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Iron(III) complexes promote hydrogen peroxide activation for efficient degradation of dyeing wastewater 铁(III)配合物促进过氧化氢活化有效降解染色废水
IF 1.8 4区 工程技术 Q3 CHEMISTRY, APPLIED Pub Date : 2023-09-08 DOI: 10.1111/cote.12727
Shouying Wu, Linping Zhang, Jianing Fan, Wei Wu, Bolin Ji, Xueling Feng, Bijia Wang, Yimeng Ma, Yi Zhong, Hong Xu, Zhiping Mao

Coordination complexes were widely used in advanced oxidation processes. The ligands with various substituents could lead to differences in the catalytic properties and mechanisms. In this work, the iron(III)–N,N′-dipicolinamide (FeL) complexes (the iron(III) complexes with substituents –CH3, –H, –Cl and –NO2 named as FeL1, FeL2, FeL3 and FeL4, respectively) were used to activate hydrogen peroxide (H2O2) for degrading dyes wastewater. Mechanism studies indicated that the FeL4/H2O2 system contains the FeV=O in addition to the same OH and O2•− as the other systems, which made it exhibit more excellent performance than others. The results of the performance tests showed that the FeL4/H2O2 system could remove 97%, 89%, 100%, 83%, 100%, and 99% of RR195, RY145, RB194, RB19, MB, and RhB, respectively, which proved the good application performance of the FeL4/H2O2 system. In addition, the performance of the FeL4/H2O2 system was not influenced by anions and natural organics. This study verified the feasibility of modulating the catalytic performance of the complexes by changing the substituents and provided an efficient catalytic system for dyeing wastewater treatment.

配位配合物在高级氧化过程中得到了广泛的应用。具有不同取代基的配体可能导致催化性能和机理的差异。在这项工作中,铁(III)-N,N′-二吡啶酰胺(FeL)络合物(具有取代基-CH3,-H,-Cl和-NO2的铁(Ⅲ)络合物分别命名为FeL1,FeL2,FeL3和FeL4)被用于活化H2O2降解染料废水。机理研究表明,FeL4/H2O2体系除了含有与其他体系相同的•OH和O2•‐外,还含有FeV=O,这使其表现出比其他体系更优异的性能。性能测试结果表明,FeL4/H2O2体系对RR195、RY145、RB194、RB19、MB和RhB的去除率分别为97%、89%、100%、83%、100%和99%,证明了该体系具有良好的应用性能。此外,FeL4/H2O2体系的性能不受阴离子和天然有机物的影响。本研究验证了通过改变取代基来调节配合物催化性能的可行性,为印染废水处理提供了一种有效的催化体系。这篇文章受版权保护。保留所有权利。
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引用次数: 0
A Stearns–Noechel colour prediction model reconstructed from gridded colour solid of nine primary colours and its application 由九基色网格色立体重建的Stearns-Noechel颜色预测模型及其应用
IF 2 4区 工程技术 Q3 CHEMISTRY, APPLIED Pub Date : 2023-09-02 DOI: 10.1111/cote.12724
Xianqiang Sun, Yuan Xue, Jingli Xue, Guang Jin

A full gamut colour solid model consisting of three lightness planes, 18 colour mixing units and 360 grid points is constructed from nine primary coloured fibres: red (R), yellow (Y), green (G), cyan (C), blue (B), magenta (M), dark grey (O1), medium grey (O2) and light grey (O3). Subsequently, the 213 coloured yarns and fabrics containing different lightness, hue and saturation were prepared according to the mixing ratio parameters in the colour solid. The Stearns–Noechel colour prediction algorithm, which predicts reflectance using coloured fibre mixing ratios, was improved and applied according to the requirements of colour prediction; and the Stearns–Noechel proportion prediction algorithm, which predicts coloured fibre mixing ratios by reflectance, was refined and employed in accordance with the demands of proportion prediction. Then, the 12 additional coloured fabrics were fabricated and their corresponding measurement data were used on the algorithm for validating its forecasting capabilities. The final experimental results reveal that the maximum colour difference for colour prediction is 5.5, the minimum is 1.7, and the average is 3.7; the maximum colour difference for proportion prediction is 3.3, the minimum is 0.3, and the average is 1.6. Therefore, this approach is promising to improve the colour reproduction issues encountered in the processing of three-channel computer numerical control (CNC) spinning.

