zhang Q, Yang C S 2011 Electron. Lett. 47 286

    [22]

    Elad M 2002 IEEE Trans. Image Process. 11 1141

    [23]

    Barash D 2002 IEEE Trans. Pattern Anal. 24 844

    [24]

    Barash D, Comaniciu D 2004 Image. Vision Comput. 22 73

    [25]

    Li J C, Huang S X, Peng Y X, Zhang W M 2011 Proceedings of the 3th IEEE International Conference on Information Science and Engineering Yangzhou, China September 29-October 1, 2011 p778

    [26]

    Zhang B Y, Allebach J P 2008 IEEE Trans. Pattern Anal. 17 664

    [27]

    Li J C, Huang S X, Peng Y X, Zhang W M 2011 Proceedings of the 3th IEEE International Conference on Signal Processing Systems Yantai, China August 27-28, 2011 p305

    [28]

    Li J C, Huang S X, Peng Y X, Zhang W M 2012 Acta Phys. Sin. 61 119501 (in Chinese) [李金才, 黄思训, 彭宇行, 张卫民 2012 物理学报 61 119501]

    [29]

    Oliver C, Quegan S 2004 Understanding Synthetic Aperture Radar Images (Raleigh: SciTech Publishing, Inc) p95

    [30]

    Zhang H, Wang C, Zhang B, Wu F, Yan D M 2009 High-Resolution SAR Image Target Recognition (Beijing: Science Press) p43-44 (in Chinese) [张红, 王超, 张波, 吴樊, 闫冬梅 2009 高分辨率SAR图像目标识别 (北京: 科学出版社) 第43-44页]

    [31]

    Kao W C, Chen Y J, Wang S H, Hsu C C, Huang C W 2005 Proceedings of the 18th IPPR Conference on Computer Vision, Graphics and Image Processing Taipei, China August 21-23, 2005 p630

    [32]

    Lee J S 1980 IEEE Trans. Pattern Anal. 2 165

  • [1]

    Jiang Z H, Huang S X, He R, Zhou C T 2011 Acta Phys. Sin. 60 068401 (in Chinese) [姜祝辉, 黄思训, 何然, 周晨腾 2011 物理学报 60 068401]

    [2]

    Jiang Z H, Huang S X, Shi H Q, Zhang W, Wang B 2011 Acta Phys. Sin. 60 108402 (in Chinese) [姜祝辉, 黄思训, 石汉青, 张伟, 王彪 2011 物理学报 60 108402]

    [3]

    Novak L M, Owirka G J, Weaver A L 1999 IEEE Trans. Aero. Elec. Sys. 35 157

    [4]

    Nico G, Leva D, Antonello G, Tarchi D 2004 IEEE Trans. Geosci. Remoto Sens. 42 1344

    [5]

    Siegert F, Hoffmann A A 2000 Remote. Sens. Environ. 72 64

    [6]

    McNairn H, Brisco B 2004 Can. J. Remote. Sens. 30 525

    [7]

    Thompson A A, Luscombe A P, James K, Fox P 2001 Proceedings of International Geoscience Remote Sensing Symposium Sydney, Australia, July 9-13 2001 p485

    [8]

    Askne J I H, Dammert P B G, Ulander L M H, Smith G 1997 IEEE Trans. Geosci. Remoto Sens. 35 25

    [9]

    Lee J S 1980 IEEE Trans. Pattern Anal. PAMI-2 165

    [10]

    Kuan D T, Sawchuk A A, Strand T C, Chavel P 1985 IEEE Trans. Anal. PAMI-7 165

    [11]

    Frost V S, Stiles J A, Shanmugan K S, Holtzman J C 1982 IEEE Trans. Pattern Anal. PAMI-4 157

    [12]

    Lee J S 1983 Computer Vision, Graphics, and Image Processing 24 255

    [13]

    Donoho D L 1995 IEEE Trans. Inform. Theory 41 613

    [14]

    Sveinsson J R, Benediktsson J A 2003 IEEE Trans. Geosci. Remoto Sens. 41 2404

    [15]

    Yu Y J, Acton S T 2002 IEEE Trans. Image Process. 11 1260

    [16]

    Aja-Fernández S, Alberola-López C 2006 IEEE Trans. Image Process. 15 2694

    [17]

