A markov random field model for classification of multisource satellite imagery

IEEE Transactions on Geoscience and Remote Sensing

Volumn 34, Issue 1, 1996, Pages 100-113

  Schistad Solberg, Anne H ^a,b,c   Taxt, Torfinn ^a   Jain, Anil K ^a  

^a NORWEGIAN COMPUTING CENTER   (Norway)

^b UNIVERSITY OF BERGEN   (Norway)

^c MICHIGAN STATE UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFICATION (OF INFORMATION); GEOGRAPHIC INFORMATION SYSTEMS; IMAGE ANALYSIS; MARKOV PROCESSES; MATHEMATICAL MODELS; MULTISPECTRAL SCANNERS; REMOTE SENSING; SYNTHETIC APERTURE RADAR;

MARKOV RANDOM FIELD MODEL; MULTISOURCE SATELLITE IMAGERY;

RADAR IMAGING;

EID: 0029772671     PISSN: 01962892     EISSN: None     Source Type: Journal    
DOI: 10.1109/36.481897     Document Type: Article

References (49)

1. M.A. Abidi and R.C. Gonzalez, Data Fusion in Robotics and Machine Intelligence. New York: Academic, 1992.
2. N. Ayache and O. Faugeras, "Building, registrating, and fusing noisy visual maps," Int.J. Robot. Res., vol. 7, pp. 45-64, 1988.
3. J.A. Benediktsson and P.H. Swain, "A method of statistical multisource classification with a mechanism to weight the influence of the data sources," ill IEEE Symp. Geoscience and Remote Sensing (IGARSS), Vancouver, Canada, July 1989, pp. 517-520.
4. .1. A. Benediktsson, P.H. Swain, and O.K. Ersoy, "Neural network approaches versus statistical methods in classification of multisource remote sensing data," IEEE Trans. Geosc. Remote Sensing, vol. 28, pp. 540-552, 1990.
5. J. Besag, "On the statistical analysis of dirty pictures," J. Royal Staust. Soc., ser. B, vol. 48, pp. 259-302, 1986.
6. R. Chellappa and A. Jain, Eds., Markov Random Fields: Theory and Application. New York: Academic, 1993.
7. P.B. Chou and C.M. Brown, "Muitimodai reconstruction and segmentation with Markov Random Fields and HCF optimization," in Proc. 1988 DARPA Image Understanding Workshop, 1988, pp. 214-221.
8. P.N. Churchill, "MAESTRO 1 proceedings of the data quality workshop 5-6/7-1990," CEC-JRC/ESA, Ispra, Italy, Tech. Rep. IARSA/MWT/4.90, v. 1.0, July 1990.
9. H. Derin, P.A. Kelly, G. Vezina, and S.G. Labitt, "Modeling and segmentation of speckled images using complex data," IEEE Trans. Geosc. Remote Sensing, vol. 28, pp. 76-87, 1990.
10. R.C. Dubes and A.K. Jain, "Random field models in image analysis," J. Appl. Statist., vol. 16, pp. 131-163, 1989.
11. S.E. Franklin, "Ancillary data input to satellite remote sensing of complex terrain phenomena," Comput. GeoscL, vol. 15, pp. 799-808, 1989.
12. R.T. Frankot and R. Chellappa, "Lognormal random-field models and their applicationi to radar image synthesis," IEEE Trans. Geosci. Remote Sensing, vol. GRS-25, pp. 195-206, 1987.
13. S. Geman and D. Geman, "Stochastic relaxation, üibbs distribution, and Bayesian restoration of images," IEEE Trans. Pattern Anal. Machine Intell., vol. PAMI-6, pp. 721-741, 1984.
14. P.J. Green and D.M. Titteriugton, "Recursive methods in image processing," in 46th Session Int. Statistical Institute, 1987, pp. 1-17.
15. R.M. Haralick, "Decision making in context," IKEE Trans. Pattern Anal. Machine Intell, vol. PAMI-5, pp. 417-428, 1983.
16. J. Haslett, "Maximum likelihood discriminant analysis on the plane using a Markovian model of spatial context," Pattern Recognition, vol. 18, pp. 287-296, 1985.
17. S.J. Henkind and M.C. Harrison, "An analysis of four uncertainty calculi," IEEE Trans. Syst., Man, Cybern., vol. 18, pp. 700-714, 1988.
18. J. Kittler and J. Föglein, "Contextual classification of multispectral pixel data," Image Vision Computing, vol. 2, pp. 13-29, 1984.
19. O. Jakubowicz, "Autonomous reconfiguration of sensor systems using neural nets," in Proc. SP1E: Sensor Fusion, Orlando, FL, Apr. 1988, pp. 197-203.
20. B. Jeon and D. Landgrebe, "Spatio-temporal contextual classification of remotely sensed multispectral data," in Proc. 1990 IEEE Int. Conf. Systems, Man, and Cybernetics, Los Angeles, CA, 1990, pp. 342-344.
21. "Classification with spatio-temporal interpixel class dependency contexts," IEEE Trans. Geosci. Remote Sensing, vol. 30, pp. 663-672, 1992.
22. E. Holbak-Hanssen, H. Tjelmeland, O.M. Johannessen, T. Olaussen, and R. Karpuz, "Speckle reduction and maximum likelihood classification of SAR images from sea ice recorded during MIZEX 87," in IEEE Symp. Geoscience and Remote Sensing (IGARSS), Vancouver, Canada, July 1989, pp. 755-758.
