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Volumn 51, Issue 4, 2013, Pages 2388-2402

Bayesian wavelet shrinkage with heterogeneity-adaptive threshold for SAR image despeckling based on generalized gamma distribution

Author keywords

Generalized gamma distribution; maximum a posteriori (MAP) estimation; second kind cumulants; speckle reduction; stationary wavelet transform (SWT); synthetic aperture radar (SAR) images

Indexed keywords

CUMULANTS; GENERALIZED GAMMA DISTRIBUTION; MAXIMUM A POSTERIORI ESTIMATION; SPECKLE REDUCTION; STATIONARY WAVELET TRANSFORMS; SYNTHETIC APERTURE RADAR (SAR) IMAGES;

EID: 84875695852     PISSN: 01962892     EISSN: None     Source Type: Journal    
DOI: 10.1109/TGRS.2012.2211366     Document Type: Article
Times cited : (55)

References (49)
  • 1
    • 0002068881 scopus 로고
    • Statistical properties of laser speckle patterns
    • J. C. Dainty, Ed. Berlin, Germany: Springer- Verlag
    • J. W. Goodman, "Statistical properties of laser speckle patterns," in Laser Speckle and Related Phenomena, J. C. Dainty, Ed. Berlin, Germany: Springer-Verlag, 1975.
    • (1975) Laser Speckle and Related Phenomena
    • Goodman, J.W.1
  • 3
    • 0018998148 scopus 로고
    • Digital image enhancement and noise filtering by use of local statistics
    • Mar.
    • J. S. Lee, "Digital image enhancement and noise filtering by use of local statistics," IEEE Trans. Pattern Anal. Mach. Intell., vol. PAMI-2, no. 2, pp. 165-168, Mar. 1980.
    • (1980) IEEE Trans. Pattern Anal. Mach. Intell. , vol.PAMI-2 , Issue.2 , pp. 165-168
    • Lee, J.S.1
  • 5
    • 0019925686 scopus 로고
    • A model for radar images and its application to adaptive digital filtering of multiplicative noise
    • Mar.
    • V. S. Frost, J. A. Stiles, K. S. Sanmugan, and J. C. Holtzman, "A model for radar images and its application to adaptive digital filtering of multiplicative noise," IEEE Trans. Pattern Anal. Mach. Intell., vol. PAMI-4, no. 2, pp. 157-166, Mar. 1982.
    • (1982) IEEE Trans. Pattern Anal. Mach. Intell. , vol.PAMI-4 , Issue.2 , pp. 157-166
    • Frost, V.S.1    Stiles, J.A.2    Sanmugan, K.S.3    Holtzman, J.C.4
  • 6
    • 0025554780 scopus 로고
    • Maximum a posteriori speckle filtering and first order texture models in SAR images
    • Washington DC
    • A. Lopes, E. Nezry, R. Touzi, and H. Laur, "Maximum a posteriori speckle filtering and first order texture models in SAR images," in Proc. IGARSS, Washington, DC, 1990, pp. 2409-2412.
    • (1990) Proc. IGARSS , pp. 2409-2412
    • Lopes, A.1    Nezry, E.2    Touzi, R.3    Laur, H.4
  • 7
    • 0019728197 scopus 로고
    • Refined filtering of image noise using local statistics
    • Apr.
    • J. S. Lee, "Refined filtering of image noise using local statistics," Comput. Graph. Image Process., vol. 15, no. 14, pp. 380-389, Apr. 1981.
    • (1981) Comput. Graph. Image Process. , vol.15 , Issue.14 , pp. 380-389
    • Lee, J.S.1
  • 8
    • 0025522850 scopus 로고
    • Adaptive speckle filters and scene heterogeneity
    • Nov.
    • A. Lopes, R. Touzi, and E. Nezry, "Adaptive speckle filters and scene heterogeneity," IEEE Trans. Geosci. Remote Sens., vol. 28, no. 6, pp. 992-1000, Nov. 1990.
    • (1990) IEEE Trans. Geosci. Remote Sens. , vol.28 , Issue.6 , pp. 992-1000
    • Lopes, A.1    Touzi, R.2    Nezry, E.3
  • 9
    • 0036875161 scopus 로고    scopus 로고
    • A review of speckle filtering in the context of estimation theory
    • Nov.
    • R. Touzi, "A review of speckle filtering in the context of estimation theory," IEEE Trans. Geosci. Remote Sens., vol. 40, no. 11, pp. 2392-2404, Nov. 2002.