    Krissian K, Westin C F, Kikinis R, Vosburgh K G 2007 IEEE Trans. Image Process. 16 1412

    [18]

    Liu G J, Zeng X P, Tian F C, Li Z Z, Chaibou K 2009 Signal Process. 89 2233

    [19]

    Tomasi C, Manduchi R 1998 Proceedings of the 6th IEEE International Conference on Computer Vision Bombay, India, January 4-7, 1998 p839

    [20]

    Zhang W G, Liu F, Jiao L C 2009 Electron. Lett. 45 781

    [21]

    Zhang W G, Zhang Q, Yang C S 2011 Electron. Lett. 47 286

    [22]

    Elad M 2002 IEEE Trans. Image Process. 11 1141

    [23]

    Barash D 2002 IEEE Trans. Pattern Anal. 24 844

    [24]

    Barash D, Comaniciu D 2004 Image. Vision Comput. 22 73

    [25]

    Li J C, Huang S X, Peng Y X, Zhang W M 2011 Proceedings of the 3th IEEE International Conference on Information Science and Engineering Yangzhou, China September 29-October 1, 2011 p778

    [26]

    Zhang B Y, Allebach J P 2008 IEEE Trans. Pattern Anal. 17 664

    [27]

    Li J C, Huang S X, Peng Y X, Zhang W M 2011 Proceedings of the 3th IEEE International Conference on Signal Processing Systems Yantai, China August 27-28, 2011 p305

    [28]

    Li J C, Huang S X, Peng Y X, Zhang W M 2012 Acta Phys. Sin. 61 119501 (in Chinese) [李金才, 黄思训, 彭宇行, 张卫民 2012 物理学报 61 119501]

    [29]

    Oliver C, Quegan S 2004 Understanding Synthetic Aperture Radar Images (Raleigh: SciTech Publishing, Inc) p95

    [30]

    Zhang H, Wang C, Zhang B, Wu F, Yan D M 2009 High-Resolution SAR Image Target Recognition (Beijing: Science Press) p43-44 (in Chinese) [张红, 王超, 张波, 吴樊, 闫冬梅 2009 高分辨率SAR图像目标识别 (北京: 科学出版社) 第43-44页]

    [31]

    Kao W C, Chen Y J, Wang S H, Hsu C C, Huang C W 2005 Proceedings of the 18th IPPR Conference on Computer Vision, Graphics and Image Processing Taipei, China August 21-23, 2005 p630

    [32]

