The inspection of fabric defects based on wavelet transform

被引:0
|
作者
Liu, SG [1 ]
Qu, PG [1 ]
机构
[1] Xian Inst Sci & Technol, Xian 710048, Peoples R China
关键词
fabric defects; FFT; multiresolution;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In the textile production, there may appear many fabric defects. To fabric defects, there are a lot of image-based inspection techniques: Fourier transform, Sobel algorithm of edge inspection, fast Fourier transform (FFT) et. However, Wavelet transform is a kind of multiresolution algorithm, and its multiresolution character corresponds to time frequency multiresolution of human vision. the result of the experiment proves that wavelet transform gives better results than the other traditional methods. So in this article, we use wavelet transform and BP neural network together to inspect and classes the fabric defects.
引用
收藏
页码:1939 / 1942
页数:4
相关论文
共 50 条
  • [1] The inspection of fabric defects by using wavelet transform
    Hu, MC
    Tsai, IS
    JOURNAL OF THE TEXTILE INSTITUTE, 2000, 91 (03) : 420 - 433
  • [2] Inspection of Fabric Defects Based on Compactly Supported Biorthogonal Wavelet Transform
    Chen Shuyue
    Xu Mingqian
    MECHANICAL AND ELECTRONICS ENGINEERING III, PTS 1-5, 2012, 130-134 : 2111 - 2114
  • [3] INSPECTION OF FABRIC DEFECTS BASED ON WAVELET ANALYSIS AND BP NEURAL NETWORK
    Liu, Shu Guang
    Qu, Plngge
    PROCEEDINGS OF 2008 INTERNATIONAL CONFERENCE ON WAVELET ANALYSIS AND PATTERN RECOGNITION, VOLS 1 AND 2, 2008, : 232 - +
  • [4] Image inspection of knitted fabric defects using wavelet packets
    Kuo, Chung-Feng Jeffrey
    Shih, Chung-Yang
    Huang, Chang-Chiun
    Wen, Yao-Ming
    TEXTILE RESEARCH JOURNAL, 2016, 86 (05) : 553 - 560
  • [5] Grid-based Method and Wavelet Transform Fusion Of Rapid Detection of Fabric Defects
    Kang, Zhiqiang
    Shi, Xiuhua
    Li, Qi
    Feng, Bin
    MECHATRONIC SYSTEMS AND AUTOMATION SYSTEMS, 2011, 65 : 48 - 51
  • [6] Textile Inspection Based on À trous Wavelet Transform
    Saleh, Eman Hussein
    Badawy, Wael
    Fouad, Mohamed
    Sayed, Mohammed S.
    El-Samie, Fathi E. Abd
    WIRELESS PERSONAL COMMUNICATIONS, 2024, 138 (03) : 1405 - 1422
  • [7] Identification of fabric defects based on discrete wavelet transform and back-propagation neural network
    Liu Jianli
    Zuo Baoqi
    JOURNAL OF THE TEXTILE INSTITUTE, 2007, 98 (04) : 355 - 362
  • [8] Fabric inspection based on best wavelet packet bases
    Hu, MC
    Tsai, IS
    TEXTILE RESEARCH JOURNAL, 2000, 70 (08) : 662 - 670
  • [9] Analysis and Research of the Fabric Density based on the Wavelet Transform
    Qin, Yilin
    Xu, Fangling
    2012 FIFTH INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND DESIGN (ISCID 2012), VOL 1, 2012, : 197 - 200
  • [10] Automatic inspection of fabric defects based on computer vision
    Liu Shu-guang
    Qu Ping-ge
    PROCEEDINGS OF 2009 INTERNATIONAL TEXTILE SCIENCE AND TECHNOLOGY FORUM, 2010, : 196 - 201