Gabor filter based automatic textile defect detection

被引：7
|
作者：
Ding, LH [1 ]
Xiao, L [1 ]
Zhu, YW [1 ]
Liu, WC [1 ]
Liu, Y [1 ]
机构：
[1] Beijing Inst Technol, Dept Comp Sci & Engn, Beijing 100081, Peoples R China
来源：
SECOND INTERNATION CONFERENCE ON IMAGE AND GRAPHICS, PTS 1 AND 2 | 2002年 / 4875卷
关键词：
Gabor filter; textile defect; image detection; image fusion;
D O I：
10.1117/12.477071
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
This paper presents a multichannel Gabor filter scheme for on line textile defect detection. A textile image is processed by. using the Gabor-filters with multiscale and multioriention and hereby form multi-images. Then, the images are reconstructed into one image for detecting defects. The experimental result shows that the algorithm is robust and computationally efficient. The overall detection rate is around 95%.
引用
收藏
页码：789 / 795
页数：7
相关论文
共 50 条
  • [1] Supervised defect detection on textile fabrics via optimal Gabor filter
    Jing, Junfeng
    Yang, Panpan
    Li, Pengfei
    Kang, Xuejuan
    JOURNAL OF INDUSTRIAL TEXTILES, 2014, 44 (01) : 40 - 57
  • [2] Tyre Defect Detection Based on GLCM and Gabor Filter
    Shabir, Muhammad Ahmad
    Hassan, Muhammad Umair
    Yu, Xiangru
    Li, Jinping
    2019 22ND IEEE INTERNATIONAL MULTI TOPIC CONFERENCE (INMIC), 2019, : 127 - 132
  • [3] Denim Defect Detection Based on Optimal Gabor Filter
    Wang Qingchen
    Jing Junfeng
    Zhang Lei
    Wang Xiaohua
    Li Pengfei
    LASER & OPTOELECTRONICS PROGRESS, 2018, 55 (07)
  • [4] Improved Gabor filters for textile defect detection
    Jing, Junfeng
    Zhang, Huanhuan
    Li, Pengfei
    CEIS 2011, 2011, 15
  • [5] Fabric defect detection based on GLCM and Gabor filter: A comparison
    Raheja, Jagdish Lal
    Kumar, Sunil
    Chaudhary, Ankit
    OPTIK, 2013, 124 (23): : 6469 - 6474
  • [6] Defect Detection Study of Fabric Based on Gabor Filter Algorithm
    Li, G. X.
    Li, Y. F.
    ADVANCES IN MATERIALS MANUFACTURING SCIENCE AND TECHNOLOGY XIV, 2012, 697-698 : 491 - +
  • [7] Fabric Defect Detection Method Based on Gabor Filter Mask
    Han, Runping
    Zhang, Lingmin
    PROCEEDINGS OF THE 2009 WRI GLOBAL CONGRESS ON INTELLIGENT SYSTEMS, VOL III, 2009, : 184 - 188
  • [8] Fabric Defect Detection Scheme Based on Gabor filter and PCA
    Ding, Shumin
    Li, Chunlei
    Liu, Zhoufeng
    ADVANCED COMPOSITE MATERIALS, PTS 1-3, 2012, 482-484 : 159 - 163
  • [9] Defect detection in textile images using Gabor filters
    Beirao, CL
    Figueiredo, MAT
    IMAGE ANALYSIS AND RECOGNITION, PT 2, PROCEEDINGS, 2004, 3212 : 841 - 848
  • [10] The criteria of choosing the optimal Gabor filter and defect detection using the optimal Gabor filter
    Zhou, Jikun
    Yang, Kewen
    2015 7TH INTERNATIONAL CONFERENCE ON INTELLIGENT HUMAN-MACHINE SYSTEMS AND CYBERNETICS IHMSC 2015, VOL II, 2015,
12345