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

Spatially adapted total variation model with nonconvex regularizer based speckle reduction

Li Jin-Cai Peng Yu-Xing Zhu Min Chen Peng

Citation:

Spatially adapted total variation model with nonconvex regularizer based speckle reduction

Li Jin-Cai, Peng Yu-Xing, Zhu Min, Chen Peng
PDF
Get Citation

(PLEASE TRANSLATE TO ENGLISH

BY GOOGLE TRANSLATE IF NEEDED.)

  • Total variation is a hot point of research on speckle reduction. The nonconvex regularizer can better preserve or even enhance the information about the edges of an image. Spatially adaptive regularization parameters can reasonably control the level of speckle reduction according to the region in which the pixels are, and improve the speckle reduction effect. In this paper, we present a new total variation model for speckle reduction by integrating nonconvex regularizer and spatially adaptive regularization parameters. In order to solve the model, a new algorithm is designed based on Newton's method, augmented Lagrange multiplier, alternating direction method of multipliers, and iteratively reweighted method. The numerical examples demonstrate that the proposed model can obtain the better speckle reduction effect.
    • Funds: Project supported by the National Basic Research Program of China (Grant No. 2014CB340303) and the National High Technology Research and Development Program of China (Grant No. 2013AA01A213).
    [1]

    Wu Y L, Wu Z S 2014 Chin. Phys. B 23 037801

    [2]

    Basak K, Manjunatha M, Dutta P K 2012 Med. Biol. Eng. Comput. 50 547

    [3]

    Ji W J, Tong C M 2013 Chin. Phys. B 22 020301

    [4]

    Ma C, Gu H, Su W M, Li C Z 2014 Acta Phys. Sin. 63 028403(in Chinese)[马超, 顾红, 苏卫民, 李传中 2014 物理学报 63 028403]

    [5]

    Argenti F, Lapini A, Bianchi T, Alparone L 2013 IEEE Geosci. Remote Sens. Magaz. 1 6

    [6]

    Abbott J G, Thurstone F L 1979 Ultrasonic Imaging 1 303

    [7]

    Chen S, Zhao H C, Zhang S N, Chen Y 2013 Acta Phys. Sin. 62 218405(in Chinese)[陈思, 赵慧昌, 张淑宁, 陈勇 2013 物理学报 62 218405]

    [8]

    Jiang Z H, Huang S X, You X B, Xiao Y G 2014 Chin. Phys. B 23 050302

    [9]

    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]

    [10]

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

    [11]

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

    [12]

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

    [13]

    Sun Z G, Han C Z 2010 Acta Phys. Sin. 59 3210(in Chinese)[孙增国, 韩崇昭 2010 物理学报 59 3210]

    [14]

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

    [15]

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

    [16]

    Perona P, Malik J 1990 IEEE Trans. Pattern Anal. Mach. Intell. 12 629

    [17]

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

    [18]

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

    [19]

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

    [20]

    Rudin, L, Lions P L, Ohser S 2003 Geometric Level Set Methods in Imaging, Vision, and Graphics (New York: Springer) pp103-119

    [21]

    Aubert G, Aujol J F 2008 SIAM J Appl. Math. 68 925

    [22]

    Shi J, Osher S 2008 SIAM J. Imaging Sci. 1 294

    [23]

    Bioucas-Dias J M, Figueiredo M A T 2009 IEEE Int. Conf. Image Processing Cairo, Egypt, November 7-10 2009 p3717

    [24]

    Bioucas-Dias J M, Figueiredo M A T 2010 IEEE Trans. Image Process. 19 1720

    [25]

    Huang Y M, Ng M K, Wen Y W 2009 SIAM J. Imaging Sci. 2 20

    [26]

    Steidl G, Teuber T 2010 J. Math Imaging Vis. 36 168

    [27]

    Yun S, Woo H 2012 IEEE Trans. Image Process. 21 2523

    [28]

    Woo H, Yun S 2012 IEEE Trans. Image Process. 21 1701

    [29]

    Han Y, Feng X C, Baciu G, Wang W W 2013 Pattern Recognition 46 989

    [30]

    Chen D Q, Cheng L Z 2012 IEEE Trans. Image Process. 21 1650

    [31]

