WO2023159566A1 - Method for marking hair on napped fabric - Google Patents
Method for marking hair on napped fabric Download PDFInfo
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- WO2023159566A1 WO2023159566A1 PCT/CN2022/078289 CN2022078289W WO2023159566A1 WO 2023159566 A1 WO2023159566 A1 WO 2023159566A1 CN 2022078289 W CN2022078289 W CN 2022078289W WO 2023159566 A1 WO2023159566 A1 WO 2023159566A1
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- fabric
- hair
- dyeing
- marking
- machine vision
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- 239000004744 fabric Substances 0.000 title claims abstract description 75
- 210000004209 hair Anatomy 0.000 title claims abstract description 68
- 238000000034 method Methods 0.000 title claims abstract description 27
- 238000004043 dyeing Methods 0.000 claims abstract description 35
- XLYOFNOQVPJJNP-UHFFFAOYSA-N water Substances O XLYOFNOQVPJJNP-UHFFFAOYSA-N 0.000 claims abstract description 8
- 239000000980 acid dye Substances 0.000 claims abstract description 7
- 230000007935 neutral effect Effects 0.000 claims abstract description 4
- 238000002791 soaking Methods 0.000 claims abstract 2
- 239000000975 dye Substances 0.000 claims description 11
- 238000007781 pre-processing Methods 0.000 claims description 6
- SJEYSFABYSGQBG-UHFFFAOYSA-M Patent blue Chemical compound [Na+].C1=CC(N(CC)CC)=CC=C1C(C=1C(=CC(=CC=1)S([O-])(=O)=O)S([O-])(=O)=O)=C1C=CC(=[N+](CC)CC)C=C1 SJEYSFABYSGQBG-UHFFFAOYSA-M 0.000 claims description 5
- 238000012805 post-processing Methods 0.000 claims description 4
- 239000002253 acid Substances 0.000 claims description 3
- 238000005406 washing Methods 0.000 abstract description 9
- 238000004140 cleaning Methods 0.000 abstract description 3
- 239000000243 solution Substances 0.000 description 5
- 230000000694 effects Effects 0.000 description 4
- 239000000463 material Substances 0.000 description 4
- 238000012545 processing Methods 0.000 description 4
- 239000000835 fiber Substances 0.000 description 3
- 229920000728 polyester Polymers 0.000 description 3
- 239000012209 synthetic fiber Substances 0.000 description 3
- 229920002994 synthetic fiber Polymers 0.000 description 3
- CDBYLPFSWZWCQE-UHFFFAOYSA-L Sodium Carbonate Chemical compound [Na+].[Na+].[O-]C([O-])=O CDBYLPFSWZWCQE-UHFFFAOYSA-L 0.000 description 2
- 239000003513 alkali Substances 0.000 description 2
- 239000002585 base Substances 0.000 description 2
- 230000009286 beneficial effect Effects 0.000 description 2
- 238000001514 detection method Methods 0.000 description 2
- 238000010438 heat treatment Methods 0.000 description 2
- 239000002184 metal Substances 0.000 description 2
- 208000003251 Pruritus Diseases 0.000 description 1
- CQPFMGBJSMSXLP-UHFFFAOYSA-M acid orange 7 Chemical compound [Na+].OC1=CC=C2C=CC=CC2=C1N=NC1=CC=C(S([O-])(=O)=O)C=C1 CQPFMGBJSMSXLP-UHFFFAOYSA-M 0.000 description 1
- 239000012670 alkaline solution Substances 0.000 description 1
- 238000013473 artificial intelligence Methods 0.000 description 1
- 238000009835 boiling Methods 0.000 description 1
- 230000001680 brushing effect Effects 0.000 description 1
- 210000000085 cashmere Anatomy 0.000 description 1
- 239000003086 colorant Substances 0.000 description 1
- 230000005611 electricity Effects 0.000 description 1
- 238000005530 etching Methods 0.000 description 1
- 238000007730 finishing process Methods 0.000 description 1
- 239000003292 glue Substances 0.000 description 1
- 239000004519 grease Substances 0.000 description 1
- 230000037308 hair color Effects 0.000 description 1
- 230000007803 itching Effects 0.000 description 1
- 238000002372 labelling Methods 0.000 description 1
- 230000014759 maintenance of location Effects 0.000 description 1
- 239000003550 marker Substances 0.000 description 1
- 102000004169 proteins and genes Human genes 0.000 description 1
- 108090000623 proteins and genes Proteins 0.000 description 1
- 239000000344 soap Substances 0.000 description 1
- 229910000029 sodium carbonate Inorganic materials 0.000 description 1
- 235000017550 sodium carbonate Nutrition 0.000 description 1
- 238000010186 staining Methods 0.000 description 1
- 230000003068 static effect Effects 0.000 description 1
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- 238000006467 substitution reaction Methods 0.000 description 1
- 239000002699 waste material Substances 0.000 description 1
Images
Classifications
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- D—TEXTILES; PAPER
- D06—TREATMENT OF TEXTILES OR THE LIKE; LAUNDERING; FLEXIBLE MATERIALS NOT OTHERWISE PROVIDED FOR
- D06P—DYEING OR PRINTING TEXTILES; DYEING LEATHER, FURS OR SOLID MACROMOLECULAR SUBSTANCES IN ANY FORM
- D06P1/00—General processes of dyeing or printing textiles, or general processes of dyeing leather, furs, or solid macromolecular substances in any form, classified according to the dyes, pigments, or auxiliary substances employed
- D06P1/39—General processes of dyeing or printing textiles, or general processes of dyeing leather, furs, or solid macromolecular substances in any form, classified according to the dyes, pigments, or auxiliary substances employed using acid dyes
-
- D—TEXTILES; PAPER
- D06—TREATMENT OF TEXTILES OR THE LIKE; LAUNDERING; FLEXIBLE MATERIALS NOT OTHERWISE PROVIDED FOR
- D06P—DYEING OR PRINTING TEXTILES; DYEING LEATHER, FURS OR SOLID MACROMOLECULAR SUBSTANCES IN ANY FORM
- D06P5/00—Other features in dyeing or printing textiles, or dyeing leather, furs, or solid macromolecular substances in any form
- D06P5/02—After-treatment
Definitions
- the invention relates to the field of machine vision applied to fabric cleaning, in particular to a method for marking hair on fleece fabric.
