Development of digitized evaluation methods for fabric shrinkage and damage using image analysis

IF 2.3 4区 管理学 Q1 MATERIALS SCIENCE, TEXTILES Fashion and Textiles Pub Date : 2023-06-25 DOI:10.1186/s40691-023-00346-8
Eunbi Yun, Sungmin Kim, Changsang Yun
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Abstract

The aim of this study is to develop digitalized evaluation methods for fabric shrinkage and damage using image analysis. To develop the shrinkage assessment method, 81 grid dots (nine horizontal lines and nine vertical lines) are introduced into the test fabric. This allows the shrinkage to be verified based on the change in distance between neighboring dots, which not only presents the shrinkage in the warp and weft directions, but also the area shrinkage and skewness. The developed evaluation method yields a value that differs from the actual measured value by less than 1 mm, which confirms its significance. To develop a damage evaluation method using the Original Danish MA test fabric, the change in area caused by loosening threads in five holes is evaluated. The area change in the developed method and the number of loosened threads in the conventional method has a high correlation. Comparing the number of dots in the Poka-Dot test fabric before and after washing enables one to distinguish incorrectly created dots during the manufacturing process and to accurately measure the number of missing dots such that the result is similar to the actual measurement. The accuracy and reproducibility of the developed measurement method are confirmed using various verification such as error rate, washing cycle, and washing time. Digitizing the evaluation method can contribute to the digital transformation of apparel quality evaluation by reducing labor and errors between evaluators.

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基于图像分析的织物收缩损伤数字化评价方法的发展
本研究的目的是开发利用图像分析对织物收缩和损伤进行数字化评估的方法。为了开发收缩率评估方法,在测试织物中引入了81个网格点(9条水平线和9条垂直线)。这样就可以根据相邻网点之间距离的变化来验证缩水率,这不仅表现出经纬方向的缩水率,而且还表现出面积缩水率和偏度。所开发的评价方法与实际测量值相差小于1毫米,证实了其意义。为了建立一种基于丹麦原始MA测试织物的损伤评估方法,对五孔螺纹松动引起的面积变化进行了评估。该方法的面积变化与传统方法的松螺纹数有高度的相关性。比较洗前和洗后Poka-Dot测试织物中的点数,可以区分在制造过程中产生的错误点,并准确测量缺失点的数量,从而使结果与实际测量结果相似。通过各种验证,如错误率、洗涤周期和洗涤时间,确定了所开发的测量方法的准确性和再现性。通过减少评估人员之间的劳动和错误,将评估方法数字化有助于服装质量评估的数字化转型。
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来源期刊
Fashion and Textiles
Fashion and Textiles Business, Management and Accounting-Marketing
CiteScore
4.40
自引率
4.20%
发文量
37
审稿时长
13 weeks
期刊介绍: Fashion and Textiles aims to advance knowledge and to seek new perspectives in the fashion and textiles industry worldwide. We welcome original research articles, reviews, case studies, book reviews and letters to the editor. The scope of the journal includes the following four technical research divisions: Textile Science and Technology: Textile Material Science and Technology; Dyeing and Finishing; Smart and Intelligent Textiles Clothing Science and Technology: Physiology of Clothing/Textile Products; Protective clothing ; Smart and Intelligent clothing; Sportswear; Mass customization ; Apparel manufacturing Economics of Clothing and Textiles/Fashion Business: Management of the Clothing and Textiles Industry; Merchandising; Retailing; Fashion Marketing; Consumer Behavior; Socio-psychology of Fashion Fashion Design and Cultural Study on Fashion: Aesthetic Aspects of Fashion Product or Design Process; Textiles/Clothing/Fashion Design; Fashion Trend; History of Fashion; Costume or Dress; Fashion Theory; Fashion journalism; Fashion exhibition.
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