    Wang X D, Feng X C, Huo L G 2012 Acta Automat. Sin. 38 444(in Chinese)[王旭东, 冯象初, 霍雷刚 2012 自动化学报 38 444]

    [32]

    Chen D Q, Cheng L Z 2014 J. Comput. Appl. Math. 257 29

    [33]

    Li J C, Ma Z H, Peng Y X, Huang B 2013 Acta Phys. Sin. 62 099501(in Chinese)[李金才, 马自辉, 彭宇行, 黄斌 2013 物理学报 62 099501]

    [34]

    Sun Z G 2013 Acta Phys. Sin. 62 180701(in Chinese)[孙增国 2013 物理学报 62 180701]

    [35]

    Nikolova M, Ng M K, Tam C P 2010 IEEE Trans. Image Process. 19 3073

    [36]

    Kreutz-Delgado K, Murray J F, Rao B D, Engan K, Ng M K, Zhang W K 2003 Neural Comput. 15 349

    [37]

    Aubert G, Blanc-Féraud L, March R 2004 SIAM J. Numer. Anal. 42 1128

    [38]

    Nikolova M, Ng M K, Zhang S, Ching W K 2008 SIAM J. Imaging Sci. 1 2

    [39]

    Han Y, Wang W W, Feng X C 2012 Pattern Recognition 45 363

    [40]

    Louchet C, Moisan L 2011 SIAM J. Imaging Sci. 4 651

    [41]

    Shen J H, Jung Y M 2006 Appl. Math. Opt. 53 331

    [42]

    Xiao L, Huang Z, Wei Z 2010 EURASIP J. Adv. Signal Process. 2010 490384

    [43]

    Afonso M, Bioucas-Dias J, Figueiredo M 2010 IEEE Trans. Image Process. 19 2345

    [44]

    Chambolle A 2004 J. Math. Imaging Vis. 20 89

    [45]

    Wang Z https://ece.uwaterloo.ca/~ z70wang/research/ssim/[May 15 2012]

    [46]

    Wang Z, Bovik A C, Sheikh H R, Simoncelli E P 2004 IEEE Trans. Image Process. 13 600

    [47]

    Zhang H, Wang C, Zhang B, Wu F, Yan D M 2009 High-Resolution SAR Image Target Recognition (Beijing: Science Press) pp43-44 (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]

  • [1]

    Wu Y L, Wu Z S 2014 Chin. Phys. B 23 037801

    [2]

    Basak K, Manjunatha M, Dutta P K 2012 Med. Biol. Eng. Comput. 50 547

    [3]

    Ji W J, Tong C M 2013 Chin. Phys. B 22 020301

    [4]

    Ma C, Gu H, Su W M, Li C Z 2014 Acta Phys. Sin. 63 028403(in Chinese)[马超, 顾红, 苏卫民, 李传中 2014 物理学报 63 028403]

    [5]

    Argenti F, Lapini A, Bianchi T, Alparone L 2013 IEEE Geosci. Remote Sens. Magaz. 1 6

    [6]

    Abbott J G, Thurstone F L 1979 Ultrasonic Imaging 1 303

    [7]

    Chen S, Zhao H C, Zhang S N, Chen Y 2013 Acta Phys. Sin. 62 218405(in Chinese)[陈思, 赵慧昌, 张淑宁, 陈勇 2013 物理学报 62 218405]

    [8]

    Jiang Z H, Huang S X, You X B, Xiao Y G 2014 Chin. Phys. B 23 050302

    [9]

    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]

    [10]

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

    [11]

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

    [12]

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

    [13]

    Sun Z G, Han C Z 2010 Acta Phys. Sin. 59 3210(in Chinese)[孙增国, 韩崇昭 2010 物理学报 59 3210]

    [14]

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

    [15]

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

    [16]

    Perona P, Malik J 1990 IEEE Trans. Pattern Anal. Mach. Intell. 12 629

    [17]

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

    [18]

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

    [19]

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

    [20]

    Rudin, L, Lions P L, Ohser S 2003 Geometric Level Set Methods in Imaging, Vision, and Graphics (New York: Springer) pp103-119

    [21]

    Aubert G, Aujol J F 2008 SIAM J Appl. Math. 68 925

    [22]