由红(R)、黄(Y)、绿(G)、青(C)、蓝(B)、品红色(M)、深灰色(O1)、中灰色(O2)和浅灰色(O3)九种原色纤维构建了由三个亮度平面、18个颜色混合单元和360个网格点组成的全色域彩色实体模型。随后,根据彩色固体中的混合比参数,制备了含有不同明度、色调和饱和度的213种彩色纱线和织物。根据颜色预测的要求,对Stearns‐Noechel颜色预测算法进行了改进和应用,该算法利用有色纤维混合比预测反射率;根据比例预测的要求,对Stearns-Noechel比例预测算法进行了改进和应用,该算法通过反射率预测有色纤维的混合比。然后,制作了12种额外的彩色织物,并将其相应的测量数据用于该算法,以验证其预测能力。最终实验结果表明,颜色预测的最大色差为5.5,最小色差为1.7,平均色差为3.7;比例预测的最大色差为3.3,最小色差为0.3,平均色差为1.6。因此,这种方法有望改善三通道数控旋压加工中遇到的颜色再现问题。这篇文章受版权保护。保留所有权利。
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引用次数: 0
Evolving regularised random vector functional link by seagull optimisation algorithm for yarn-dyed fabric colour difference classification 用海鸥优化算法进化正则化随机向量函数链用于色织物色差分类
IF 1.8 4区 工程技术 Q3 CHEMISTRY, APPLIED Pub Date : 2023-09-01 DOI: 10.1111/cote.12722
Yufeng Qiu, Zhiyu Zhou, Jianxin Zhang

To address the issue of low precision in classifying the colour differences of yarn-dyed fabrics and the high cost of manual detection, a colour difference classification method relying on an improved seagull optimisation algorithm (SOA) optimised regularised random vector functional link (RRVFL) model is proposed for dyed fabrics. First, to address the issue of the slow convergence speed of the SOA, the current study optimises the initial SOA group with the marine predators algorithm (MPA) so that it can effectively improve the convergence ability and global optimisation ability of the SOA. Subsequently, the enhanced SOA is applied to fine-tune the parameters of the RRVFL. Compared with the methods that only optimise weights and bias, the proposed algorithm obtained by optimizing the initial group of SOA through the Marine Predators Algorithm (MSOA)-RRVFL model in this paper also increases the optimisation of the number of nodes in the hidden layer and regularisation parameters, which also effectively avoids the issue of the low classification accuracy of the RRVFL model due to random related parameters. Finally, by comparing the RRVFL model with other optimisation algorithms, the experimental outcomes demonstrate that the convergence ability of the improved SOA has been improved, and that the average accuracy of colour difference classification by the MSOA-RRVFL model is as high as 99.79%, and that the classification error fluctuation can be stabilised below 0.2%. In general, the MSOA-RRVFL model displays an excellent performance in terms of stability and significance.

