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ISRN Artificial Intelligence
Volume 2012 (2012), Article ID 643473, 16 pages
http://dx.doi.org/10.5402/2012/643473
Research Article

A Set of Geometric Features for Neural Network-Based Textile Defect Classification

1Department of CSE, Prime University, 2A/1 North East of Darussalam Road, Section 1, Mirpur, Dhaka 1216, Bangladesh
2School of Engineering and Computer Science, Independent University, Bangladesh, Plot 16, Block B, Aftabuddin Ahmed Road, Bashundhara R/A, Dhaka 1229, Bangladesh

Received 28 September 2011; Accepted 19 October 2011

Academic Editors: C. Kotropoulos and Y. Liu

Copyright © 2012 Md. Tarek Habib and M. Rokonuzzaman. This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

Linked References

  1. J. Tou and R. Gonzalez, Pattern Recognition Principles, Addison-Wesley, Reading, Mass, USA, 1981.
  2. Export from Bangladesh 1972-73 to 2009-2010, http://www.epb.gov.bd/?NoParameter&Theme=default&Script=exporttrend#export_from_bangladesh.
  3. Trade Information, http://www.bgmea.com.bd/home/pages/TradeInformation.
  4. M. Salahudin and M. Rokonuzzaman, “Adaptive segmentation of knit fabric images for automated defect detection in semi-structured environments,” in Proceedings of the 8th International Conference on Computer and Information Technology, pp. 255–260, Bangladesh, 2005.
  5. R. Stojanovic, P. Mitropulos, C. Koulamas, Y. Karayiannis, S. Koubias, and G. Papadopoulos, “Real-time vision-based system for textile fabric inspection,” Real-Time Imaging, vol. 7, no. 6, pp. 507–518, 2001. View at Scopus
  6. R. G. Saeidi, M. Litifi, S. S. Najar, and A. G. Saeidi, “Computer vision-aided fabric inspection system for on-circular knitting machine,” Textile Research Journal, vol. 75, no. 6, pp. 492–497, 2005. View at Publisher · View at Google Scholar · View at Scopus
  7. A. Islam, S. Akhter, and T. Mursalin, “Automated textile defect recognition system using computer vision and artificial neural networks,” Proceedings World Academy of Science, Engineering and Technology, vol. 13, pp. 1–7, 2006.
  8. V. Murino, M. Bicego, and I. A. Rossi, “Statistical classification of raw textile defects,” in Proceedings of the 17th International Conference on Pattern Recognition (ICPR '04), pp. 311–314, August 2004. View at Scopus
  9. Y. Karayiannis, R. Stojanovic, and P. Mitropoulos, “Defect detection and classification on web textile fabric using multiresolution decomposition and neural networks,” in Proceedings of the 6th IEEE International Conference on Electronics, Circuits and Systems, pp. 765–768, Pafos , Cyprus, September 1999.
  10. A. Kumar, “Neural network based detection of local textile defects,” Pattern Recognition, vol. 36, no. 7, pp. 1645–1659, 2003. View at Publisher · View at Google Scholar · View at Scopus
  11. D. A. Karras, S. A. Karkanis, and B. G. Mertzios, “Supervised and unsupervised neural network methods applied to textile quality control based on improved wavelet feature extraction techniques,” International Journal of Computer Mathematics, vol. 67, no. 1-2, pp. 169–181, 1998. View at Scopus
  12. C. F. J. Kuo and C. J. Lee, “A back-propagation neural network for recognizing fabric defects,” Textile Research Journal, vol. 73, no. 2, pp. 147–151, 2003. View at Scopus
  13. P. Mitropulos, C. Koulamas, R. Stojanovic, S. Koubias, G. Papadopoulos, and G. Karayanis, “Real-time vision system for defect detection and neural classification of web textile fabric,” in Machine Vision Applications in Industrial Inspection VII, vol. 3652 of Proceedings of SPIE, San Jose, Calif, USA, January 1999. View at Publisher · View at Google Scholar · View at Scopus
  14. E. Shady, Y. Gowayed, M. Abouiiana, S. Youssef, and C. Pastore, “Detection and classification of defects in knitted fabric structures,” Textile Research Journal, vol. 76, no. 4, pp. 295–300, 2006. View at Publisher · View at Google Scholar · View at Scopus
  15. J. G. Campbell, C. Fraley, D. Stanford, F. Murtagh, and A. E. Raftery, “Model-based methods for textile fault detection,” International Journal of Imaging Systems and Technology, vol. 10, no. 4, pp. 339–346, 1999. View at Publisher · View at Google Scholar · View at Scopus
  16. F. S. Cohen, Z. Fan, and S. Attali, “Automated inspection of textile fabrics using textural models,” IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 13, no. 8, pp. 803–808, 1991. View at Publisher · View at Google Scholar · View at Scopus
  17. J. Campbell, A. Hashim, T. McGinnity, and T. Lunney, “Flaw detection in woven textiles by neural network,” in Proceedings of the 5th Irish Neural Networks Conference, pp. 92–99, Maynooth, Ireland, September 1995.
  18. K. L. Mak, P. Peng, and H. Y. K. Lau, “A real-time computer vision system for detecting defects in textile fabrics,” in Proceedings of the IEEE International Conference on Industrial Technology (ICIT '05), pp. 469–474, Hong Kong, China, December 2005. View at Publisher · View at Google Scholar · View at Scopus
  19. Y. Guiguo, Z. Xiaoyong, L. Jinxiang, and Z. Baoqi, “Feature selection of fabric defects based on genetic algorithm,” Journal of Textile Research, no. 12, 2009.
  20. Y. Shu and Z. Tan, “Fabric defects automatic detection using gabor filters,” in Proceedings of the 5th World Congress on Intelligent Control and Automation (WCICA '04), pp. 3378–3380, Hangzhou, China, June 2004. View at Scopus
  21. M. A. Islam, S. Akhter, T. E. Mursalin, and M. Ashraful Amin, “A suitable neural network to detect Textile defects,” in Proceedings of the 13th International Conference on Neural Information Processing (ICONIP '06), vol. 4233 of Lecture Notes in Computer Science, pp. 430–438, October 2006.
  22. A. Abouelela, H. M. Abbas, H. Eldeeb, A. A. Wahdan, and S. M. Nassar, “Automated vision system for localizing structural defects in textile fabrics,” Pattern Recognition Letters, vol. 26, no. 10, pp. 1435–1443, 2005. View at Publisher · View at Google Scholar · View at Scopus
  23. W. Jasper, J. Joines, and J. Brenzovich, “Fabric defect detection using a genetic algorithm tuned wavelet filter,” Journal of the Textile Institute, vol. 96, no. 1, pp. 43–54, 2005. View at Publisher · View at Google Scholar · View at Scopus
  24. A. Kumar, “Computer-vision-based fabric defect detection: a survey,” IEEE Transactions on Industrial Electronics, vol. 55, no. 1, pp. 348–363, 2008. View at Publisher · View at Google Scholar · View at Scopus
  25. D. Phillips, Image Processing in C, R & D Publications, Lawrence, Kan, USA, 2nd edition, 2000.