    Shi J, Osher S 2008 SIAM J. Imaging Sci. 1 294

    [23]

    Bioucas-Dias J M, Figueiredo M A T 2009 IEEE Int. Conf. Image Processing Cairo, Egypt, November 7-10 2009 p3717

    [24]

    Bioucas-Dias J M, Figueiredo M A T 2010 IEEE Trans. Image Process. 19 1720

    [25]

    Huang Y M, Ng M K, Wen Y W 2009 SIAM J. Imaging Sci. 2 20

    [26]

    Steidl G, Teuber T 2010 J. Math Imaging Vis. 36 168

    [27]

    Yun S, Woo H 2012 IEEE Trans. Image Process. 21 2523

    [28]

    Woo H, Yun S 2012 IEEE Trans. Image Process. 21 1701

    [29]

    Han Y, Feng X C, Baciu G, Wang W W 2013 Pattern Recognition 46 989

    [30]

    Chen D Q, Cheng L Z 2012 IEEE Trans. Image Process. 21 1650

    [31]

    Wang X D, Feng X C, Huo L G 2012 Acta Automat. Sin. 38 444(in Chinese)[王旭东, 冯象初, 霍雷刚 2012 自动化学报 38 444]

    [32]

    Chen D Q, Cheng L Z 2014 J. Comput. Appl. Math. 257 29

    [33]

    Li J C, Ma Z H, Peng Y X, Huang B 2013 Acta Phys. Sin. 62 099501(in Chinese)[李金才, 马自辉, 彭宇行, 黄斌 2013 物理学报 62 099501]

    [34]

    Sun Z G 2013 Acta Phys. Sin. 62 180701(in Chinese)[孙增国 2013 物理学报 62 180701]

    [35]

    Nikolova M, Ng M K, Tam C P 2010 IEEE Trans. Image Process. 19 3073

    [36]

    Kreutz-Delgado K, Murray J F, Rao B D, Engan K, Ng M K, Zhang W K 2003 Neural Comput. 15 349

    [37]

    Aubert G, Blanc-Féraud L, March R 2004 SIAM J. Numer. Anal. 42 1128

    [38]

    Nikolova M, Ng M K, Zhang S, Ching W K 2008 SIAM J. Imaging Sci. 1 2

    [39]

    Han Y, Wang W W, Feng X C 2012 Pattern Recognition 45 363

    [40]

    Louchet C, Moisan L 2011 SIAM J. Imaging Sci. 4 651

    [41]

    Shen J H, Jung Y M 2006 Appl. Math. Opt. 53 331

    [42]

    Xiao L, Huang Z, Wei Z 2010 EURASIP J. Adv. Signal Process. 2010 490384

    [43]

    Afonso M, Bioucas-Dias J, Figueiredo M 2010 IEEE Trans. Image Process. 19 2345

    [44]

    Chambolle A 2004 J. Math. Imaging Vis. 20 89

    [45]

    Wang Z https://ece.uwaterloo.ca/~ z70wang/research/ssim/[May 15 2012]

    [46]

    Wang Z, Bovik A C, Sheikh H R, Simoncelli E P 2004 IEEE Trans. Image Process. 13 600

    [47]

    Zhang H, Wang C, Zhang B, Wu F, Yan D M 2009 High-Resolution SAR Image Target Recognition (Beijing: Science Press) pp43-44 (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]

