Fabric defect detection using a genetic algorithm tuned wavelet filter

Journal of the Textile Institute

Volumn 96, Issue 1, 2005, Pages 43-54

  Jasper, Warren ^a   Joines, J ^a   Brenzovich, J ^a  

^a NORTH CAROLINA STATE UNIVERSITY   (United States)

Author keywords

Entropy; Fabric defect detection; Hybrid genetic algorithm; Wavelet transform

Indexed keywords

DEFECT; DETECTOR; MATHEMATICAL EXPRESSION;

EID: 16244378839     PISSN: 00405000     EISSN: None     Source Type: Journal    
DOI: 10.1533/joti.2004.0057     Document Type: Article

References (24)

1. Baykut, A., Atalay, A., Erci, A. and Guler, M., 2000. Realtime defect inspection of textured surfaces. Realtime Imaging 6: 17-27.
2. Brenzovich, J., 2003. Fabric defect detection using a GA tuned wavelet filter. Ph. D. thesis, N.C. State University.
3. Chan, C. and Pang, G., 2000. Fabric defect detection by Fourier analysis. IEEE Transactions on Industry Applications 36 (5): 1267-1276.
4. Chu, P. and Beasley, J., 1995. A genetic algorithm for the generalised assignment problem. Technical report, The Management School Imperial College London.
5. Coifman, R. and Wickerhauser, M., 1992. Entropy based algorithms for best basis selection. IEEE Transactions on Information Theory 38 (2 special issue pt II): 713-718.
6. Daubechies, I., 1988. Ten lectures on wavelets. Communications on Pure and Applied Mathematics 44: 909-996.
7. Houck, C. R., Joines, J. A. and Kay, M. G., 1997. Empirical investigation of the benefits of partial Lamarckianism. Evolutionary Computation 5 (1): 31-60.
8. Houck, C., Joines, J. and Kay, M., 1996. Comparison of genetic algorithms, random restart, and two-opt switching for solving large location-allocation problems. Computers & Operations Research 23 (6): 587-596.
9. Jasper, W., Garnier, S. and Potlapalli, H., 1996. Texture characterization and defect detection using adaptive wavelets. Optical Engineering 35 (11): 3140-3149.
10. Jasper, W. and Potlapalli, H., 1995. Image analysis of mispicks in woven fabric. Textile Research Journal 65 (11): 683-692.
11. Joines, J. A., Houck, C. R. and Kay, M. G., 1996. A genetic algorithm for function optimization: A Matlab implementation. Technical Report NCSU-IE Technical Report 95-09, North Carolina State University.
12. Joines, J. and Kay, M., 2002. Utilizing hybrid genetic algorithms, Chapter 8, 199-227. Kluwer Academic Publishers.
13. Kumar, A. and Pang, G., 2000. Fabric defect segmentation using multichannel blob detectors. Optical Engineering 39 (12): 3176-3190.
14. Kumar, A. and Pang, G., 2002. Defect detection in textured materials using Gabor filters. IEEE Transactions on Industry Applications 38 (2): 425-440.
15. Leung, L., King, B. and Vohora, V., 2001. Comparison of image data fusion techniques using entropy and ini. In 22nd Asian Conference on Remote Sensing.
16. Michalewicz, Z., 1996. Genetic algorithms + data structures = evolution programs. 3rd ed. AI Series. New York: Springer-Verlag.
17. Press, W., Teukolosky, S., Vetterling, W. and Flannery, B., 1992. Numerical recipes in c: the art of scientific computing. second ed. Cambridge University Press.
18. Renders, J. M. and Flasse, S., 1996. April. Hybrid methods using genetic algorithms for global optimization. IEEE Transactions on Systems, Man, and Cybernetics Part B: 26 (2): 243-258.
19. Rinnooy-Kan, A. and Timmer, G., 1987. Stochastic global optimization methods part i. Mathematical Programming 39 (1): 27-56.
20. Sari-Sarraf, H. and Goddard. J., 1999. Vision system for onloom fabric inspection. IEEE Transactions on Industry Applications 36 (6): 1252-1259.
21. Strang, G., 1989. December. Wavelets and dilation equations: a brief introduction. SIAM Review 31 (4): 614-627.
22. Tsai, D. and Huang, T., 2003. Automated surface inspection for statistical textures. Image and Vision Computing 21: 307-323.
23. Whitley, D., Gordon, S. and Mathias, K., 1994. Larmarckian evolution, the Baldwin effect and function opimization. In Parallel Problem Solving from Nature-PPSN III, ed. Y. Davidor, H. Schwefel, and R. Manner, 6-15: Springer-Verlag.
24. Yang, X., Pang, G. and Yung, N., 2002. Discriminative fabric defect detection using adaptive wavelets. Optical Engineering 41 (12): 3116-3126.