针对色差分类精度低、人工检测成本高的问题,提出了一种基于改进的海鸥优化算法(SOA)优化正则化随机向量函数链接(RRVFL)模型的色差分类方法。首先,针对海鸥优化算法(SOA)收敛速度慢的问题,提出利用海洋掠食者算法(MPA)对SOA初始组进行优化。从而有效地提高了SOA算法的收敛能力和全局优化能力。随后,将改进的SOA算法应用于正则化随机向量功能链路(RRVFL)的参数微调。与仅优化权重和偏置的方法相比,本文的MSOA‐RRVFL模型还增加了对隐层节点数和正则化参数的优化,有效地避免了RRVFL模型因相关参数随机而导致分类准确率低的问题。最后,通过将RRVFL模型与其他优化算法进行比较,实验结果表明改进后的SOA算法的收敛能力得到了提高,MSOA‐RRVFL模型的色差分类平均准确率高达99.79%,分类误差波动可稳定在0.2%以下。总的来说,MSOA‐RRVFL模型在稳定性和显著性方面具有优异的性能。这篇文章受版权保护。版权所有。
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引用次数: 0
Research on a colour solid built by gridded colour mixing of nine primary-coloured fibres and its neural network colour prediction approach 九种原色纤维网格混色构建彩色实体及其神经网络颜色预测方法的研究
IF 2 4区 工程技术 Q3 CHEMISTRY, APPLIED Pub Date : 2023-09-01 DOI: 10.1111/cote.12726
Xianqiang Sun, Yuan Xue, Jingli Xue, Guang Jin

According to the demand for colour prediction for coloured yarn, two adjacent colours chosen from red (R), yellow (Y), green (G), cyan (C), blue (B) and magenta (M) fibres were combined with fibres of dark grey (O1), medium grey (O2) and light grey (O3), respectively, and then ternary coupling-superposition mixing was performed to acquire a colour solid consisting of three lightnesses, 18 colour mixing units and 18 × (m + 1) × n grid points. An integrated colour mixing with 20% hue gradient and 33.33% saturation gradient was performed to achieve a colour solid containing 360 grid points, then using it as the sample space for the colour prediction model. A total of 360 typical samples were established by the grid points, 213 yarns and fabrics were prepared by the typical sample parameters, and the corresponding reflectance was accessed by a spectrophotometer. Neural network models for predicting reflectance by mixing ratios as well as forecasting mixing ratios by reflectance, were established. The 12 non-grid point parameters were chosen to prepare corresponding yarns and fabrics, and the corresponding reflectance was measured. The predicted and measured values of the neural network model were compared to verify its predictive ability and generalisability. The results showed that when predicting the colour by the mixing ratios, the colour difference between the predicted and measured samples ranged from 1.5 to 3.4, with an average of 2.4; and when forecasting the mixing ratios by the colour, the colour difference ranged from 0.8 to 5.6, with an average of 2.4.

根据彩色纱线颜色预测的要求,将从红色(R)、黄色(Y)、绿色(G)、青色(C)、蓝色(B)和品红色(M)纤维中选择的两种相邻颜色分别与深灰色(O1)、中灰色(O2)和浅灰色(O3)纤维相结合,然后进行三元耦合叠加混合,获得由三种亮度组成的彩色固体,18个颜色混合单元和18×(m+1)×。执行具有20%色调梯度和33.33%饱和度梯度的积分颜色混合以获得包含360个网格点的颜色实体,然后将其用作颜色预测模型的样本空间。通过网格点建立了360个典型样品,通过典型样品参数制备了213种纱线和织物,并通过分光光度计获取了相应的反射率。建立了用混合比预测反射率和用反射率预测混合比的神经网络模型。选择12个非网格点参数来制备相应的纱线和织物,并测量相应的反射率。将神经网络模型的预测值与实测值进行比较,验证其预测能力和可推广性。结果表明:通过混合比预测颜色时,预测样品与测量样品的色差在1.5至3.4之间,平均为2.4;当用颜色预测混合比时,色差在0.8到5.6之间,平均值为2.4。本文受版权保护。保留所有权利。
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引用次数: 0
A mixed-attention-based multi-scale autoencoder algorithm for fabric defect detection 基于混合注意力的织物缺陷检测多尺度自编码器算法
IF 1.8 4区 工程技术 Q3 CHEMISTRY, APPLIED Pub Date : 2023-09-01 DOI: 10.1111/cote.12725
Hongwei Zhang, Yanzi Wu, Shuai Lu, Le Yao, Pengfei Li

