Gabor filter design for multiple texture segmentation

Optical Engineering

Volumn 35, Issue 10, 1996, Pages 2852-2863

  Weldon, Thomas P ^a,c,d,e   Higgins, William E ^b,c,d,e,f   Dunn, Dennis F ^b,c,g  

^a University of North Carolina at Charlotte   (United States)

^b The Pennsylvania State University   (United States)

^c SPIE ^*

^d Institute of Electrical and Electronics Engineers

^e Pattern Recognition Society

^f ASSOCIATION FOR COMPUTING MACHINERY   (United States)

^g PENNSYLVANIA STATE UNIVERSITY   (United States)

Author keywords

Computer vision; Gabor filters; Image segmentation; Statistical image analysis; Texture analysis; Texture segmentation

Indexed keywords

EID: 0001974282     PISSN: 00913286     EISSN: None     Source Type: Journal    
DOI: 10.1117/1.600971     Document Type: Article

References (39)

1. A. C. Bovik, M. Clark, and W. S. Geisler, "Multichannel texture analysis using localized spatial filters," IEEE Trans. Pattern Anal. Machine Intell. 12(1), 55-73 (1990).
2. A. C. Bovik, "Analysis of multichannel narrow-band filters for image texture segmentation," IEEE Trans. Signal Proc. 39(9), 2025-2043 (1991).
3. A. K. Jain and F. Farrokhnia, "Unsupervised texture segmentation using Gabor filters," Pattern Recognition 23(12), 1167-1186 (1991).
4. A. C. Bovik, N. Gopal, T. Emmoth, and A. Restrepo, "Localized measurements of emergent image frequencies by Gabor wavelets," IEEE Trans. Inform. Theory 38(2), 691-711 (1992).
5. D. Dunn, W. Higgins, and J. Wakeley, "Texture segmentation using 2-D Gabor elementary functions," IEEE Trans. Pattern Anal. Machine Intell. 16(2), 130-149 (1994).
6. J. Bigun and J. M. H. du Buf, "N-folded symmetries by complex moments in Gabor space and their application to unsupervised texture segmentation," IEEE Trans. Pattern Anal. Machine Intell. 16(1), 80-87 (1994).
7. D. F. Dunn and W. E. Higgins, "Optimal Gabor filters for texture segmentation," IEEE Trans. Image Proc. 4(7), 947-964 (1995).
8. T. P. Weldon, W. E. Higgins, and D. F. Dunn, "Efficient Gabor filter design for texture segmentation," (submitted for publication).
9. T. P. Weldon, "Multiresolution design of multiple Gabor filters for texture segmentation," PhD thesis, The Pennsylvania State University, University Park, PA (1995).
10. T. N. Tan, "Texture edge detection by modelling visual cortical channels," Pattern Recognition 28(9), 1283-1298 (1995).
11. D. P. Casasent, J. S. Smokelin, and A. Ye, "Wavelet and Gabor transforms for detection," Opt. Eng. 31(9), 1893-1898 (1992).
12. D. P. Casasent and J.-S. Smokelin, "Real, imaginary, and clutter Gabor filter fusion for detection with reduced false alarms," Opt. Eng. 33(7), 2255-2263 (1994).
13. B. J. Super and A. C. Bovik, "Localized measurement of image fractal dimension using Gabor filters," J. Vis. Comm. Image Representation 2(2), 114-128 (1991).
14. A. K. Jain and S. Bhattacharjee, "Text segmentation using Gabor filters for automatic document processing," Machine Vision Appl. 5, 169-184 (1992).
15. R. Mehrotra, K. R. Namuduri, and N. Ranganathan, "Gabor filter-based edge detection," Pattern Recognition 25(12), 1479-1493 (1992).
16. J. G. Daugman, "High confidence visual recognition of persons by a test of statistical independence," IEEE Trans. Pattern Anal. Machine Intell. 15(11), 1148-1160 (1993).
17. J. G. Daugman, "Complete discrete 2-D Gabor transforms by neural networks for image analysis and compression," IEEE Trans. Acoust., Speech, Signal Proc. 36(7), 1169-1179 (1988).
18. T. Ebrahimi and M. Kunt, "Image compression by Gabor expansion," Opt. Eng. 30(7), 873-880 (1991).
19. M. Porat and Y. Zeevi, "The generalized Gabor scheme of image representation in biological and machine vision," IEEE Trans. Pattern Anal. Machine Intell. 10(4), 452-468 (1988).
20. J. G. Daugman, "Uncertainty relation for resolution in space, spatial frequency, and orientation optimized by two-dimensional visual cortical filters," J. Opt. Soc. Am. A, 2(7), 1160-1169 (1985).
21. T. P. Weldon and W. E. Higgins, "Multiscale Rician approach to Gabor filter design for texture segmentation," in IEEE Int. Conf. Image Processing, Vol. II, pp. 620-624 (1994).
22. M.-T. Leung, W. E. Engler, and P. Frank, "Fingerprint image processing using neural network," in IEEE Reg 10 Conf. Computer and Comm. Systems, pp. 582-586 (1990).
23. M. R. Turner, "Texture discrimination by Gabor functions," Biological Cybernetics 55, 71-82 (1986).
24. T. Randen and J. H. Husøy, "Novel approaches to multichannel filtering for image texture segmentation," Proc. SPIE 2094, 626-636 (1994).
25. J. Malik and P. Perona, "Preattentive texture discrimination with early vision mechanisms," J. Opt. Soc. Am. A 7(5), 923-932 (1990).
26. J. M. H. du Buf, "Abstract processes in texture discrimination," Spatial Vision 6, 221-242 (1992).
27. T. Chang and C. C. J. Kuo, "Texture analysis and classification with tree-structured wavelet transform," IEEE Trans. Image Proc. 2(4), 429-441 (1993).
28. R. O. Duda and P. E. Hart, Pattern Classification and Scene Analysis, Wiley, New York (1973).
29. T. Weldon and W. Higgins, "Design of multiple Gabor filters for texture segmentation," to appear in IEEE Int. Conf. Acous., Speech, Sig. Proc. 4, 2245-2248 (1996).
30. T. P. Weldon and W. E. Higgins, "Integrated approach to texture segmentation using multiple Gabor filters," to appear in IEEE Int. Conf. on Image Processing (1996).
31. T. P. Weldon, W. E. Higgins, and D. F. Dunn, "Efficient Gabor filter design using Rician output statistics," in IEEE Int. Symp. Circuits, Systems Vol. 3, pp. 25-28 (1994).
32. D. F. Dunn and W. E. Higgins, "Optimal Gabor-filter design for texture segmentation," in Proc. IEEE Int. Conf. Acoust., Speech, Signal Proc., Vol. V, pp. V37-V40 (1993).
33. M. Schwartz, Information Transmission, Modulation, and Noise, 3rd ed., McGraw-Hill, New York (1980).
34. S. Rice, "Mathematical analysis of random noise," Bell System Tech. J. 23, 282-333 (1944).
35. S. Rice, "Mathematical analysis of random noise," Bell System Tech. J. 24, 96-157 (1945).
36. A. Papoulis, Probability, Random Variables, and Stochastic Processes, 2nd ed., McGraw-Hill, New York (1984).
37. R. C. Gonzalez and R. E. Woods, Digital Image Processing, Addison-Wesley, New York (1992).
38. P. Brodatz, Textures: A Photographic Album for Artists and Designers, Dover, New York (1966).
39. D. F. Dunn, T. P. Weldon, and W. E. Higgins, "Extracting halftones from printed documents using texture analysis," to appear IEEE Int. Conf. Image Proc. (1996).