- the flannelette of fleece fabric is generally made of polyester fiber, which is made by brushing and other processes, and the produced fabric is soft and skin-friendly.
- the fleece is soft, comfortable to wear, and has good warmth retention. It is suitable for winter underwear and pajamas. At present, there are a large amount of clothes worn next to the body, which adopt the material of adding cashmere as the inner directly contacting the skin.
- the present invention provides a method for marking hair on flannelette fabric, comprising the following steps:
- the core principle of the present invention is that hair belongs to protein fiber, which can be dyed with acid dyes at low temperature, and the main body of fleece fabric is synthetic fiber such as polyester, which cannot be dyed conventionally at low temperature.
- the main body of the plush fabric will not be dyed, so that the hair color can be changed into a color that is obviously different from the fabric color, which is beneficial to the distinction through machine vision.
- the preprocessing step in the S1 step includes the following steps: setting a label at a designated position and adding hairs of a standard length and other markers for detecting the dyeing effect.
- the markers here are used to detect the degree of staining, thereby improving the time efficiency of the identification process.
- the principle is as follows:
- the marker is used to identify the position of the standard hair to prevent it from being difficult to find and identify because the standard hair is too small.
- the dyeing time refers to the selected strong acid dyeing process, and selects the minimum dyeing treatment time recommended by the dyeing process. After the minimum dyeing time treatment, if the dyeing effect of the standard hair reaches the level that can be distinguished by artificial or machine vision, the hair marking can be completed in the least time.
- step S3 by detecting the dyeing condition of the standard hair, the dyeing effect of other hairs on the overall fabric is inferred. If the dyeing effect of the standard hair is not good, the hair is further dyed by repeated dyeing to increase the dyeing depth of the hair. , increase the color distinction between hair and fabric.
- machine vision deals with hair of different colors and shapes, more complex algorithms are needed. After turning the hair into a uniform color, machine vision can increase the weight of color difference when recognizing hair, and the algorithm used is simpler. The difficulty of algorithm and software development is reduced, and the recognition efficiency is improved.
- Fabrics treated by acid-alkali treatment and dyeing process will also produce microstructure changes and micro-etches on the surface of synthetic fibers. Because they are all structural changes on the fiber surface, it can improve the strength of the fabric without significantly affecting the structural strength of the fabric.
- the fabric absorbs moisture for increased wearing comfort.
- FIG. 1 is a flow chart showing the labeling process.
- the fleece fabric made of polyester is selected, the fleece fabric is dark blue, and black hair is embedded in the fleece fabric.
- the label is selected from a label that will not lose the position marking function of the standard hair in the process of processing.
- a metal pin is selected, and the metal pin is fixed on the fabric, and the needle point of the pin points to Standard hair.
- the standard hair is black hair with a length of 1cm, which is embedded in the position of the pin head on the fabric.
- the fabric is placed in a solution with a pH value of 10 or more and soaked for a certain period of time; in the present embodiment, a soda ash solution with a pH value of 11 is selected, and it can be processed at normal temperature to heating and boiling conditions. Heat treatment can improve time efficiency, and the processing time is 30 minutes, normal temperature processing, need to soak for a longer time. Treatment with alkaline solution, on the one hand, can remove the grease on the surface of the hair and other substances that hinder dyeing, on the other hand, it can cause fine etching on the surface of the synthetic fiber of the fabric, increase the hygroscopicity of the fabric, and then improve the wearing comfort.
- Dye bath quality 20 times the fabric quality
- the dyeing time is 30 minutes, and the dyeing temperature is 90 degrees Celsius.
- the choice of dyeing process needs to refer to the selected dye, and choose the corresponding dyeing process recommended in the instruction manual of the selected dye for dyeing.