Aiming at the defects in the process of fabric production, a defect detection model of fabric based on a mixed-attention-based multi-scale non-skipping U-shaped deep convolutional autoencoder (MADCAE) was proposed. In a traditional encoder, the convolutional layer treats each pixel equally, so the importance of different pixels cannot be reflected. It is difficult to obtain richer and more effective information. The reconstruction of the defect region and the detection of the defect region are further affected. In this article, three different scale features of input images are extracted by enlarging the receptive field with large kernel convolution blocks. A hybrid attention module is used to ensure the richness of the extracted information in terms of space and channel. Experiments show that this method can effectively reconstruct fabric parts without requiring a large number of defect marking samples. It can quickly detect and locate defective areas of fabric patterns.

针对织物生产过程中存在的缺陷,提出了一种基于混合注意的多尺度非跳变U形深度卷积自编码器(MADCAE)的织物缺陷检测模型。在传统的编码器中,卷积层对每个像素都是平等对待的,因此不能反映不同像素的重要性。很难获得更丰富、更有效的信息。进一步影响缺陷区域的重建和缺陷区域的检测。本文采用大核卷积块放大接收野的方法提取输入图像的三种不同尺度特征。采用混合注意模块,保证了提取信息在空间和渠道上的丰富性。实验表明,该方法在不需要大量缺陷标记样本的情况下,可以有效地重建织物部件。它可以快速检测和定位织物图案的缺陷区域。这篇文章受版权保护。版权所有。
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引用次数: 0
Cigarette smoke uptake by different woven fabrics: Analysis of mechanical and colour properties 不同机织织物吸烟性:机械性能和色彩性能分析
IF 2 4区 工程技术 Q3 CHEMISTRY, APPLIED Pub Date : 2023-09-01 DOI: 10.1111/cote.12723
Mahmut Kayar, Yalçin Boztoprak, Belma Gjergjizi Nallbani

Although the impact of smoking tobacco on human health is well understood, less is known about the effects of tobacco smoke on cotton, viscose and polyamide fabrics. In this study, tobacco smoke was applied to fabric samples to investigate the effects of tobacco smoke on their mechanical and colour properties. For this purpose, tobacco smoke was pumped into a mechanism consisting of a glass box, in which cotton, viscose and polyamide fabrics were placed in a suspended position. The fabric samples were treated with tobacco smoke for 1 or 2 months. The samples were evaluated in terms of tensile and tear strength, elongation at break, as well as pilling and abrasion resistance values. A colour measurement test was used to investigate the withering effect of tobacco smoke, and Fourier Transfer–Infrared analysis was performed to examine the chemical changes. The tensile strength values in the warp direction were 419.34, 404.62 and 421.78 N without treatment and after 1 and 2 months of tobacco smoke treatment, respectively, for the cotton woven fabric. Furthermore, for woven cotton fabric, the L* value decreased from 93.8 to 78.7 after being treated with tobacco smoke for 2 months. As a result of this study, it was determined that tobacco smoke has no effect on the tensile strength properties of fabrics, causes changes to pilling and abrasion resistance values, and adversely affects the colour properties of fabrics.

