Development of an Online Automated Fabric Inspection System

Journal of control, automation and electrical systems

article

Vargas, Saulo¹  Stivanello, Maurício Edgar¹  Roloff, Mário Lúcio²  Stiegelmaier, Éderson¹  Stemmer, Marcelo Ricardo³ 

[1]Federal Institute of Santa Catarina

[2]Catarinense Federal Institute

[3]Federal University of Santa Catarina

关键词: Automatic optical inspection;    Knitted fabric;    Machine vision;    Quality control;    Textile industry;   

DOI  :  10.1007/s40313-019-00514-6

学科分类：自动化工程

来源: Springer

【 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.

【 授权许可】

CC BY