    Lee J S 1980 IEEE Trans. Pattern Anal. 2 165

  • [1] Wang Tong, Tong Chuang-Ming, Li Xi-Min, Li Chang-Ze. Synthetic aperture radar image of fractal rough surface. Acta Physica Sinica, 2016, 65(7): 070301. doi: 10.7498/aps.65.070301
    [2] Ma Chao, Gu Hong, Su Wei-Min, Li Chuan-Zhong. Focusing bistatic forward-looking synthetic aperture radar based on modified hyperbolic approximating. Acta Physica Sinica, 2014, 63(2): 028403. doi: 10.7498/aps.63.028403
    [3] Zhao Xian-Bin, Yan Wei, Wang Ying-Qiang, Lu Wen, Ma Shuo. Simulation study on the design of key technical parameters in marine environment sounding with fully polarimetric synthetic aperture radar based on ocean surface scattering model. Acta Physica Sinica, 2014, 63(21): 218401. doi: 10.7498/aps.63.218401
    [4] Chen Yong, Zhao Hui-Chang, Chen Si, Zhang Shu-Ning. Imaging algorithm for missile-borne SAR using the fractional Fourier transform. Acta Physica Sinica, 2014, 63(11): 118403. doi: 10.7498/aps.63.118403
    [5] Jiang Zhu-Hui, Zhou Xiao-Zhong, You Xiao-Bao, Yi Xin, Huang Wei-Quan. Analysis on the variational model of synthetic aperture radar sea surface wind retrieval. Acta Physica Sinica, 2014, 63(14): 148401. doi: 10.7498/aps.63.148401
    [6] Zhu Lei, Han Tian-Qi, Shui Peng-Lang, Wei Jian-Hua, Gu Mei-Hua. An anisotropic diffusion filtering method for speckle reduction of synthetic aperture radar images. Acta Physica Sinica, 2014, 63(17): 179502. doi: 10.7498/aps.63.179502
    [7] Ai Wei-Hua, Yan Wei, Zhao Xian-Bin, Liu Wen-Jun, Ma Shuo. A new ocean surface wind field retrieval method from C-band airborne synthetic aperture radar. Acta Physica Sinica, 2013, 62(6): 068401. doi: 10.7498/aps.62.068401
    [8] Dang Wen-Jia, Zeng Xiao-Dong, Feng Zhe-Jun. Decoherence effect of target roughness in synthetic aperture ladar. Acta Physica Sinica, 2013, 62(2): 024204. doi: 10.7498/aps.62.024204
    [9] Sun Zeng-Guo. Gamma-distributed maximum a posteriori despeckling algorithm of high-resolution synthetic aperture radar images. Acta Physica Sinica, 2013, 62(18): 180701. doi: 10.7498/aps.62.180701
    [10] Chen Si, Zhao Hui-Chang, Zhang Shu-Ning, Chen Yong. An improved back projection imaging algorithm for dechirped missile-borne SAR. Acta Physica Sinica, 2013, 62(21): 218405. doi: 10.7498/aps.62.218405
    [11] Li Jin-Cai, Ma Zi-Hui, Peng Yu-Xing, Huang Bin. Speckle reduction by image entropy anisotropic diffusion. Acta Physica Sinica, 2013, 62(9): 099501. doi: 10.7498/aps.62.099501
    [12] Zhao Xian-Bin, Kong Yi, Yan Wei, Ai Wei-Hua, Liu Wen-Jun. Radiometric calibration accuracy of airborne synthetic aperture radar in ocean surface wind field sounding. Acta Physica Sinica, 2012, 61(14): 148404. doi: 10.7498/aps.61.148404
    [13] Ai Wei-Hua, Kong Yi, Zhao Xian-Bin. Ocean surface wind direction retrieval from multi-polarization airborne SAR based on wavelet. Acta Physica Sinica, 2012, 61(14): 148403. doi: 10.7498/aps.61.148403
    [14] Chai Zheng-Yi, Chen Liang, Zhu Si-Feng. Parameter optimization of cognitive engine based on chaos multi-objective immune algorithm. Acta Physica Sinica, 2012, 61(5): 058801. doi: 10.7498/aps.61.058801
    [15] Li Jin-Cai, Huang Si-Xun, Peng Yu-Xing, Zhang Wei-Min. A novel method to configure the parameters of the bilateral filtering for synthetic aperture radar images speckle reduction. Acta Physica Sinica, 2012, 61(11): 119501. doi: 10.7498/aps.61.119501
    [16] Jiang Zhu-Hui, Huang Si-Xun, He Ran, Zhou Chen-Teng. Regularization method to retrieve synthetic aperture radar sea surface wind. Acta Physica Sinica, 2011, 60(6): 068401. doi: 10.7498/aps.60.068401
    [17] Jiang Zhu-Hui, Huang Si-Xun, Shi Han-Qing, Zhang Wei, Wang Biao. A new research on sea surface wind direction retrieval of synthetic aperture radar image. Acta Physica Sinica, 2011, 60(10): 108402. doi: 10.7498/aps.60.108402
    [18] Sun Zeng-Guo, Han Chong-Zhao. Modeling high-resolution synthetic aperture radar images with heavy-tailed distributions. Acta Physica Sinica, 2010, 59(2): 998-1008. doi: 10.7498/aps.59.998
    [19] Sun Zeng-Guo, Han Chong-Zhao. Combined despeckling algorithm of synthetic aperture radar images based on region classification, adaptive windowing and structure detection. Acta Physica Sinica, 2010, 59(5): 3210-3220. doi: 10.7498/aps.59.3210
    [20] Sun Zeng-Guo, Han Chong-Zhao. Maximum a posteriori filtering for synthetic aperture radar images based on heavy-tailed Rayleigh distribution of speckle. Acta Physica Sinica, 2007, 56(8): 4565-4570. doi: 10.7498/aps.56.4565
Metrics
  • Abstract views:  6020
  • PDF Downloads:  501
  • Cited By: 0
Publishing process
  • Received Date:  27 April 2012
  • Accepted Date:  04 July 2012
  • Published Online:  05 September 2012

/

返回文章
返回