Detection of Surface Defects on Steel Strips Based on Singular Value Decomposition of Digital Image
Joint Authors
Qi, Xiaolong
Sun, Qianlai
Sun, Zhiyi
Source
Mathematical Problems in Engineering
Issue
Vol. 2016, Issue 2016 (31 Dec. 2016), pp.1-12, 12 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2016-11-08
Country of Publication
Egypt
No. of Pages
12
Main Subjects
Abstract EN
Image segmentation technology has been widely used to detect the surface defects in metal industries effectively.
In some fields of the manufacturing industry, the determination of defects is more concerned than the accurate location and shape of defects.
However, most of current image segmentation algorithms are complex or have difficulty determining the defect.
This paper presents a novel method for determining and roughly locating the surface defects of steel strips based on Singular Value Decomposition.
The method has no need of image segmentation.
The gray level matrix of a digital image is projected on its singular vectors obtained by Singular Value Decomposition.
A defect is reflected as a sudden change on the projections.
Therefore, the defects can be determined and roughly located according to the sudden changes.
The experimental results suggest that this method is valid and convenient for determining the surface defects directly.
American Psychological Association (APA)
Sun, Qianlai& Qi, Xiaolong& Sun, Zhiyi. 2016. Detection of Surface Defects on Steel Strips Based on Singular Value Decomposition of Digital Image. Mathematical Problems in Engineering،Vol. 2016, no. 2016, pp.1-12.
https://search.emarefa.net/detail/BIM-1112359
Modern Language Association (MLA)
Sun, Qianlai…[et al.]. Detection of Surface Defects on Steel Strips Based on Singular Value Decomposition of Digital Image. Mathematical Problems in Engineering No. 2016 (2016), pp.1-12.
https://search.emarefa.net/detail/BIM-1112359
American Medical Association (AMA)
Sun, Qianlai& Qi, Xiaolong& Sun, Zhiyi. Detection of Surface Defects on Steel Strips Based on Singular Value Decomposition of Digital Image. Mathematical Problems in Engineering. 2016. Vol. 2016, no. 2016, pp.1-12.
https://search.emarefa.net/detail/BIM-1112359
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1112359