除了已知烟草烟雾对人体健康的影响外,本研究的目的是研究烟草烟雾对棉、粘胶和聚酰胺织物的影响。在本研究中,将选定的烟草烟雾应用于织物样品,以研究烟草烟雾对织物机械性能和颜色性能的影响。为此,将选定的烟草烟雾抽入由玻璃盒组成的机构中,在玻璃盒中,棉花、粘胶和聚酰胺织物被放置在悬挂位置。织物样品分别用烟草烟雾处理一个月和两个月。样品分别根据拉伸和撕裂强度、断裂伸长率、起球和磨损试验进行评估。颜色测量测试用于研究烟草烟雾的枯萎效应,FTIR(傅立叶变换红外)分析用于检测化学变化。未吸烟的棉织物在处理一个月后和处理两个月后,在经线方向上的拉伸强度值分别为42.75、41.26和43.01kgF。此外,对于机织棉布,在用烟草烟雾处理两个月后,明度值从93.8的L*值降低到78.7。这项研究的结果表明,烟草烟雾对织物的抗拉强度性能没有影响,会导致起球和磨损值的变化,并对织物颜色性能产生不利影响。这篇文章受版权保护。保留所有权利。
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引用次数: 0
Investigation of the dyeability and various performance properties of fabrics produced from flax and hemp fibres and their blends with cotton in comparison with cotton 亚麻、大麻纤维及其与棉混纺织物的可染性及各项性能研究
IF 1.8 4区 工程技术 Q3 CHEMISTRY, APPLIED Pub Date : 2023-08-25 DOI: 10.1111/cote.12720
Rıza Atav, Durul Büşra Dilden, Seda Keskin, Uğur Ergünay

In this study, it is aimed to provide alternative fibres to cotton with enhanced comfort level, environmentally friendly and colour-enriched in the cellulosic knitted fabric field. For this purpose, in addition to 100% cotton, 100% linen, 100% hemp yarns, knitted fabrics were produced from 70% cotton/30% linen and 70% cotton/30% hemp yarns. First of all, the properties of yarns such as tenacity, elongation at break, yarn unevenness, thin places, thick places and neps were examined comparatively. Then, pique fabrics were produced from these yarns and dyed with a reactive dye to a selected colour. Afterwards, physical (weight, wale/course density), mechanical (bursting strength, pilling, abrasion resistance) and comfort (air permeability and water vapour permeability) properties of all fabric samples, both in raw form and after dyeing and finishing processes, were compared. Furthermore, dyeing properties (colour, dye-uptake, dyeing levelness, fastness) of fabric samples were also investigated. The dye uptake (%) values of the yarns decrease in the order of cotton > cotton/hemp > cotton/linen > hemp > linen. However, fastness values of dyed fabrics were nearly identical. Physical and mechanical properties of fabrics were very similar, while the air permeability of the fabrics decrease in the order of hemp > linen > cotton/hemp > cotton/linen > cotton. As a result of the study, it has been possible to produce knitted fabrics with superior performance characteristics (dyeability, comfort, etc.) from yarns produced via blending natural cellulosic fibres (flax and hemp) with certain proportions of cotton fibres, which contribute to sustainable production.

本研究旨在为纤维素针织物领域提供舒适、环保、色彩丰富的棉纤维替代品。为此,除了100%棉、100%亚麻、100%大麻纱线外,还采用70%棉/ 30%亚麻和70%棉/ 30%大麻纱线生产针织面料。首先,对纱线的强力、断裂伸长率、纱线不匀率、细处、粗处、棉结等性能进行了比较研究。然后,将这些纱线制成针织物,并用活性染料染成选定的颜色。然后,比较了所有织物样品的物理(重量、织物/织物密度)、机械(破裂强度、起球性、耐磨性)和舒适性(透气性和透气性)性能,包括原始形态和染色整理后的性能。此外,还研究了织物样品的染色性能(颜色、染色吸收率、染色平整度、牢度)。纱线的上染率(%)值按棉>棉/麻>棉/麻>麻>麻的顺序递减。然而,染色织物的牢度值几乎相同。织物的物理力学性能非常相似,但织物的透气性从大到小依次为麻b>麻>棉/麻>棉/麻>棉。研究结果表明,将天然纤维素纤维(亚麻和大麻)与一定比例的棉纤维混纺而成的纱线,可以生产出具有优异性能(可染性、舒适性等)的针织物,有利于可持续生产。这篇文章受版权保护。版权所有。
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引用次数: 0
A dye–fibre system from food waste: Dyeing casein fibres with anthocyanins 从食物垃圾中提取染料纤维系统:用花青素染色酪蛋白纤维
IF 1.8 4区 工程技术 Q3 CHEMISTRY, APPLIED Pub Date : 2023-08-21 DOI: 10.1111/cote.12718
Richard S. Blackburn, Joseph A. Houghton, Marie Stenton, Alenka Tidder

