Multiscale MAP filtering of SAR images

IEEE Transactions on Image Processing

Volumn 10, Issue 1, 2001, Pages 49-60

  Foucher, Samuel ^a,b   Bénié, Goze Bertin ^b   Boucher, Jean Marc ^c  

^a IEEE   (Canada)

^b UNIVERSITÉ DE SHERBROOKE   (Canada)

^c ECOLE DES MINES DE NANTES   (France)

Author keywords

[No Author keywords available]

Indexed keywords

BAYESIAN MODELS; FILTER WAVELET COEFFICIENTS;

ADAPTIVE FILTERING; ALGORITHMS; MATHEMATICAL MODELS; PROBABILITY DENSITY FUNCTION; SYNTHETIC APERTURE RADAR; WAVELET TRANSFORMS;

IMAGE ANALYSIS;

EID: 0035121036     PISSN: 10577149     EISSN: None     Source Type: Journal    
DOI: 10.1109/83.892442     Document Type: Article

References (26)

1. D. T. Kuan, A. A. Sawchuk, T. C. Strand, and P. Chavel, "Adaptative noise smoothing for images with signal-dependent noise," IEEE Trans. Pattern Anal. Machine Intell., vol. PAMI-7, pp. 165-177, Mar. 1985.
2. J. S. Lee, "A simple speckle filtering algorithm for synthetic aperture radar images," IEEE Trans. Acoust., Speech, Signal Processing, vol. 31, pp. 85-88, Jan. 1983.
3. A. Lopes, E. Nezry, and H. Laur, "Structure detection and statistical adaptive speckle filtering in sar images," Int. J. Remote Sensing, vol. 14, no. 9, pp. 1735-1758, 1993.
4. E. Nezry, "Restauration de la reflectivité radar pour l'utilization conjointe des images radars et optiques en télédétection," Ph.D. dissertation, Univ. Paul Sabatier, Toulouse, France, July 1992.
5. R. Touzi, A. Lopes, and P. Bousquet, "A statistical and geometrical edge detector for SAR images," IEEE Trans. Geosci. Remote Sensing, vol. 26, pp. 764-773, Nov. 1988.
6. S. Mallat, "A theory for multiresolution signal decomposition: The wavelet representation," IEEE Trans. Pattern Anal. Machine Intell., vol. 11, pp. 674-693, July 1989.
7. _, "Multifrequency channel decompositions of images and wavelets models," IEEE Trans. Acoust., Speech, Signal Processing, vol. 37, pp. 2091-2110, Dec. 1989.
8. D. L. Donoho, I. M. Johnstone, G. Kerkyacharian, and D. Picard, "Wavelet shrinkage: Asymptopia," J. R. Statist. Soc. B, vol. 57, no. 2, pp. 301-369, 1995.
9. D. L. Donoho and I. M. Johnstone, "Adapting to unknown smoothness via wavelet shrinkage," J. Amer. Statist. Assoc., vol. 90, no. 432, pp. 1200-1224, Dec. 1995.
10. L. Gagon and F. D. Smaili, "Speckle noise reduction of airborne sar images with symmetric Daubechies wavelets," in Proc. SPIE Signal Data Processing Small Targets, 1996.
11. R. Touzi, "Analyze d'images radar en télédétection: Améliorations radiométriques, filtrage du speckle et détection des contours," Ph.D. dissertation, Univ. Paul Sabatier, Toulouse, France, 1988.
12. M. J. Shensha, "The discrete wavelet transform: Wedding the a trous and mallat algorithms," IEEE Trans. Signal Processing, vol. 40, pp. 2464-2482, Oct. 1992.
13. G. P. Nason and B. W Silverman, "The stationary wavelet transform and some statistical applications," Dept. Math., Univ. Bristol, Bristol, U.K., Tech. Rep., BS8 1TW, 1995.
14. D. P. Pesquet, "Time-invariant orthonormal wavelet representations," IEEE Trans. Signal Processing, vol. 44, pp. 1965-70, Aug. 1996.
15. F. T. Ulaby, F. Kouyate, B. Brisco, and T. H. L. Williams, "Textural information in sar images," IEEE Trans. Geosci. Remote Sensing, vol. GE-24, pp. 235-245, Mar. 1986.
16. D. T. Kuan, A. A. Sawchuk, T. C. Strand, and P. Chavel, "Adaptative restoration of images with speckle," IEEE Trans. Acoust., Speech, Signal Processing, vol. 35, pp. 373-383, Mar. 1987.
17. C. J. Oliver, "Information from sar images," J. Phys. D: Appl. Phys., vol. 24, no. 6, pp. 1493-1514, 1991.
18. I. Daubechies, Ten Lectures on Wavelets. Philadelphia, PA: SIAM, 1992.
19. I. Daubechies, "Orthonormal bases of compactly supported wavelets," Commun. Pure Appl. Math., vol. 41, pp. 909-996, 1988.
20. A. Cohen, I. Daubechies, and J. C. Feauveau, "Biorthogonal bases of compactly supported wavelets," Commun. Pure Appl. Math., vol. 45, pp. 485-500, 1995.
21. A. Papoulis, Probability, Random Variables, and Stochastic Processes, 3rd ed. New York: McGraw-Hill, 1991.
22. M. Kendall and Stuart, The Advanced Theory of Statistics, 4th ed. New York: Macmillan, 1977.
23. J. W. Goodman, "Some fundamental properties of speckle," J. Opt. Soc. Amer., vol. 66, pp. 1149-1150, Nov. 1976.
24. S. Mallat and L. W Hwang, "Singularity detection and processing with wavelets," IEEE Trans. Inform. Theory, vol. 38, pp. 617-643, Mar. 1992.
25. T. Ranchin, "Applications de la transformée en ondelettes et de l'analyze multirésolution au traitement des images de télédétection," Ph.D. dissertation, Univ. Nice-Sophia Antipolis, Nice, France, July 1993.
26. G. P. Nason and B. W. Silverman, "The stationary wavelet transform and some statistical applications," in Wavelets and Statistics, ser. Lecture Notes Statist. 103, A. Antoniadis and G. Oppenheim, Eds. New York: Springer-Verlag, 1995, pp. 281-299.