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Volumn 41, Issue 8, 2003, Pages 1773-1784

SAR image denoising via Bayesian wavelet shrinkage based on heavy-tailed modeling

Author keywords

Maximum a posteriori (MAP) estimation; Symmetric alpha stable distributions; Synthetic aperture radar (SAR) speckle; Wavelet decomposition

Indexed keywords

ALGORITHMS; ELECTROMAGNETIC WAVE SCATTERING; ESTIMATION; IMAGE ENHANCEMENT; IMAGE SEGMENTATION; MATHEMATICAL MODELS; SPECKLE; SPURIOUS SIGNAL NOISE; SYNTHETIC APERTURE RADAR; WAVELET TRANSFORMS;

EID: 0141787887     PISSN: 01962892     EISSN: None     Source Type: Journal    
DOI: 10.1109/TGRS.2003.813488     Document Type: Article
Times cited : (423)

References (40)
  • 2
    • 0001539879 scopus 로고
    • Some fundamental properties of speckle
    • Nov.
    • J. W. Goodman, "Some fundamental properties of speckle," J. Opt. Soc. Amer., vol. 66, pp. 1445-1150, Nov. 1976.
    • (1976) J. Opt. Soc. Amer. , vol.66 , pp. 1145-1150
    • Goodman, J.W.1
  • 3
    • 0019925686 scopus 로고
    • A model for radar images and its application to adaptive digital filtering of multiplicative noise
    • V. S. Frost, J. A. Stiles, K. S. Shanmugan, and J. C. Holtzman, "A model for radar images and its application to adaptive digital filtering of multiplicative noise," IEEE Trans. Pattern Anal. Machine Intell., vol. 4, pp. 157-166, 1982.
    • (1982) IEEE Trans. Pattern Anal. Machine Intell. , vol.4 , pp. 157-166
    • Frost, V.S.1    Stiles, J.A.2    Shanmugan, K.S.3    Holtzman, J.C.4
  • 5
    • 0018998148 scopus 로고
    • Digital image enhancement and noise filtering by use of local statistics
    • J. S. Lee, "Digital image enhancement and noise filtering by use of local statistics," IEEE Trans. Pattern Anal. Machine Intell., vol. 2, pp. 165-168, 1980.
    • (1980) IEEE Trans. Pattern Anal. Machine Intell. , vol.2 , pp. 165-168
    • Lee, J.S.1
  • 6
    • 0026221563 scopus 로고
    • Two-dimensional adaptive block Kalman filtering of SAR imagery
    • M. R. Azimi-Sadjadi and S. Bannour, "Two-dimensional adaptive block Kalman filtering of SAR imagery," IEEE Trans. Geosci. Remote Sensing, vol. 29, pp. 742-753, 1991.
    • (1991) IEEE Trans. Geosci. Remote Sensing , vol.29 , pp. 742-753
    • Azimi-Sadjadi, M.R.1    Bannour, S.2
  • 7
    • 0029369367 scopus 로고
    • A refined Gamma MAP SAR speckle filter with improved geometrical adaptivity
    • Sept.
    • A. Baraldi and F. Parmigani, "A refined Gamma MAP SAR speckle filter with improved geometrical adaptivity," IEEE Trans. on Geosci. and Remote Sensing, vol. 33, pp. 1245-1257, Sept. 1995.
    • (1995) IEEE Trans. on Geosci. and Remote Sensing , vol.33 , pp. 1245-1257
    • Baraldi, A.1    Parmigani, F.2
  • 8
    • 0006505317 scopus 로고    scopus 로고
    • Robust inference techniques for speckle noise reduction in 1-look amplitude SAR images
    • A. C. Frery, S. J. S. Sant'Anna, N. D. A. Mascarenhas, and O. H. Bustos, "Robust inference techniques for speckle noise reduction in 1-look amplitude SAR images," Appl. Signal Process., vol. 4, pp. 61-76, 1997.
    • (1997) Appl. Signal Process. , vol.4 , pp. 61-76
    • Frery, A.C.1    Sant'Anna, S.J.S.2    Mascarenhas, N.D.A.3    Bustos, O.H.4
  • 10
    • 0005455695 scopus 로고    scopus 로고
    • Speckle filtering of SAR images - A comparative study between complex-wavelet based and standard filters