    • (2002) IEEE Trans. Geosci. Remote Sens. , vol.40 , Issue.11 , pp. 2392-2404
    • Touzi, R.1
  • 10
    • 77649236151 scopus 로고    scopus 로고
    • Iterative weighted maximum likelihood denoising with probabilistic patch-based weights
    • Dec.
    • C. A. Deledalle, L. Denis, and F. Tupin, "Iterative weighted maximum likelihood denoising with probabilistic patch-based weights," IEEE Trans. Image Process., vol. 18, no. 12, pp. 2661-2672, Dec. 2009.
    • (2009) IEEE Trans. Image Process. , vol.18 , Issue.12 , pp. 2661-2672
    • Deledalle, C.A.1    Denis, L.2    Tupin, F.3
  • 11
    • 24644478715 scopus 로고    scopus 로고
    • A non-local algorithm for image denoising
    • San Diego, CA
    • A. Buades, B. Coll, and J. M. Morel, "A non-local algorithm for image denoising," in Proc. CVPR, San Diego, CA, 2005, vol. 2, pp. 60-65.
    • (2005) Proc. CVPR , vol.2 , pp. 60-65
    • Buades, A.1    Coll, B.2    Morel, J.M.3
  • 12
    • 0036821339 scopus 로고    scopus 로고
    • SAR speckle reduction using wavelet denoising and Markov random field modeling
    • Oct.
    • H. Xie, L. E. Pierce, and F. T. Ulaby, "SAR speckle reduction using wavelet denoising and Markov random field modeling," IEEE Trans. Geosci. Remote Sens., vol. 40, no. 10, pp. 2196-2212, Oct. 2002.
    • (2002) IEEE Trans. Geosci. Remote Sens. , vol.40 , Issue.10 , pp. 2196-2212
    • Xie, H.1    Pierce, L.E.2    Ulaby, F.T.3
  • 13
    • 0141787887 scopus 로고    scopus 로고
    • SAR image denoising via Bayesian wavelet shrinkage based on heavy-tailed modeling
    • Aug.
    • A. Achim, P. Tsakalides, and A. Bezerianos, "SAR image denoising via Bayesian wavelet shrinkage based on heavy-tailed modeling," IEEE Trans. Geosci. Remote Sens., vol. 41, no. 8, pp. 1773-1784, Aug. 2003.
    • (2003) IEEE Trans. Geosci. Remote Sens. , vol.41 , Issue.8 , pp. 1773-1784
    • Achim, A.1    Tsakalides, P.2    Bezerianos, A.3
  • 14
    • 34247614981 scopus 로고    scopus 로고
    • Spatially adaptive wavelet-based method using the cauchy prior for denoising the SAR images
    • DOI 10.1109/TCSVT.2006.888020
    • M. I. H. Bhuiyan, M. O. Ahmad, andM. N. S. Swamy, "Spatially adaptive wavelet-based method using Cauchy prior for denoising the SAR images," IEEE Trans. Circuits Syst. Video Technol., vol. 17, no. 4, pp. 500-507, Apr. 2007. (Pubitemid 46682666)
    • (2007) IEEE Transactions on Circuits and Systems for Video Technology , vol.17 , Issue.4 , pp. 500-507
    • Bhuiyan, M.I.H.1    Ahmad, M.O.2    Swamy, M.N.S.3
  • 16
    • 0036875230 scopus 로고    scopus 로고
    • Speckle removal from SAR images in the undecimated wavelet domain
    • Nov.
    • F. Argenti and L. Alparone, "Speckle removal from SAR images in the undecimated wavelet domain," IEEE Trans. Geosci. Remote Sens., vol. 40, no. 11, pp. 2363-2374, Nov. 2002.
