Lognormal Random-Field Models and Their Applications to Radar Image Synthesis

IEEE Transactions on Geoscience and Remote Sensing

Volumn GE-25, Issue 2, 1987, Pages 195-207

  Frankot, Robert T ^a   Chellappa, Rama ^a  

^a UNIVERSITY OF SOUTHERN CALIFORNIA   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

IMAGE PROCESSING - MATHEMATICAL MODELS;

LOGNORMAL RANDOM-FIELD MODELS; RADAR IMAGE SYNTHESIS;

RADAR IMAGING;

EID: 0023312161     PISSN: 01962892     EISSN: 15580644     Source Type: Journal    
DOI: 10.1109/TGRS.1987.289818     Document Type: Article

References (37)

1. M. I. Skolnik, Ed.,Radar Handbook. New York: McGraw-Hill, 1970.
2. D. K. Barton, Ed., Radars-Volume V, Radar Clutter. Dedham, MA: Artech House, 1975.
3. F. T. Ulaby, “Vegetation clutter model,” IEEE Trans. Antennas Propagat., vol. AP-28, pp. 538-545, July 1980.
4. T. H. Einstein, “Effect of frequency averaging on estimation of clutter statistics used in setting CFAR detection thresholds,” MIT Lincoln Lab., TT-60, AD A131947, Nov. 1982.
5. F. T. Ulaby et al., “Crop classification using airborne radar and landsat sat data,” IEEE Trans. Geosci. Remote Sensing., vol. GE-20, pp. 42-51, Jan. 1982.
6. T. G. Stockham, “Image processing in the context of a visual model,” Proc. IEEE, vol. 60, pp. 828-842, July 1972.
7. H. Kaufman et al., “Estimation and identification of two-dimensional images,” IEEE Trans. Automat. Contr., vol. AC-28, pp. 745-756, July 1983.
8. R. H. Mitchel and S. Marder, “Synthetic aperture radar image quality considerations,” Opt. Eng., vol. 21, pp. 48-55, Jan. 1982.
9. D. J. Sakrison, “On the role of the observer and a distortion measure in image transmission,” IEEE Trans. Commun., vol. COM-25, pp. 1251-1267, Nov. 1977.
10. J. L. Mannos and D. J. Sakrison, “The effects of a visual fidelity criterion on the encoding of images,” IEEE Trans. Inform. Theory, vol. IT-20, pp. 525-536, July 1974.
11. G. B. Goldstein, “False-alarm regulation in lognormal and Weibull clutter,” IEEE Trans. Aerosp. Electron. Syst., vol. AES-9, pp. 84-92, 92, Jan. 1973.
12. M. Sekineetal., “Suppression of ground and weatherclutter,” Proc. IEE, vol. 128, pt. F, pp. 175-178, June 1981.
13. E. Jakeman and P. N. Pusey, “A model for non-Rayleigh sea echo,” IEEE Trans. Antennas Propagat., vol. AP-24, pp. 806-814, Nov. 1976.
14. M. A. Blanco, “On clutter modeling and the spectra of two-dimensional Gauss-Markov random signals, IEEE Trans. Aerosp. Electron. Syst., vol. AES-18, pp. 228-234, Mar. 1982.
15. R. Teekens, Prediction Methods in Multiplicative Models. Rotterdam: Rotterdam Univ. Press, 1972.
16. P. Z. Peebles, “The generation of correlated lognormal clutter for radar simulations,” IEEE Trans. Aerosp. Electron. Syst., vol. AES-7, 7, pp. 1215-1217, Nov. 1971.
17. G. E. P. Box and G. M. Jenkins, Time Series Analysis. Oakland, CA: Holden-Day, 1976.
18. R. L. Kashyap and P. M. Lapsa, “Synthesis and estimation using long-correlation models,” IEEE Trans. Pattern Anal. Machine In-tell., tell., vol. PAMI-6, pp. 800-809, Nov. 1984.
19. R. L. Kashyap and R. Chellappa, “Estimation and choice of neighbors in spatial-interaction models of images,” IEEE Trans. Inform. Theory, vol. IT-29, pp. 60-72, Jan. 1983.
20. R. Chellappa and R. L. Kashyap, “Digital image restoration using spatial interaction models,” IEEE Trans. Acoust., Speech, Signal Processing, vol. ASSP-30, pp. 461-472, June 1982.
21. D. M. Goodman and M. P. Ekstrom, “Multidimensional spectral factorization and unilateral autoregressive models,” IEEE Trans. Automat. Contr., vol. AC-25, pp. 258-262, Apr. 1980.
22. R. L. Kashyap and A. R. Rao, Dynamic Stochastic Models From Empirical pirical Data. New York: Academic, 1976.
23. R. R. Read et al., “Two-dimensional recursive filtering,” in Picture Processing and Digital Filtering, T. S. Huang, Ed. New York: Springer-Verlag, 1979.
24. J. E. Besag, “Spatial interaction and the statistical analysis of lattice systems,” J. R. Statist. Soc. B, vol. 36, pp. 192-236, 1974.
25. N. Abramson, “Bandwidth and spectra of phase- and frequency-modulated waves, IEEE Trans. Commun. Syst., vol. COM-1 pp. 407-414, 414, Dec. 1963.
26. G. Sharma and R. Chellappa, “A model-based approach for estimation of two-dimensional maximum entropy power spectra,” IEEE Trans. Inform. Theory, vol. IT-31, pp. 90-99, Jan. 1985.
27. R. L. Kashyap, “A Bayesian comparison of different classes of dynamic models using empirical data,” IEEE Trans. Automat. Contr., vol. AC-22, pp. 715-727, Oct. 1977.
28. M. S. Weiss, “Modification of the Kolmogorov-Smirnov statistic for use with correlated data,” J. Amer.'Stat. Ass., vol. 73, pp. 872-875, Dec. 1978.
29. R. T. Frankot and R. Chellappa, “A decision rule for the choice of Gaussian or lognormal models for images,” in Proc. IEEE Conf. Comput. Vision Patt. Recog. (San Francisco, CA), pp. 209-211, 1985.
30. J. Aitchison and J. A. C. Brown, The Lognormal Distribution. Cambridge, England: Cambridge Univ. Press, 1957.
31. R. Chellappa and R. L. Kashyap, “Synthetic generation and estimation in random field models of images,” in Proc. IEEE Conf. Patt. Recog. Image Processing (Dallas, TX), pp. 577-582, June 1981.
32. H. Kiinsch, “Approximations to the maximum likelihood equations for some Gaussian random fields,” Scandinavian J. Statistics, vol. 10, Sept. 1983.
33. D. J. Lewinski, “Nonstationary probabilistic target and clutter scattering models,” IEEE Trans. Antennas Propagat., vol. AP-31, pp. 490-498, May 1983.
34. S. H. Pravdo et al., SEASAT Synthetic Aperture Radar Users Manual, JPL Pub. 82-90, Mar. 1983.
35. R. Chellappa, “Fitting Markov random field models to images,” Tech. Rep. TR-994, Computer Science Ctr., Univ. of Maryland, College Park, MD, Jan. 1981.
36. J. C. Holtzman et al., “Radar image simulation,” IEEE Trans. Geosci. Remote Sensing, vol. GE-16, pp. 296-303, Oct. 1978.
37. H. Mostafavi and F. W. Smith, “Image correlation with geometric -distortion. Part II: Effect on local accuracy,” IEEE Trans. Aerosp. Electron. Syst., vol. AES-14, pp. 494-500, May 1978.