{"title":"Development of digitized evaluation methods for fabric shrinkage and damage using image analysis","authors":"Eunbi Yun, Sungmin Kim, Changsang Yun","doi":"10.1186/s40691-023-00346-8","DOIUrl":null,"url":null,"abstract":"<div><p>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.</p></div>","PeriodicalId":555,"journal":{"name":"Fashion and Textiles","volume":"10 1","pages":""},"PeriodicalIF":2.3000,"publicationDate":"2023-06-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://fashionandtextiles.springeropen.com/counter/pdf/10.1186/s40691-023-00346-8","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Fashion and Textiles","FirstCategoryId":"88","ListUrlMain":"https://link.springer.com/article/10.1186/s40691-023-00346-8","RegionNum":4,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"MATERIALS SCIENCE, TEXTILES","Score":null,"Total":0}
引用次数: 0
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.
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.