Regenerated protein fibres manufactured from food side-streams offer significant potential as circular and sustainable fibres, but greater knowledge of their dyeing properties is required. In this research, coloration of casein fibres with dyes also extracted from blackcurrant skins left over from juice pressing is explored. Casein fibre was dyed with blackcurrant extract, rich in anthocyanins, from pH 2 to pH 6 and from 40 to 80°C, with and without alum. Casein fibres could be dyed with blackcurrant extract across all conditions tested, and under optimal conditions, dyeing is achieved with medium depths of colour with good wash fastness. Highest sorption of anthocyanins onto casein is observed at pH 4, where anthocyanins are a mixture of 60% neutral purple quinonoidal base form and 40% flavylium cation form; under these conditions dye–fibre interaction is optimal. At pH 2, casein fibre has a highly positively charged surface and anthocyanin is in the flavylium cation form, leading to some dye–fibre repulsion. At pH 6, the slightly negatively charged casein fibre demonstrates lower sorption of the mixture of 40% purple quinonoidal base form and 60% the anionic quinonoidal base form, again leading to some dye–fibre repulsion. Presence of alum in the dyebath enhances sorption of anthocyanins onto fibre at pH 4 due to formation of Al–anthocyanin complexes. Wash fastness of the dyeings is better as pH increases and as temperature increases.

从食品侧流中制造的再生蛋白纤维作为循环纤维和可持续纤维具有巨大的潜力,但需要对其染色性能有更多的了解。在这项研究中,酪蛋白纤维的染色与染料也从榨汁后的黑加仑皮中提取的探索。酪蛋白纤维用富含花青素的黑加仑提取物染色,在pH 2至pH 6, 40°C至80°C,有明矾和不含明矾。酪蛋白纤维在所有测试条件下都可以用黑加仑提取物染色,在最佳条件下,染色深度适中,洗涤牢度好。在pH值为4时观察到花青素对酪蛋白的最高吸附,其中花青素是60%中性紫色醌基形式和40%黄离子形式的混合物;在这些条件下,染料与纤维的相互作用是最佳的。在pH值为2时,酪蛋白纤维具有高度正电荷的表面,花青素呈黄离子形式,导致一些染料纤维排斥。在pH值为6时,略带负电荷的酪蛋白纤维对40%紫色醌类碱形式和60%阴离子醌类碱形式的混合物的吸附性较低,再次导致一些染料纤维排斥。由于铝-花青素络合物的形成,在pH值为4时,染料浴中存在明矾增强了花青素在纤维上的吸附。随着pH值的增加和温度的升高,染料的耐洗牢度越好。这篇文章受版权保护。版权所有。
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引用次数: 0
The roles of elevated temperature and carriers in the dyeing of polyester fibres using disperse dyes: Part 2. Analysis of conventional models of dye adsorption 高温和载体在用分散染料染色聚酯纤维中的作用:染料吸附常规模型的第2部分分析
IF 1.8 4区 工程技术 Q3 CHEMISTRY, APPLIED Pub Date : 2023-08-21 DOI: 10.1111/cote.12716
Stephen M. Burkinshaw

This review concerns the application of disperse dyes to poly(ethylene terephthalate) fibres using aqueous immersion dyeing processes and the roles of both elevated dyeing temperatures and carriers in the dyeing system. The precise reasons why very high temperatures in the region of 130°C promote the uptake of disperse dyes on poly(ethylene terephthalate) fibres from aqueous dyebaths have not been satisfactorily resolved, nor has the exact mechanism by which carriers promote dye uptake at lower temperatures in the region of 98°C been adequately established. In this part of the review series, a detailed review and analysis is presented of the various concepts and theories that have been proposed to account for the promotional effects of temperature and carriers on disperse dye uptake, from the viewpoint of both the thermodynamic and kinetic aspects of the adsorption of the dyes on poly(ethylene terephthalate) and other types of fibre.