    • L. Gagnon and A. Jouan, "Speckle filtering of SAR images - A comparative study between complex-wavelet based and standard filters," Proc. SPIE, vol. 3169, pp. 80-91, 1997.
    • (1997) Proc. SPIE , vol.3169 , pp. 80-91
    • Gagnon, L.1    Jouan, A.2
  • 11
    • 0032004476 scopus 로고    scopus 로고
    • Suppression of speckle in synthetic aperture radar images using wavelet
    • S. Fukuda and H. Hirosawa, "Suppression of speckle in synthetic aperture radar images using wavelet," Int. J. Remote Sens., vol. 19, no. 3, pp. 507-519, 1998.
    • (1998) Int. J. Remote Sens. , vol.19 , Issue.3 , pp. 507-519
    • Fukuda, S.1    Hirosawa, H.2
  • 12
    • 0033100571 scopus 로고    scopus 로고
    • Smoothing effect of wavelet-based speckle filtering: The Haar basis case
    • Mar.
    • ____, "Smoothing effect of wavelet-based speckle filtering: The Haar basis case," IEEE Trans. Geosci. Remote Sensing, vol. 37, pp. 1168-1172, Mar. 1999.
    • (1999) IEEE Trans. Geosci. Remote Sensing , vol.37 , pp. 1168-1172
    • Fukuda, S.1    Hirosawa, H.2
  • 13
    • 0029307534 scopus 로고
    • Denoising by soft-thresholding
    • May
    • D. L. Donoho, "Denoising by soft-thresholding," IEEE Trans. Inform. Theory, vol. 41, pp. 613-627, May 1995.
    • (1995) IEEE Trans. Inform. Theory , vol.41 , pp. 613-627
    • Donoho, D.L.1
  • 15
    • 0000446730 scopus 로고    scopus 로고
    • Bayesian denoising of visual images in the wavelet domain
    • P. Muller and B. Vidakovic, Eds. New York: Springer-Verlag, June; ch. 18
    • E. P. Simoncelli, "Bayesian denoising of visual images in the wavelet domain," in Bayesian Inference in Wavelet Based Models, P. Muller and B. Vidakovic, Eds. New York: Springer-Verlag, June 1999, ch. 18, pp. 291-308.
    • (1999) Bayesian Inference in Wavelet Based Models , pp. 291-308
    • Simoncelli, E.P.1
  • 17
    • 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 Sensing, vol. 40, pp. 2196-2212, Oct. 2002.
    • (2002) IEEE Trans. Geosci. Remote Sensing , vol.40 , pp. 2196-2212
    • Xie, H.1    Pierce, L.E.2    Ulaby, F.T.3
  • 18
    • 0035413315 scopus 로고    scopus 로고
    • Novel Bayesian multiscale method for speckle removal in medical ultrasound images
    • Aug.
    • A. Achim, A. Bezerianos, and P. Tsakalides, "Novel Bayesian multiscale method for speckle removal in medical ultrasound images," IEEE Trans. Med. Imaging, vol. 20, pp. 772-783, Aug. 2001.
    • (2001) IEEE Trans. Med. Imaging , vol.20 , pp. 772-783
    • Achim, A.1    Bezerianos, A.2    Tsakalides, P.3
  • 19
    • 84893895320 scopus 로고
    • Regression-type estimation of the parameters of stable laws
    • Dec.
    • I. A. Koutrouvelis, "Regression-type estimation of the parameters of stable laws," J. Amer. Statist. Assoc., vol. 75, pp. 918-928, Dec. 1980.
    • (1980) J. Amer. Statist. Assoc. , vol.75 , pp. 918-928
    • Koutrouvelis, I.A.1
  • 20
    • 0004069294 scopus 로고
    • S. Cambanis, G. Samorodnitsky, and M. S. Taqqu, Eds.; Boston, MA: Birkhauser
    • S. Cambanis, G. Samorodnitsky, and M. S. Taqqu, Eds., Stable Processes and Related Topics. Boston, MA: Birkhauser, 1991.
    • (1991) Stable Processes and Related Topics
  • 24
    • 0001471480 scopus 로고
    • Some properties of symmetric stable distributions
    • E. F. Fama and R. Roll, "Some properties of symmetric stable distributions," J. Amer. Statist. Assoc., vol. 63, pp. 817-836, 1968.
    • (1968) J. Amer. Statist. Assoc. , vol.63 , pp. 817-836
    • Fama, E.F.1    Roll, R.2
