journal article·2006-04

Detection and Classification of Defects in Knitted Fabric Structures

Ebraheem Shady, Yasser Gowayed, Mohamed Abouiiana, Safinaz Youssef, Christopher Pastore

Textile Research Journal· Volume 76· Issue 4
Publisher page

Abstract

A new method for knitted fabric defect detection and classification using image analysis and neural networks is presented. Images of six different induced defects were obtained and used in the analysis. Statistical procedures and Fourier Transforms were utilized as two different approaches in the feature extraction effort and neural networks were used to detect and classify the defects. The results showed success in detection and classification of most defects especially when the Fourier transforms technique was utilized.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Industrial Vision Systems and Defect Detection · Textile materials and evaluations · Optical measurement and interference techniques

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Department of Textile Engineering, Auburn University, AL 36849-5327, U. S. A.

Department of Textile Engineering, Auburn University, AL 36849-5327, U. S. A.,

School of Textiles and Materials Technology, Philadelphia University, Philadelphia, PA 19144-5497, U. S. A.

References (22)

Show source-provided references
1. Ralló, M., Sagrario Millán, M., and Escofet, J. “Wavelet-based Techniques for Textile Inspection”, Grup d’Òptica Aplicada i Processament d'Imatge de la Universitat Politècnica de Catalunya, Terrassa, (Barcelona), 2002.
2. Alam Eldin, A. T, “Computer Vision for Automated Inspection of Fabric Products”, Ph.D. Thesis, University of Wuppertal, Germany, 1988.
3. 10.1109/TPAMI.1982.476730910.1109/TPAMI.1982.4767309 ↗
4. Hashim, A. A. · 167
5. Hormes I. and Wulfhorst, B., Erkennung der Störpartikel mit Hilfe der digitalen Bildverabeitung Intern. Text. Bull. 41 (1995), Garn-u. Flächenherst 2-12.
6. 10.1177/00405175950650070410.1177/004051759506500704 ↗
7. Alam Eldin, A. T.
8. Alam Eldin, A. T.
9. Clark, A. D.
10. 10.1177/00405175950650110910.1177/004051759506501109 ↗
11. 10.1177/00405175930630020110.1177/004051759306300201 ↗
12. Shady, E. “A Computer Vision System for Automated Inspection of Fabrics”, Master Thesis, Mansoura University, Egypt, 1998.
13. Soliman, H. H. “Theory and Applications of Hardware-Implemented algorithms”, Ph.D. Thesis, Mansoura University, Egypt, 1992.
14. 10.1177/00405175960660071010.1177/004051759606600710 ↗
15. 10.1177/00405175950650030110.1177/004051759506500301 ↗
16. 10.1177/00405175960660080310.1177/004051759606600803 ↗
17. 10.1177/00405175950650010110.1177/004051759506500101 ↗
18. 10.1177/00405175030730071410.1177/004051750307300714 ↗
19. 10.1177/00405175030730051510.1177/004051750307300515 ↗
20. 10.1177/00405175030730061210.1177/004051750307300612 ↗
21. 10.1007/978-1-349-13049-810.1007/978-1-349-13049-8 ↗
22. Fausett, L. · 1994