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Detection method for analyzing water spots in fabrics by near-infrared hyperspectral imaging

高光谱成像 织物 材料科学 近红外光谱 特征(语言学) 遥感 染色 斑点 灰度 人工智能 环境科学 含水量 红外线的 模式识别(心理学) 计算机科学 光学 复合材料 化学 地质学 图像(数学) 哲学 语言学 物理 物理化学 岩土工程
作者
Jingjing Jiang,Xiaoke Jin,Yingjie Qiu,Hafeezullah Memon,Łi Zhuang,Xuzheng Yuan,Wei Tian,Chengyan Zhu
出处
期刊:Journal of The Textile Institute [Informa]
卷期号:: 1-11 被引量:1
标识
DOI:10.1080/00405000.2023.2285262
摘要

AbstractWater spot detection in fabrics is conventionally reliant on direct visual assessment, a practice ingrained in our daily lives and textile inspection field. While valuable, this method’s accuracy can be significantly affected by factors like fabric color and patterns resulting from additive textile dyes. In response, we present a detection method employing near-infrared (NIR) hyperspectral imaging, effectively reducing the influence of textile dyes and highlighting water spots. Initially, we acquired NIR hyperspectral images of fabric samples post-dyeing and moisture content conditioning. Remarkably, we observed that typical textile dyes minimally affected the NIR reflectance within the wavelength range of 1265–1626 nm, with a discernible decrease correlated to higher fabric moisture content. Subsequently, we captured NIR hyperspectral images of nine fabrics exhibiting varied colors and water spot characteristics. These images were then transformed into grayscale representations. Among them, the NIR images at 1459 nm emerged as preferred feature images for water spot detection, determined through analyses of contrast, entropy, and principal component images. While conducting a spray-rating evaluation of water spots in water-sprayed samples, comparing them with their respective feature images; the results affirm the efficacy of our developed feature images in facilitating visual identification and analysis of water spots in diverse fabrics, ultimately enhancing the accuracy of fabric water-repellency evaluation.Keywords: Fabricwater spotsnear-infrared hyperspectral imagingspectra characteristic analysisimage analysis Disclosure statementNo potential conflict of interest was reported by the author(s).Additional informationFundingThis work was kindly supported by Basic Public Welfare Research Program of Zhejiang Province under grant no. LGC22E030001; Eyas Program Incubation Project of Zhejiang Provincial Administration for Market Regulation under grant no. CY2022224; Research Planning Project of Zhejiang Provincial Administration for Market Regulation under grant no. ZC2021B085; and Open Fund of Clothing Engineering Research Center of Zhejiang Province under grant no. 2021FZK02.
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