Modeling and detection of geospatial objects using texture motifs

IEEE Transactions on Geoscience and Remote Sensing

Volumn 44, Issue 12, 2006, Pages 3706-3715

  Bhagavathy, Sitaram ^a,b,c   Manjunath, B S ^a,b  

^a IEEE   (United States)

^b University of California   (United States)

^c Thomson Corporate Research   (United States)

Author keywords

Geospatial object; Object detection; Object model

Indexed keywords

GEOSPATIAL OBJECTS; OBJECT DETECTION; OBJECT MODELS; SPATIAL DISTRIBUTION;

COMPUTER SIMULATION; DATABASE SYSTEMS; MATHEMATICAL MODELS; OBJECT RECOGNITION; SIGNAL DETECTION;

GEOTECHNICAL ENGINEERING;

EID: 33845636912     PISSN: 01962892     EISSN: None     Source Type: Journal    
DOI: 10.1109/TGRS.2006.881741     Document Type: Article

References (34)

1. L. Hill, J. Frew, and Q. Zheng, "Geographic names: The implementation of a gazetteer in a georeferenced digital library," D-Lib Mag., vol. 5, no. 1, Jan. 1999. [Online], Available: www.dlib.org/dlib/ january99/hill/01hill.html
2. A. Huertas and R. Nevatia, "Detecting buildings in aerial images," Comput. Vis. Graph. Image Process., vol. 41, no. 2, pp. 131-152, Feb. 1988.
3. R. B. Irvin and D. M. McKeown, "Methods for exploiting the relationship between buildings and their shadows in aerial imagery," IEEE Trans. Syst., Man, Cybern., vol. 19, no. 6, pp. 1564-1575, Nov. 1989.
4. J. Shufelt and D. M. McKeown, "Fusion of monocular cues to detect manmade structures in aerial imagery," Comput. Vis. Graph. Image Process., vol. 57, no. 3, pp. 307-330, May 1993.
5. S. Noronha and R. Nevatia, "Detection and modeling of buildings from multiple aerial images," IEEE Trans. Pattern Anal. Mach. Intell., vol. 23, no. 5, pp. 501-518, May 2001.
6. A. L. Reno and D. M. Booth, "Using models to recognise man-made objects," in Pmc. IEEE Workshop Vis. Surveill., 1999, pp. 33-40.
7. E. P. Baltsavias, A. Gruen, and L. V. Gool, Eds., Automatic Extraction of Man-Made Objects From Aerial and Space Images (III). Lisse, The Netherlands: A. A. Balkema, 2001.
8. M. Mueller and K. Segl, "Object recognition based on high spatial resolution panchromatic satellite imagery," in Proc. Joint Workshop ISPRS Sens. and Mapp. Space, 1999.
9. M. Nagao and T. Matsuyama, "A structural analysis of complex aerial photographs," in Advanced Applications in Pattern Recognition. New York: Plenum, 1980.
10. B. Nicolin and R. Gabler, "A knowledge-based system for the analysis of aerial images," IEEE Trans. Geosci. Remote Sens., vol. GRS-25, no. 3, pp. 317-329, May 1987.
11. F. Quint, "Recognition of structured objects in monocular aerial images using context," in Mapping Buildings, Roads and Other Man-Made Structures From Images, F. Leberl. München, Ed. Karlsruhe, Germany: Universität Karlsruhe; Institut für Photogrammetrie und Fernerkundung, 1997, pp. 213-228.
12. J. D. M. McKeown, J. W. A. Harvey, and J. McDermott, "Rule-based interpretation of aerial imagery," IEEE Trans. Pattern Anal. Mach. Intell., vol. PAMI-7, no. 5, pp. 570-585, Sep. 1985.
13. T. Matsuyama and V. Hwang, "SIGMA: A knowledge-based aerial image understanding system," in Advances in Computer Vision and Machine Intelligence. New York: Plenum, 1990.
14. S. T. F. Mahmood, "Attentional selection in object recognition," Ph.D. dissertation, MIT, Cambridge, MA, 1993.
15. R. N. Braithwaite and B. Bhanu, "Hierarchical Gabor filters for object detection in infrared images," in Proc. Conf. Comput. Vis. and Pattern Recog., 1994, pp. 628-631.
