Wavelet-based fractal signature analysis for automatic target recognition

Optical Engineering

Volumn 37, Issue 1, 1998, Pages 166-174

  Espinal, Fausto ^b,c,d   Huntsberger, Terrance ^a,b   Jawerth, Björn D ^c,e,f   Kubota, Toshiro ^b,g,h,i,j  

^a SPIE ^*

^b University of South Carolina   (United States)

^c UNIVERSITY OF SOUTH CAROLINA   (United States)

^d Pontificia Universidad Catolica Madre y Maestra   (Dominican Republic)

^e LUND INSTITUTE OF TECHNOLOGY   (Sweden)

^f CEO of Summus Ltd

^g KEIO UNIVERSITY   (Japan)

^h GEORGIA INSTITUTE OF TECHNOLOGY   (United States)

ⁱ Keio University ^*

^j University of Sooth Carolina

more..

Author keywords

Fractal dimension; Recognition techniques; Segmentation; Targeting; Texture analysis; Wavelets

Indexed keywords

EID: 0000840852     PISSN: 00913286     EISSN: None     Source Type: Journal    
DOI: 10.1117/1.601844     Document Type: Article

References (25)

1. C. Kervrann and F. Heitz, "A Markov Random Field model-based approach to unsupervised texture segmentation using local and global spatial statistics," IEEE Trans. Image Process. 4(6), 856-862 (1995).
2. T. S. Lee, "A Bayesian framework for understanding texture segmentation in the primary visual cortex," Vis. Res. 35(18), 2643-2657 (1995).
3. T. Hofmann, J. Pazicha, and J. M. Buhmann, "Unsupervised segmentation of textured images by pairwise date clustering," in Proc. IEEE Int. Conf. on Image Processing, Vol. 3, pp. 137-140, Laussanne (1996).
4. T. Hofmann, J. Puzicha, and J. M. Buhman, "Deterministic annealing for unsupervised texture segmentation," in Lecture Notes in Computer Science: Proc. Int. Worshop on Energy Minimization Methods in Computer Vision and Pattern Recognition, pp. 213-228, Venice, Springer-Verlag, Belin (1997).
5. R. Azencott, J. Ping, and L. Younes, "Texture classification using windowed Fourier filters," IEEE Trans. Pattern Anal. Mach. Intell. 19(2), 148-153 (1997).
6. A. Teuner, O. Pichler, and B. J. Hosticka, "Unsupervised texture segmentation of images using tuned matched Gabor filters," IEEE Trans. Image Process. 4(6), 863-870 (1995).
7. A. C. Bovic, M. Clark, and W. S. Geisler, "Multichannel texture analysis using localized spatial filters," IEEE Trans. Pattern Anal. Mach. Intell. 12(1) 55-73 (1990).
8. D. Dunn, W. Higgins, and J. Wakeley, "2-D analysis of Gabor-filter output signatures for texture segmentation," in Proc. IEEE Int. Conf. Acoust. Speech Sig. Proc. 92, Vol. 3, pp. 65-68 (1992).
9. O. Pichler, A. Teuner, and B. J. Hosticka, "A comparison of texture feature extraction using adaptive Gabor filtering, pyramidal and tree structured wavelet transforms," Pattern Recog. 29(5), 733-742 (1996).
10. A. Laine and J. Fan, "Texture classification by wavelet packet signatures," IEEE Trans. Pattern Anal. Mach. Intell. 15(11), 1186-1191 (1993).
11. A. Laine and J. Fan, "An adaptive approach for texture segmentation by multi-channel wavelet frames," Technical Report TR-93-025, Center for Computer Vision and Visualization, Univ. of Florida, Gainesville, FL (Aug. 1993).
12. B. A. Huntsberger, S. N. Jayaramamurthy, and T. L. Huntsberger, "Morphological classification of color textures," in Proc. IEEE 30th Midwest Symp. on Circuits and Systems, pp. 363-366, Syracuse, NY (1987).
13. B. A. Huntsberger and T. L. Huntsberger, "Hypercube algorithms for multi-spectral texture analysis," in Proc. 4th Conf. on Hypercube Concurrent Computers and Applications (HCCA4), pp. 1009-1012, Golden Gate Enterprises, Los Altos, CA (1989).
14. S. Peleg, J. Naor, R. Hartley, and D. Avnir, "Multiple resolution texture analysis and classification," IEEE Trans. Pattern Anal. Mach. Intell. 6, 518-523 (1984).
15. B. B. Mandelbrot, The Fractal Geometry of Nature, W. H. Freeman, San Francisco (1982).
16. F. Argoul, A. Arneodo, J. Elezgaray, and G. Grasseau, "Wavelet transform of fractal aggregates," Phys. Lett. A 135(6,7), 327-335 (1989).
17. S. Mallat, "A theory for multiresolution signal decomposition: the wavelet representation," IEEE Trans. Pattern Anal. Mach. Intell. 11, 674-693 (1989).
18. A. Deliu and B. Jawerth, "Geometrical dimension versus smoothness," Construct. Approx. 8, 211-222 (1992).
19. P. Brenner, V. Thomee, and L. B. Wahlbin, Besov Spaces and Applications to Difference Methods for Initial Value Problems, Lecture Notes in Mathematics, Number 434, Springer-Verlag, Berlin.
20. C. K. Chui, An Introduction to Wavelets, Academic Press, New York (1992).
21. J. D. Villasenor, B. Beizer, and J. Liao, "Wavelet filter evaluation for image compression," IEEE Trans. Image Process. 4(8), 1053-1060 (1995).
22. A. K. Jain and F. Farrokhia, "Unsupervised texture segmentation using Gabor filters," in Proc. IEEE Int. Conf. on Systems, Man and Cybernetics, pp. 14-19 (1990).
23. J. T. Tou and R. C. Gonzalez, Pattern Recognition Principles, Xddison-Wesley, Reading, MA (1974).
24. J. Hu, S. N. Jayaramamurthy, and T. L. Huntsberger, "Fractal signature analysis of mixtures of textures," in Proc. IEEE S.E. Symp. Systems Theory, pp. 32-35, Clemson, SC (1987).
25. T. L. Huntsberger, "Biologically motivated cross-modality sensory fusion system for automatic target recognition," Neural Net. 8(7/8) 1215-1226 (1995).