Integration of artificial intelligence and augmented reality for assisted detection of textile defects

被引:0
|
作者
Servi, Michaela [1 ,2 ]
Magherini, Roberto [1 ]
Buonamici, Francesco [1 ]
Volpe, Yary [1 ]
Furferi, Rocco [1 ]
机构
[1] Univ Florence, Dept Ind Engn, Florence, Italy
[2] Univ Florence, Dept Ind Engn, Via Santa Marta 3, I-50139 Florence, Italy
关键词
Artificial intelligence; augmented reality; textile defect detection; machine vision; INDUSTRY; 4.0;
D O I
10.1177/15589250231206502
中图分类号
TB3 [工程材料学]; TS1 [纺织工业、染整工业];
学科分类号
0805 ; 080502 ; 0821 ;
摘要
The Fourth Industrial Revolution conceptualizes the rapid change of industries resulting from the convergence of technologies such as artificial intelligence, genetic editing, and advanced robotics that enable increasing interconnectivity and machines that can analyze and diagnosing problems without human intervention, through intelligent automation. In this scenario, the use of augmented reality technologies is of great interest. The paper aims to explore the use of augmented reality in support of traditional inspections for assisting textile experts in fabric defect detection. The contribution of this study consists of three main phases, necessary for the future development of the system: (1) the analysis of possible automatic defect detection techniques; (2) the analysis of hardware solutions for the realization of a system based on important criteria such as operator comfort, system footprint, and so on; (3) the proposal of a possible comprehensive solution. Considering these aspects this paper identifies and investigate the best scenario for the introduction of artificial intelligence and augmented reality technologies to help the operator in the detection of textile defects.
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页数:10
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