16. A. K. Jain, N. K. Ratha, and S. Lakshmanan, "Object detection using Gabor filters," Pattern Recog., vol. 30, no. 2, pp. 295-309, Feb. 1997.
17. C. Schmid, "Constructing models for content-based image retrieval," in Proc. Int. Conf. Comput. Vis. and Pattern Recog., 2001, pp. 39-45.
18. J. S. Weska, C. R. Dyer, and A. Rosenfeld, "A comparative study of texture measures for terrain classification," IEEE Trans. Syst., Man, Cybern., vol. SMC-6, no. 4, pp. 269-285, Apr. 1976.
19. J. Carr, "Spectral and textural classification of single and multiple band digital images," Comput. Geosci., vol. 22, no. 8, pp. 849-865, Oct. 1996.
20. C. Zhu and X. Yang, "Study of remote sensing image texture analysis and classification using wavelet," Int. J. Remote Sens., vol. 19. no. 16, pp. 3197-3203, Nov. 1998.
21. S. Berberoglu, C. Lloyd, P. Atkinson, and P. Curran, "The integration of spectral and textural information using neural networks for land cover mapping in the Mediterranean," Comput. Geosci., vol. 26, no. 4, pp. 385-396, May 2000.
22. T. Wassenaar, J. Robbez-Masson, P. Andrieux, and F. Baret, "Vineyard identification and description of spatial crop structure by per-field frequency analysis," Int. J. Remote Sens., vol. 23, no. 17, pp. 3311-3325, Sep. 2002.
23. T. Ranchin, B. Naert, M. Albuisson, G. Boyer, and P. Astrand, "An automatic method for vine detection in airborne imagery using wavelet transform and multiresolution analysis," Photogramm. Eng. Remote Sens., vol. 67, no. 1, pp. 91-98, 2001.
24. V. Karathanassi, C. Iossifidis, and D. Rokos, "A texture-based classification method for classifying built areas according to their density," Int. J. Remote Sens., vol. 21, no. 9, pp. 1807-1823, Jun. 2000.
25. S. Bhagavathy, S. Newsam, and B. S. Manjunath, "Modeling object classes in aerial images using texture motifs," in Proc. Int. Conf. Pattern Recog., Aug. 2002, pp. 981-984.
26. B. S. Manjunath and W. Y. Ma, "Texture features for browsing and retrieval of image data," IEEE Trans. Pattern Anal. Mach. Intell., vol. 18, no. 8, pp. 837-842, Aug. 1996.
27. S. Newsam, L. Wang, S. Bhagavathy, and B. S. Manjunath, "Using texture to analyze and manage large collections of remote sensed image and video data," J. Appl. Opt.: Inf. Process., vol. 43, no. 2, pp. 210-217, Jan. 2004.
28. W. Y. Ma and B. S. Manjunath, "Netra: A toolbox for navigating large image databases "Multimedia Syst., vol. 7, no. 3, pp. 184-198, May 1999.
29. W.-Y. Ma and B. S. Manjunath, "A texture thesaurus for browsing large aerial photographs," J. Amer. Soc. Inf. Sci., vol. 49, no. 7, pp. 633-648, May 1998.
30. R. Manduchi, "A cluster grouping technique for texture segmentation," in Proc. Int. Conf. Pattern Recog., 2000, pp. 1060-1063.
31. C. Carson, M. Thomas, S. Belongie, J. M. Hellerstein, and J. Malik, "Blobworld: A system for region-based image indexing and retrieval," in Proc. Int. Conf. Vis. Inf. Syst., 1999, pp. 509-516.
32. A. P. Dempster, N. M. Laird, and D. B. Rubin, "Maximum likelihood estimation from incomplete data via the EM algorithm," J. Roy. Stat. Soc., sci. B, vol. 39, no. 1, pp. 1-38, 1977.
33. S. Newsam and B. S. Manjunath, "Normalized texture motifs and their application to statistical object modeling," in Proc. CVPR Workshop POCV, Jun. 2004, p. 45.
34. C. J. V. Rijsbergen, Information Retrieval, 2nd ed. London, U.K.: Butterworths, 1979.