Denim Defect Detection Based on Optimal Gabor Filter

Wang Qingchen; Jing Junfeng; Zhang Lei; Wang Xiaohua; Li Pengfei

doi:10.3788/lop55.071501

[1] Yu M M, Li Y Y, Jiang G M, et al. Warp knit fabric defect detection method based on optimal Gabor filter［J］. Journal of Textile Research, 2016, 37(11): 48-54.

[2] Yuan D L, Song Y M. Fabric defect detection based on optimal Gabor filters［J］. Journal of Image and Graphics, 2006, 11(7): 954-958.

[3] Kumar A. Computer-vision-based fabric defect detection: a survey［J］. IEEE Transactions on Industrial Electronics, 2008, 55(1): 348-363.

[4] Ngan H Y T, Pang G K H, Yung N H C. Automated fabric defect detection: a review［J］. Image & Vision Computing, 2011, 29(7): 442-458.

[5] Shi M, Fu R, Guo Y, et al. Fabric defect detection using local contrast deviations［J］. Multimedia Tools & Applications, 2011, 52(1): 147-157.

[6] Campbell J G, Fraley C, Murtagh F, et al. Linear flaw detection in woven textiles using model-based clustering［J］. Pattern Recognition Letters, 1997, 18(14): 1539-1548.

[7] Borg J, Gershon S, Alpert M. Optimal Gabor filters for textile flaw detection［J］. Pattern Recognition, 2002, 35(12): 2973-2991.

[8] Kumar A, Pang G K H. Defect detection in textured materials using Gabor filters［J］. IEEE Transactions on Industry Applications, 2002, 38(2): 425-440.

[9] Hu G H. Automated defect detection in textured surfaces using optimal elliptical Gabor filters［J］. Optik, 2015, 126(14): 1331-1340.

[10] Xia J, Pei D, Wang Q Z, et al. Face recognition based on local adaptive ternary derivative pattern coupled with Gabor feature［J］. Laser & Optoelectronics Progress, 2016, 53(11): 111004.

[11] Vautrot P, Bonnet N, Herbin M. Comparative study of different spatial/spatial-frequency methods (Gabor filters, wavelets, wavelets packets) for texture segmentation/classification［C］∥International Conference on Image Processing, 1996, 3: 145-148.

[12] Jing J, Yang P, Li P, et al. Supervised defect detection on textile fabrics via optimal Gabor filter［J］. Journal of Industrial Textiles, 2014, 44(1): 40-57.

[13] Hu G H. Optimal ring Gabor filter design for texture defect detection using a simulated annealing algorithm［C］∥Proceedings of 2014 International Conference on Information Science, Electronics and Electrical Engineering, 2014: 860-864.

[14] Yang F F, Miao J, Xie Y J, et al. Internal defects of large optics detected by total internal reflection technique［J］. Chinese Journal of Lasers, 2017, 44(6): 0604005.

[15] Ye Z, Bai L, Nian Y J. Hyperspectral image classification algorithm based on Gabor feature and locality-preserving dimensionality reduction［J］. Acta Optica Sinica, 2016, 36(10): 1028003.

[16] Daugman J G. Uncertainty relation for resolution in space, spatial frequency, and orientation optimized by two-dimensional visual cortical filters［J］. Journal of the Optical Society of America A: Optics & Image Science, 1985, 2(7): 1160-1169.

[17] Storn R, Price K. Differential evolution: a simple and efficient heuristic for global optimization over continuous spaces［J］. Journal of Global Optimization, 1997, 11(4): 341-359.

[18] Das S, Abraham A, Konar A. Automatic clustering using an improved differential evolution algorithm［J］. IEEE Transactions on Systems Man and Cybernetics-Part A: Systems and Humans, 2008, 38(1): 218-237.

[19] Storn R. Differential evolution design of an IIR-filter［C］∥Proceedings of IEEE International Conference on Evolutionary Computation. 1996: 268-273.

[20] Plagianakos V P, Tasoulis D K, Vrahatis M N. A review of major application areas of differential evolution［M］∥Advances in Differential Evolution. Berlin Heidelberg: Springer, 2008: 197-238.

[21] Yang T, Gao H, Kurths J. Multiobjective identification of controlling areas in neuronal networks［J］. IEEE/ACM Transactions on Computational Biology & Bioinformatics, 2013, 10(3): 708-720.