23. N. Khazenie and M.M. Crawford, "Spatio-temporal autocorrelated model for contextual classification," IEEE Trans. Geosci. Remole Sensing, vol. 28, pp. 529-539, 1990.
24. H. Kim and P. II. Swain, <:A method for classification of multisource data using interval-valued probabilities and its application to HTRTS data," in Proc. Workshop Multisource Data Integration in Remote Sensing, June 1990, pp. 75-82 (NASA Conf. Publ. 3099).
25. D.G. Leckie, "Synergism of synthetic aperture radar and visible/infrared data for forest type discrimination," Photogrammetric Eng. Remote Sensing, vol. 56, pp. 1237-1246, 1990.
26. J.-S. Lee, "Speckle analysis and smoothing of SAR images," C.omput. Graphics Image Processing, vol. 7, pp. 24-32, 1981.
27. J.-S. Lee, K. Hoppel, S.A. Mango, and A.R. Miller, "Intensity and phase statistics of multi-look polarimetric SAR imagery." in IEEE Symp. Geoscience and Remote Sensing (1GARSS), Tokyo, Japan, Aug. 1993, pp. 813-816.
28. T. Lee, J.A. Richards, and P.H. Swain, "Probabilistic and evidential approaches for multisource data analysis," IEEE Trans. Geosci. Remote Sensing, vol. GRS-25, pp. 283-293, 1987.
29. Q. Lin and J.P. Allcbach, "Combating speckle in SAR images: Vector filtering and sequential classification based on a multiplicative noise model," IEEE Trans. Geosc.l Remote Sensing, vol. 28, pp. 647-653, 1990.
30. A.L. Maffett and C.C. Wackerman, "The modified Beta density function as a model for synthetic aperture radar clutter statistics," IEEE Trans. Geosci. Remote Sensing, vol. 29, pp. 277-283, 1991.
31. J. Marroquin, S. Miter and T. Poggio, "Probabilistic solution of ill-posed problems in computational vision," J. Amer. Statist. Associai., vol. 82, pp. 76-89, 1987.
32. J. Middelkoop and L.L.F. Janssen, "Implementation of temporal relationships in knowledge based classification of satellite images," Photogrammetric Eng. Remote Sensing, vol. 57, pp. 937-945, 1991.
33. A. Owen and P. Switzer, "A neighborhood based classifier for Landsat data," Dep. Statist., Stanford Univ., Stanford, CA, Tech. Rep., 1982.
34. J. Raviv, "Decision making in markov chains applied to the problem of pattern recognition," IEEE Trans. Inform. Theory, vol. IT-13, pp. 536-551, 1967.
35. J.A. Richards, D.A. Landgrebe, and P.H. Swain, "A means for utilizing ancillary information in multispectral classification," Remote Sensing Environ., vol. 12, pp. 463-477, 1982.
36. J.M. Richardson and K.A. Marsh, "Fusion of multisensor data," Int.J. Robot. Res., vol. 7, pp. 78-96, 1988.
37. E. Rignot and R. Chellappa, "Segmentation of synthetic-aperture-radar complex data," J. Opt. Soc. Amer. A, vol. 8, pp. 1499-1509, 1991.
38. "Segmentation of polarimetric synthetic aperture radar data," IEEE Trans. Image Processing, vol. 1, pp. 281-299, 1992.
39. A.H. Schistad and A.K. Jain, "Texture analysis in the presence of speckle noise," in Proc. Int. Geoscience and Remote Sensing Symp. (1GARSS), Houston, TX, May 1992, pp. 884-886.
40. A.H.S. Solberg, A.K. Jain, and T. Taxt, "Multisource classification of remotely sensed data: Fusion of Landsat TM and SAR images," IEEE Trans. Geosci. Remote Sensing, vol. 32, pp. 768-778. 1994.
41. "Fusion of multitemporal satellite images and GIS data for landuse classification," in Proc. 8th Scandinavian Conf. Image Analysis, Tromsø, Norway, May 25-28, 1993, pp. 691-697.
42. A.S. Solberg, "A Markov random field model for classification of multisource satellite imagery," Norwegian Computing Center BILD/09/94, Oslo, Norway, Tech. Rep., 1994.
43. P.H. Swain, "Bayesian classification in a time-varying environment," IEEE Tram. Syst., Man, Cybem., vol. SMC-8, pp. 879-883, 1978.
44. G.T. Toussaint, "The use of context in pattern recognition," Pattern Recognition, vol. 10, pp. 189-204, 1978.
45. M. Tuceryan and A.K. Jain, "Texture analysis," in C.H. Chen, L.F. Pau and P.S.P. Wang, Eds., Handbook of Pattern Recognition and Computer Vision. Singapore: World Scientific, 1993, pp. 235-276.
46. F.T. Ulaby and C. Elachi, Radar Polarimetry for Geoscience Applications. Norwood, MA: Artech House, 1990.
47. F.T. Ulaby, R.K. Moore, and A.K. Fung, Microwave Remote Sensing, Active and Passive, vols. ITJJ. Norwood, MA: Artech House, 1981, 1982, and 1986.
48. M.G. Wooding, "Crop survey of ihe Feltwell area-Aug. 1989, short report and crop map prepared within the MAESTRO-1 experimental programme," British Nat. Space Ctr., London, U.K., Tech. Rep., Jan. 1990.
49. W.A. Wright, "A Markov random field approach to data fusion and color segmentation," Image Vision Comp., vol. 7, pp. 144-150. 1989.