    • (2002) IEEE Trans. Geosci. Remote Sens. , vol.40 , Issue.11 , pp. 2363-2374
    • Argenti, F.1    Alparone, L.2
  • 17
    • 1542651883 scopus 로고    scopus 로고
    • T-WMAP: A statistical speckle filter operating in the wavelet domain
    • S. Solbo and T. Eltoft, "Γ-WMAP: A statistical speckle filter operating in the wavelet domain," Int. J. Remote Sens., vol. 25, no. 5, pp. 1019-1036, Mar. 2004. (Pubitemid 38329658)
    • (2004) International Journal of Remote Sensing , vol.25 , Issue.5 , pp. 1019-1036
    • Solbo, S.1    Eltoft, T.2
  • 18
    • 33750335067 scopus 로고    scopus 로고
    • Multiresolution MAP despeckling of SAR images based on locally adaptive generalized Gaussian pdf modeling
    • DOI 10.1109/TIP.2006.881970
    • F. Argenti, T. Bianchi, and L. Alparone, "Multiresolution MAP despeckling of SAR images on locally adaptive generalized Gaussian pdf modeling," IEEE Trans. Image Process., vol. 15, no. 11, pp. 3385-3399, Nov. 2006. (Pubitemid 44615135)
    • (2006) IEEE Transactions on Image Processing , vol.15 , Issue.11 , pp. 3385-3399
    • Argenti, F.1    Bianchi, T.2    Alparone, L.3
  • 19
    • 33646859204 scopus 로고    scopus 로고
    • Gauss-Markov model for wavelet-based SAR image despeckling
    • DOI 10.1109/LSP.2006.871712
    • D. Gleich and M. Datcu, "Gauss-Markov model for wavelet-based SAR image despeckling," IEEE Signal Process. Lett., vol. 13, no. 6, pp. 365-368, Jun. 2006. (Pubitemid 43786526)
    • (2006) IEEE Signal Processing Letters , vol.13 , Issue.6 , pp. 365-368
    • Gleich, D.1    Datcu, M.2
  • 20
    • 36349025994 scopus 로고    scopus 로고
    • Wavelet-based despeckling of SAR images using Gauss-Markov random fields
    • DOI 10.1109/TGRS.2007.906093
    • D. Gleich and M. Datcu, "Wavelet-based despeckling of SAR images using Gauss-Markov random fields," IEEE Trans. Geosci. Remote Sens., vol. 45, no. 12, pp. 4127-4143, Dec. 2007. (Pubitemid 350157846)
    • (2007) IEEE Transactions on Geoscience and Remote Sensing , vol.45 , Issue.12 , pp. 4127-4143
    • Gleich, D.1    Datcu, M.2
  • 21
    • 50549085645 scopus 로고    scopus 로고
    • Segmentation-based MAP despeckling of SAR images in the undecimated wavelet domain
    • Sep.
    • T. Bianchi, F. Argenti, and L. Alparone, "Segmentation-based MAP despeckling of SAR images in the undecimated wavelet domain," IEEE Trans. Geosci. Remote Sens., vol. 46, no. 9, pp. 2728-2742, Sep. 2008.
    • (2008) IEEE Trans. Geosci. Remote Sens. , vol.46 , Issue.9 , pp. 2728-2742
    • Bianchi, T.1    Argenti, F.2    Alparone, L.3
  • 22
    • 84655161948 scopus 로고    scopus 로고
    • Fast MAP despeckling based on Laplacian-Gaussian modeling of wavelet coefficients
    • Jan.
    • F. Argenti, T. Bianchi, A. Lapini, and L. Alparone, "Fast MAP despeckling based on Laplacian-Gaussian modeling of wavelet coefficients," IEEE Geosci. Remote Sens. Lett., vol. 9, no. 1, pp. 13-17, Jan. 2012.
    • (2012) IEEE Geosci. Remote Sens. Lett. , vol.9 , Issue.1 , pp. 13-17
    • Argenti, F.1    Bianchi, T.2    Lapini, A.3    Alparone, L.4
  • 25
    • 0036508032 scopus 로고    scopus 로고
    • Statistical properties of logarithmically transformed speckle
    • DOI 10.1109/TGRS.2002.1000333, PII S019628920204353X
    • H. Xie, L. E. Pierce, and F. T. Ulaby, "Statistical properties of logarithmically transformed speckle," IEEE Trans. Geosci. Remote Sens., vol. 40, no. 3, pp. 721-727, Mar. 2002. (Pubitemid 34692250)
    • (2002) IEEE Transactions on Geoscience and Remote Sensing , vol.40 , Issue.3 , pp. 721-727
    • Xie, H.1    Pierce, L.E.2    Ulaby, F.T.3
  • 26
    • 84950659032 scopus 로고
    • A model for non-Rayleigh scattering statistics
    • Jun.
    • C. J. Oliver, "A model for non-Rayleigh scattering statistics," Opt. Acta, vol. 31, no. 6, pp. 701-722, Jun. 1984.