本文综述了分散染料在聚对苯二甲酸乙二醇酯纤维水浸染色中的应用,以及提高染色温度和载体在染色系统中的作用。在130℃范围内的极高温度促进分散染料从水性染浴中吸收到聚对苯二甲酸乙二醇酯纤维上的确切原因尚未得到令人满意的解决,载体在98℃范围内较低温度下促进染料吸收的确切机制也未得到充分的确定。在本文的这一部分,从染料在聚对苯二甲酸乙二醇酯和其他类型纤维上吸附的热力学和动力学方面,详细回顾和分析了为解释温度和载体对分散染料吸收的促进作用而提出的各种概念和理论。这篇文章受版权保护。保留所有权利。
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引用次数: 0
Progressive mask-oriented unsupervised fabric defect detection under background repair 背景修复下基于渐进式掩模的无监督织物缺陷检测
IF 1.8 4区 工程技术 Q3 CHEMISTRY, APPLIED Pub Date : 2023-08-21 DOI: 10.1111/cote.12719
Shancheng Tang, Zicheng Jin, Fenghua Dai, Yin Zhang, Shaojun Liang, Jianhui Lu

Detection of defects is an essential quality control method in fabric production. Unsupervised deep learning-based reconstruction algorithms have recently been deeply concerned owing to scarce fabric defect samples, high annotation cost, and deficient prior knowledge. Most unsupervised reconstruction models are prone to overfitting and poor generalisation performance, resulting in blurred images, residual defects, and uneven textures in the reconstruction results. On this account, an unsupervised fabric surface defect detection method using the Progressive Mask Repair Model (PMRM) has been developed. Specifically, PMRM with transformer architecture gathers detailed feature information. In order to pay closer attention to the textural properties of fabrics, the model incorporates structural similarity as a constraint in the training stage. In the detection stage, we designate the non-defective area of the fabric image as the background and the defective area as the foreground. Next, a progressive mask is applied to repair the background of the defective area, which avoids defect false detection resulting from the poor reconstruction effect of the traditional reconstruction model in the non-defective area. Finally, image processing methods such as image difference, frequency-tuned salient detection, and threshold binarisation are used to segment the defects. Relative to the other six unsupervised defect detection methods, the proposed scheme increases the F1 score and intersection over union (IoU) by at least 9.34% and 8.49%, respectively. According to the earlier results, PMRM is effective and exhibits superiority.

疵点检测是织物生产中一种重要的质量控制方法。由于织物缺陷样本稀少、注释成本高和先验知识不足,基于无监督深度学习的重建算法最近备受关注。大多数无监督重建模型容易出现过拟合和泛化性能差的问题,导致重建结果中图像模糊、残留缺陷和纹理不均匀。基于此,开发了一种使用渐进掩模修复模型(PMRM)的无监督织物表面缺陷检测方法。具体来说,具有transformer架构的PMRM收集详细的功能信息。为了更加关注织物的纹理特性,该模型在训练阶段将结构相似性作为约束条件。在检测阶段,我们将织物图像的无缺陷区域指定为背景,将缺陷区域指定作为前景。接下来,应用渐进掩模对缺陷区域的背景进行修复,避免了传统重建模型在无缺陷区域重建效果不佳而导致的缺陷误检测。最后,使用图像差分、调频显著检测和阈值二值化等图像处理方法对缺陷进行分割。与其他六种无监督缺陷检测方法相比,该方案的F1分数和并集交集(IoU)分别提高了至少9.34%和8.49%。根据以上结果,PMRM是有效的,并显示出优越性。这篇文章受版权保护。保留所有权利。
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引用次数: 0
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Coloration Technology
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