Development of an Online Automated Fabric Inspection System

被引:0
|
作者
Saulo Vargas
Maurício Edgar Stivanello
Mário Lúcio Roloff
Éderson Stiegelmaier
Marcelo Ricardo Stemmer
机构
[1] Federal Institute of Santa Catarina,
[2] Federal Institute of Santa Catarina,undefined
[3] Catarinense Federal Institute,undefined
[4] Federal University of Santa Catarina,undefined
来源
Journal of Control, Automation and Electrical Systems | 2020年 / 31卷
关键词
Automatic optical inspection; Knitted fabric; Machine vision; Quality control; Textile industry;
D O I
暂无
中图分类号
学科分类号
摘要
In this work, the development of a system for the automated inspection of mesh fabrics in real time through computer vision techniques is described. Here, a processing pipeline that includes a distortion removal procedure, a texture-based detector, a shape and an artificial neural network classifier is proposed. Different from other works found in the literature, the developed system was evaluated under real inspection conditions. The obtained results show that the proposed system not only achieves compatible defect detection and classification rates than the current state-of-the-art methods but also met functional and non-functional requirements observed in industry.
引用
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页码:73 / 83
页数:10
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