    • (1984) Opt. Acta , vol.31 , Issue.6 , pp. 701-722
    • Oliver, C.J.1
  • 29
    • 0024700097 scopus 로고
    • A theory for multiresolution signal decomposition: The wavelet representation
    • Jul.
    • S. Mallat, "A theory for multiresolution signal decomposition: The wavelet representation," IEEE Trans. Pattern Anal. Machine Intell., vol. 11, no. 7, pp. 674-693, Jul. 1989.
    • (1989) IEEE Trans. Pattern Anal. Machine Intell. , vol.11 , Issue.7 , pp. 674-693
    • Mallat, S.1
  • 30
    • 0032662774 scopus 로고    scopus 로고
    • Analysis of multiresolution image denoising schemes using generalized Gaussian and complexity priors
    • Apr.
    • P. Moulin and J. Liu, "Analysis of multiresolution image denoising schemes using generalized Gaussian and complexity priors," IEEE Trans. Inf. Theory, vol. 45, no. 3, pp. 909-919, Apr. 1999.
    • (1999) IEEE Trans. Inf. Theory , vol.45 , Issue.3 , pp. 909-919
    • Moulin, P.1    Liu, J.2
  • 31
    • 0034258869 scopus 로고    scopus 로고
    • Adaptive wavelet thresholding for image denoising and compression
    • Sep.
    • S. G. Chang, B. Yu, and M. Vetterli, "Adaptive wavelet thresholding for image denoising and compression," IEEE Trans. Image Process., vol. 9, no. 9, pp. 1532-1546, Sep. 2000.
    • (2000) IEEE Trans. Image Process. , vol.9 , Issue.9 , pp. 1532-1546
    • Chang, S.G.1    Yu, B.2    Vetterli, M.3
  • 32
    • 0000695717 scopus 로고
    • A generalization of the Gamma distribution
    • Sep.
    • E. W. Stacy, "A generalization of the Gamma distribution," Ann. Math. Stat., vol. 33, no. 3, pp. 1187-1192, Sep. 1962.
    • (1962) Ann. Math. Stat. , vol.33 , Issue.3 , pp. 1187-1192
    • Stacy, E.W.1
  • 33
    • 77952581843 scopus 로고    scopus 로고
    • An efficient and flexible statistical model based on generalized Gamma distribution for amplitude SAR images
    • Jun.
    • H. C. Li, W. Hong, Y. R. Wu, and P. Z. Fan, "An efficient and flexible statistical model based on generalized Gamma distribution for amplitude SAR images," IEEE Trans. Geosci. Remote Sens., vol. 48, no. 6, pp. 2711-2722, Jun. 2010.
    • (2010) IEEE Trans. Geosci. Remote Sens. , vol.48 , Issue.6 , pp. 2711-2722
    • Li, H.C.1    Hong, W.2    Wu, Y.R.3    Fan, P.Z.4
  • 34
    • 76849088970 scopus 로고    scopus 로고
    • Statistical wavelet subband characterization based on generalized Gamma density and its application in texture retrieval
    • Feb.
    • S. K. Choy and C. S. Tong, "Statistical wavelet subband characterization based on generalized Gamma density and its application in texture retrieval," IEEE Trans. Image Process., vol. 19, no. 2, pp. 281-289, Feb. 2010.
    • (2010) IEEE Trans. Image Process. , vol.19 , Issue.2 , pp. 281-289
    • Choy, S.K.1    Tong, C.S.2
  • 36
    • 0348223982 scopus 로고    scopus 로고
    • Sparse code shrinkage: Denoising of non-Gaussian data by maximum likelihood estimation
    • Oct.
    • A. Hyvarinen, "Sparse code shrinkage: Denoising of non-Gaussian data by maximum likelihood estimation," Neural Comput., vol. 11, no. 7, pp. 1739-1768, Oct. 1999.