  • [1] Xing Jian-Chong, Zhang Wen-Jing, Yang Tao. Noncanonical vortex states and dynamics in Bose-Einstein condensates. Acta Physica Sinica, 2023, 72(10): 100306. doi: 10.7498/aps.72.20222289
    [2] Jiang Le-Xin, Xie Zhen-Long, Guo Ze-Hong, Qiu Yi-Ning, Chen Yi-Hang. Mechanism study of all-dielectric metamaterial wideband reflector based on quasi-canonical mode. Acta Physica Sinica, 2023, 72(20): 204205. doi: 10.7498/aps.72.20230915
    [3] Li Ning, Tu Xin, Huang Xiao-Long, Weng Chun-Sheng. Development of beam arrangement design for tunable diode laser absorption tomography reconstruction based on Tikhonov regularization parameter matrix. Acta Physica Sinica, 2020, 69(22): 227801. doi: 10.7498/aps.69.20201144
    [4] Zhou Da-Fang, Zhang Shu-Lin, Jiang Shi-Qin. The method of suppressing spatial filter output noise-power gain for cardiac electrical activity imaging. Acta Physica Sinica, 2018, 67(15): 158702. doi: 10.7498/aps.67.20180294
    [5] Yu Bo, He Qiu-Yan, Yuan Xiao. Scaling fractal-lattice franctance approximation circuits of arbitrary order and irregular lattice type scaling equation. Acta Physica Sinica, 2018, 67(7): 070202. doi: 10.7498/aps.67.20171671
    [6] Zhou Hong-Qiang, Wan Yu-Hong, Man Tian-Long. Adaptive imaging by incoherent digital holography based on phase change. Acta Physica Sinica, 2018, 67(4): 044202. doi: 10.7498/aps.67.20172202
    [7] Zhang Yan-Yan, Chen Su-Ting, Ge Jun-Xiang, Wan Fa-Yu, Mei Yong, Zhou Xiao-Yan. Removal of additive noise in adaptive optics system based on adaptive nonconvex sparse regularization. Acta Physica Sinica, 2017, 66(12): 129501. doi: 10.7498/aps.66.129501
    [8] Liu Bo, Wang Qing, Li Yong-Ming, Long Zheng-Wen. Canonical quantization of classical fields in finite volume. Acta Physica Sinica, 2015, 64(10): 100301. doi: 10.7498/aps.64.100301
    [9] Wang Qing, Long Zheng-Wen, Luo Cui-Bai. Canonical quantization of dirac field in a finite volume. Acta Physica Sinica, 2013, 62(10): 100305. doi: 10.7498/aps.62.100305
    [10] 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
    [11] 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
    [12] He Ming-Yuan, Du Hua-Dong, Long Zhi-Yong, Huang Si-Xun. Selection of regularization parameters using an atmospheric retrievable index in a retrieval of atmospheric profile. Acta Physica Sinica, 2012, 61(2): 024205. doi: 10.7498/aps.61.024205
    [13] Li Jin-Cai, Huang Bin, Peng Yu-Xing. A modified method to configure the parameters of the bilateral filtering for synthetic aperture radar image speckle reduction. Acta Physica Sinica, 2012, 61(18): 189501. doi: 10.7498/aps.61.189501
    [14] Sheng Zheng, Huang Si-Xun. Ocean duct inversion from radar clutter using variation adjoint and regularization method (Ⅱ): inversion experiment. Acta Physica Sinica, 2010, 59(6): 3912-3916. doi: 10.7498/aps.59.3912
    [15] Sheng Zheng, Huang Si-Xun. Ocean duct inversion from radar clutter using variation adjoint and regularization method (Ⅰ): Theoretical part. Acta Physica Sinica, 2010, 59(3): 1734-1739. doi: 10.7498/aps.59.1734
    [16] Canonical transformation of quantization for mesoscopic capacity-coupled dissipative circuit. Acta Physica Sinica, 2007, 56(12): 7224-7229. doi: 10.7498/aps.56.7224
    [17] Canonical entropy and phase transition of black hole. Acta Physica Sinica, 2007, 56(12): 7355-7358. doi: 10.7498/aps.56.7355
    [18] Zhao Ren, Zhang Li-Chun, Zhang Sheng-Li. Canonical entropy of black hole. Acta Physica Sinica, 2007, 56(7): 3719-3722. doi: 10.7498/aps.56.3719
    [19] Qiao Yong-Fen, Zhao Shu-Hong. Form invariance and non-Noether conserved quantity of generalized Raitzin’s canonical equations of non-conservative system. Acta Physica Sinica, 2006, 55(2): 499-503. doi: 10.7498/aps.55.499
    [20] Qiao Yong-Fen, Zhang Yao-Liang, Zhao Shu-Hong. . Acta Physica Sinica, 2002, 51(8): 1661-1665. doi: 10.7498/aps.51.1661
Metrics
  • Abstract views:  5524
  • PDF Downloads:  693
  • Cited By: 0
Publishing process
  • Received Date:  31 March 2014
  • Accepted Date:  06 May 2014
  • Published Online:  05 September 2014

/

返回文章
返回