Defect detection in textiles using optimal gabor wavelet filter

被引:0
|
作者
Liu, Hao [1 ]
Han, Jiuqiang [1 ]
机构
[1] Univ Xian Jiaotong, Sch Elect & Informat Engn, Xian, Shanxi Prov, Peoples R China
关键词
computer vision; defect detection; gabor filters; gabor wavelets; industrial automation;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
For automatic visual inspection of industrial production on textile materials, a method based on optimal Gabor wavelet filter was presented in this paper. This method used a simple and fast process to get the optimal filer from a set of Gabor wavelet filters and utilized this filter to extract texture features of images. Considering the industrial requirement, we used fast algorithm in feature extraction to reduce the calculation time. Finally, used a threshold of this feature to produce a binary image of defects. The experiments on this approach yielded excellent results for various types of defects. The results show that the developed algorithm is robust, scalable and computationally efficient for defect detection and appropriate for real-time industry production.
引用
收藏
页码:601 / 601
页数:1
相关论文
共 50 条
  • [1] Defect Detection in Textiles Using Morphological Analysis of Optimal Gabor Wavelet Filter Response
    Alimohamadi, Hamid
    Ahmadyfard, Alireza
    Shojaee, Esmaeil
    [J]. 2009 INTERNATIONAL CONFERENCE ON COMPUTER AND AUTOMATION ENGINEERING, PROCEEDINGS, 2009, : 26 - +
  • [2] The criteria of choosing the optimal Gabor filter and defect detection using the optimal Gabor filter
    Zhou, Jikun
    Yang, Kewen
    [J]. 2015 7TH INTERNATIONAL CONFERENCE ON INTELLIGENT HUMAN-MACHINE SYSTEMS AND CYBERNETICS IHMSC 2015, VOL II, 2015,
  • [3] Detecting Skin Defect Of Fruits Using Optimal Gabor Wavelet Filter
    Alimohamadi, Hamid
    Ahmadyfard, Alireza
    [J]. ICDIP 2009: INTERNATIONAL CONFERENCE ON DIGITAL IMAGE PROCESSING, PROCEEDINGS, 2009, : 402 - +
  • [4] Denim Defect Detection Based on Optimal Gabor Filter
    Wang Qingchen
    Jing Junfeng
    Zhang Lei
    Wang Xiaohua
    Li Pengfei
    [J]. LASER & OPTOELECTRONICS PROGRESS, 2018, 55 (07)
  • [5] Fabric defect detection algorithm using RDPSO-based optimal Gabor filter
    Li, Yueyang
    Luo, Haichi
    Yu, Miaomiao
    Jiang, Gaoming
    Cong, Honglian
    [J]. JOURNAL OF THE TEXTILE INSTITUTE, 2019, 110 (04) : 487 - 495
  • [6] Supervised defect detection on textile fabrics via optimal Gabor filter
    Jing, Junfeng
    Yang, Panpan
    Li, Pengfei
    Kang, Xuejuan
    [J]. JOURNAL OF INDUSTRIAL TEXTILES, 2014, 44 (01) : 40 - 57
  • [7] Fabric Defect Detection using Wavelet Filter
    Karlekar, Vaibhav V.
    Biradar, M. S.
    Bhangale, K. B.
    [J]. 1ST INTERNATIONAL CONFERENCE ON COMPUTING COMMUNICATION CONTROL AND AUTOMATION ICCUBEA 2015, 2015, : 712 - 715
  • [8] Optimal Ring Gabor Filter Design for Texture Defect Detection Using a Simulated Annealing Algorithm
    Hu, Guang-Hua
    [J]. 2014 INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE, ELECTRONICS AND ELECTRICAL ENGINEERING (ISEEE), VOLS 1-3, 2014, : 859 - 863
  • [9] Car Wiper Arm Defect Detection Using Gabor Filter
    Lor, Kar Hou
    Goh, Kam Meng
    [J]. PROCEEDINGS OF THE 2019 IEEE INTERNATIONAL CONFERENCE ON SIGNAL AND IMAGE PROCESSING APPLICATIONS (IEEE ICSIPA 2019), 2019, : 164 - 169
  • [10] Fabric defect detection using ACS-based thresholding and GA-based optimal Gabor filter
    Zhu, Runhu
    Xin, Binjie
    Deng, Na
    Fan, Mingzhu
    [J]. JOURNAL OF THE TEXTILE INSTITUTE, 2024, 115 (09) : 1432 - 1446