    • (1999) Neural Comput. , vol.11 , Issue.7 , pp. 1739-1768
    • Hyvarinen, A.1
  • 38
    • 14644439205 scopus 로고    scopus 로고
    • Statistical modeling of speech signals based on generalized gamma distribution
    • DOI 10.1109/LSP.2004.840869
    • J. W. Shin, J. H. Chang, and N. S. Kim, "Statistical modeling of speech signals based on generalized Gamma distribution," IEEE Signal Process. Lett., vol. 12, no. 3, pp. 258-261, Mar. 2005. (Pubitemid 40319404)
    • (2005) IEEE Signal Processing Letters , vol.12 , Issue.3 , pp. 258-261
    • Shin, J.W.1    Chang, J.-H.2    Kim, N.S.3
  • 39
    • 33846571999 scopus 로고    scopus 로고
    • Generalized gamma density-based score functions for fast and flexible ICA
    • DOI 10.1016/j.sigpro.2006.09.012, PII S016516840600332X
    • K. Kokkinakis and A. K. Nandi, "Generalized gamma density-based score functions for fast and flexible ICA," Signal Process., vol. 87, no. 5, pp. 1156-1162, May 2007. (Pubitemid 46186525)
    • (2007) Signal Processing , vol.87 , Issue.5 , pp. 1156-1162
    • Kokkinakis, K.1    Nandi, A.K.2
  • 40
    • 34247844340 scopus 로고    scopus 로고
    • Pilot-assisted time-varying channel estimation for OFDM systems
    • DOI 10.1109/TSP.2007.893198
    • Z. J. Tang, R. C. Cannizzaro, G. Leus, and P. Banelli, "Pilot-assisted time-varying channel estimation for OFDM systems," IEEE Trans. Signal Process., vol. 55, no. 5, pp. 2226-2238, May 2007. (Pubitemid 46691601)
    • (2007) IEEE Transactions on Signal Processing , vol.55 , Issue.5 , pp. 2226-2238
    • Tang, Z.1    Cannizzaro, R.C.2    Leus, G.3    Banelli, P.4
  • 41
    • 28844493581 scopus 로고    scopus 로고
    • Modeling fading channel-estimation errors in pilot-symbol-assisted systems, with application to turbo codes
    • DOI 10.1109/TCOMM.2005.858669
    • B. Mielczarek and A. Svensson, "Modeling fading channel-estimation errors in pilot-symbol-assisted systems, with application to turbo codes," IEEE Trans. Commun., vol. 53, no. 11, pp. 1822-1832, Nov. 2005. (Pubitemid 41763699)
    • (2005) IEEE Transactions on Communications , vol.53 , Issue.11 , pp. 1822-1832
    • Mielczarek, B.1    Svensson, A.2
  • 42
    • 0242462643 scopus 로고    scopus 로고
    • Introduction to second kind statistic: Application of logmoments and log-cumulants to SAR image law analysis
    • Mar.
    • J. M. Nicolas, "Introduction to second kind statistic: Application of logmoments and log-cumulants to SAR image law analysis," Trait. Signal, vol. 19, no. 3, pp. 139-167, Mar. 2002.
    • (2002) Trait. Signal , vol.19 , Issue.3 , pp. 139-167
    • Nicolas, J.M.1
  • 43
    • 47349120214 scopus 로고    scopus 로고
    • Generalized Gamma distribution with MoLC estimation for statistical modeling of SAR images
    • Huangshan, China
    • H. C. Li, W. Hong, and Y. R. Wu, "Generalized Gamma distribution with MoLC estimation for statistical modeling of SAR images," in Proc. APSAR, Huangshan, China, 2007, pp. 525-528.
    • (2007) Proc. APSAR , pp. 525-528
    • Li, H.C.1    Hong, W.2    Wu, Y.R.3
  • 48
    • 1942436689 scopus 로고    scopus 로고
    • Image quality assessment: From error visibility to structural similarity
    • Apr.
    • Z. Wang, A. C. Bovik, H. R. Sheikh, and E. P. Simoncelli, "Image quality assessment: From error visibility to structural similarity," IEEE Trans. Image Process., vol. 13, no. 4, pp. 600-612, Apr. 2002.
    • (2002) IEEE Trans. Image Process. , vol.13 , Issue.4 , pp. 600-612
    • Wang, Z.1    Bovik, A.C.2    Sheikh, H.R.3    Simoncelli, E.P.4
  • 49
    • 79959770169 scopus 로고    scopus 로고
    • Unsupervised estimation of the equivalent number of looks in SAR images
    • Jul.
    • Y. Cui, G. Y. Zhou, J. Yang, and Y. Yamaguchi, "Unsupervised estimation of the equivalent number of looks in SAR images," IEEE Geosci. Remote Sens. Lett., vol. 8, no. 4, pp. 710-714, Jul. 2011.
    • (2011) IEEE Geosci. Remote Sens. Lett. , vol.8 , Issue.4 , pp. 710-714
    • Cui, Y.1    Zhou, G.Y.2    Yang, J.3    Yamaguchi, Y.4


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