  • 25
    • 0003746884 scopus 로고
    • Stable distributions in statistical inference
    • Ph.D. dissertation, Dept. Statist., Yale Univ., New Haven, CT
    • W. H. DuMouchel, "Stable distributions in statistical inference," Ph.D. dissertation, Dept. Statist., Yale Univ., New Haven, CT, 1971.
    • (1971)
    • DuMouchel, W.H.1
  • 26
    • 0000270897 scopus 로고
    • Maximum likelihood estimates of symmetric stable distribution parameters
    • B. W. Brorsen and S. R. Yang, "Maximum likelihood estimates of symmetric stable distribution parameters," Commun. Statist. Simul., vol. 19, pp. 1459-1464, 1990.
    • (1990) Commun. Statist. Simul. , vol.19 , pp. 1459-1464
    • Brorsen, B.W.1    Yang, S.R.2
  • 27
    • 0003603623 scopus 로고    scopus 로고
    • Maximum likelihood estimation and diagnostics for stable distributions
    • Dept. Math. Statist., American Univ., Tech. Rep., June
    • J. P. Nolan, "Maximum likelihood estimation and diagnostics for stable distributions," Dept. Math. Statist., American Univ., Tech. Rep., June 1999.
    • (1999)
    • Nolan, J.P.1
  • 29
    • 0024700097 scopus 로고
    • A theory for multiresolution signal decomposition: The wavelet representation
    • July
    • S. G. Mallat, "A theory for multiresolution signal decomposition: The wavelet representation," IEEE Trans. Pattern Anal. Machine Intell., vol. 11, pp. 674-692, July 1989.
    • (1989) IEEE Trans. Pattern Anal. Machine Intell. , vol.11 , pp. 674-692
    • Mallat, S.G.1
  • 31
    • 0000607409 scopus 로고
    • Properties of speckle integrated with a finite aperture and logarithmically transformed
    • Nov.
    • H. H. Arsenault and G. April, "Properties of speckle integrated with a finite aperture and logarithmically transformed," J. Opt. Soc. Amer., vol. 66, pp. 1160-1163, Nov. 1976.
    • (1976) J. Opt. Soc. Amer. , vol.66 , pp. 1160-1163
    • Arsenault, H.H.1    April, G.2
  • 32
    • 0036508032 scopus 로고    scopus 로고
    • Statistical properties of logarithmically transformed speckle
    • Mar.
    • H. Xie, L. E. Pierce, and F. T. Ulaby, "Statistical properties of logarithmically transformed speckle," IEEE Trans. Geosci. Remote Sensing, vol. 40, pp. 721-727, Mar. 2002.
    • (2002) IEEE Trans. Geosci. Remote Sensing , vol.40 , pp. 721-727
    • Xie, H.1    Pierce, L.E.2    Ulaby, F.T.3
  • 35
    • 0035493368 scopus 로고    scopus 로고
    • Analysis of multiplicative speckle models for template-based SAR ATR
    • Oct.
    • L. M. Kaplan, "Analysis of multiplicative speckle models for template-based SAR ATR," IEEE Trans. Aerosp. Electron. Syst., vol. 37, pp. 1424-1432, Oct. 2001.
    • (2001) IEEE Trans. Aerosp. Electron. Syst. , vol.37 , pp. 1424-1432
    • Kaplan, L.M.1
  • 36
    • 84990575058 scopus 로고
    • Orthonormal bases of compactly supported wavelets
    • I. Daubechies, "Orthonormal bases of compactly supported wavelets," Commun. Pure Appl. Math., vol. 41, pp. 909-996, 1988.
    • (1988) Commun. Pure Appl. Math. , vol.41 , pp. 909-996
    • Daubechies, I.1
  • 37
    • 0002001578 scopus 로고
    • Translation-invariant de-noising
    • A. Antoniadis, Ed. Berlin, Germany: Springer-Verlag
    • R. R. Coifman and D. L. Donoho, "Translation-invariant de-noising," in Wavelets and Statistics, A. Antoniadis, Ed. Berlin, Germany: Springer-Verlag, 1995.
    • (1995) Wavelets and Statistics
    • Coifman, R.R.1    Donoho, D.L.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.