Proceedings of the 2018 3rd Joint International Information Technology,Mechanical and Electronic Engineering Conference (JIMEC 2018)

A New Fabric Defect Detection Model based on Summed-up Distance Matching Function and Gabor Filter Bank

Authors
Yihong Zhang, Xin Ruan, Shijie Pan, Lifeng Shi, Bao Zong
Corresponding Author
Yihong Zhang
Available Online December 2018.
DOI
10.2991/jimec-18.2018.3How to use a DOI?
Keywords
periodic texture; Gabor; Binary Particle Swarm Optimization; defect detection
Abstract

Focusing on the problem of low efficiency and high mistake rate for manual detection of fabric with periodic textures, a new fabric defect detection model based on summed-up distance matching function and optimal Gabor filter bank is proposed. Firstly, the frequency and scale parameters of the filter bank are accurately calculated by the summed-up distance matching function; for the direction parameter, the objective function is constructed by the mean and variance of the energy of the normal fabric images convolved by the Gabor filter bank, then the optimal direction is determined by particle swarm algorithm. The optimal filter bank is used to convolute the fabric image to be measured, and then the Otsu algorithm is used to accurately segment the convolution image. The experimental results show the method has a short learning time and good robustness, and can detect fabric flaws quickly and accurately.

Copyright
© 2019, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

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Volume Title
Proceedings of the 2018 3rd Joint International Information Technology,Mechanical and Electronic Engineering Conference (JIMEC 2018)
Series
Atlantis Highlights in Engineering
Publication Date
December 2018
ISBN
10.2991/jimec-18.2018.3
ISSN
2589-4943
DOI
10.2991/jimec-18.2018.3How to use a DOI?
Copyright
© 2019, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

Cite this article

TY  - CONF
AU  - Yihong Zhang
AU  - Xin Ruan
AU  - Shijie Pan
AU  - Lifeng Shi
AU  - Bao Zong
PY  - 2018/12
DA  - 2018/12
TI  - A New Fabric Defect Detection Model based on Summed-up Distance Matching Function and Gabor Filter Bank
BT  - Proceedings of the 2018 3rd Joint International Information Technology,Mechanical and Electronic Engineering Conference (JIMEC 2018)
PB  - Atlantis Press
SP  - 13
EP  - 16
SN  - 2589-4943
UR  - https://doi.org/10.2991/jimec-18.2018.3
DO  - 10.2991/jimec-18.2018.3
ID  - Zhang2018/12
ER  -