- the shortest dyeing time and the lowest dyeing temperature in the dyeing process are preferred.
- the camera is used to collect the image data of standard hairs on the fabric
- the scale is used to record the manual discrimination. Differentiate the difficulty level to define whether the hair on the fabric can be detected or not.
- the image data of the standard hair on the fabric collected by the camera is marked as "easy”, and then a training set is generated based on the marked images for algorithm training of machine vision. After the processing is over, the identification of the hair is completed.
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- Engineering & Computer Science (AREA)
- Textile Engineering (AREA)
- Treatment Of Fiber Materials (AREA)
Abstract
The present invention relates to the field of using machine vision in fabric cleaning, in particular to a method for marking hair on a napped fabric. The method comprises the following steps: S1, pretreatment: soaking a fabric in a solution having a pH value of 10 or more for a certain period of time; and washing the fabric with clear water until the pH value is neutral; S2, dyeing: selecting a strong acid dye having a color obviously different from the color of the fabric, and carrying out dyeing treatment on the fabric by means of a selected strong acid dye dyeing process; and S3, post-treatment: carrying out water washing treatment on the fabric to complete marking. The present method can mark hair on the napped fabric in a manual or machine vision mode, and provides a basis for subsequent further cleaning.
Description
本发明涉及机器视觉应用于织物清洁领域,具体涉及一种在加绒织物上标示毛发的方法。The invention relates to the field of machine vision applied to fabric cleaning, in particular to a method for marking hair on fleece fabric.
加绒织物的绒布一般采用聚酯纤维制作,经过拉绒等工艺制作而成,生产出来的布料柔软亲肤。绒布布身柔软,穿着贴体舒适,保暖性好,宜作冬季内衣、睡衣。当前,有大量贴身穿着的服装,采用加绒的材料作为内里直接接触皮肤。The flannelette of fleece fabric is generally made of polyester fiber, which is made by brushing and other processes, and the produced fabric is soft and skin-friendly. The fleece is soft, comfortable to wear, and has good warmth retention. It is suitable for winter underwear and pajamas. At present, there are a large amount of clothes worn next to the body, which adopt the material of adding cashmere as the inner directly contacting the skin.
然而采用绒布材料制作的衣服,容易在布面粘上人类头发、断发、宠物毛发等毛发。毛发容易与绒布材料纠结在一起。难以通过普通机洗或手洗,将嵌入绒布的毛发彻底清除。嵌入绒布的毛发,其发端与皮肤发生接触时,会刺激皮肤,产生刺痒感,影响用户体验。尤其是一些比较硬质的毛发,如理发后残留在衣物上的断发,这类断发一般长度在几毫米之内。断发等毛发接触绒布后,相对比其它织物因绒布的表面多绒结构,更容易通过静电作用、物理摩擦等方式固着在绒布上,且相对更不容易通过机洗的方式除去毛发。且一些毛发本身的颜色比较深,与很多深色的绒布材料难以通过视觉方式区分开。既不容易通过机洗或手洗的方式去除毛发,也难以通过人工或机器视觉辨识,影响后续通过镊子、粘胶等工具或自动化设备拔除。Yet the clothes that adopt flannelette material to make, easily stick the hairs such as human hair, broken hair, pet hair on the cloth surface. Hair tends to get tangled with fleece material. It is difficult to completely remove the hair embedded in the fleece by normal machine washing or hand washing. When the hair embedded in the flannelette comes into contact with the skin, it will irritate the skin and cause itching, affecting the user experience. Especially for some relatively hard hair, such as broken hair left on clothing after a haircut, the length of such broken hair is generally within a few millimeters. After the broken hair and other hairs touch the flannel, it is easier to fix on the flannel through static electricity and physical friction than other fabrics because of the flannel surface structure, and it is relatively less easy to remove the hair by machine washing. Moreover, the color of some hairs is relatively dark, which is difficult to distinguish visually from many dark flannelette materials. It is not easy to remove hair by machine washing or hand washing, nor is it difficult to identify by manual or machine vision, which will affect subsequent removal by tweezers, glue and other tools or automatic equipment.
一旦加绒衣物被断发等毛发污染,其穿着的舒适性大打折扣,尤其对于贴身织物,更会直接刺激皮肤。如果不能通过有效的方式识别,就难以清除这类断发等毛发,只能迫使用户重新购买新的衣物,造成资源浪费。Once the fleece clothing is polluted by hair such as broken hair, its wearing comfort will be greatly reduced, especially for close-fitting fabrics, which will directly irritate the skin. If it cannot be identified in an effective way, it will be difficult to remove such broken hairs and other hairs, which can only force users to buy new clothes again, resulting in a waste of resources.
发明内容Contents of the invention
为了解决上述问题,本发明提供了一种在绒布织物上标示毛发的方法,包括以下步骤:In order to solve the above problems, the present invention provides a method for marking hair on flannelette fabric, comprising the following steps:
S1前处理:S1 pre-processing:
在织物的指定位置设置标签并在织物上设置标准毛发;Set labels at specified positions on the fabric and set standard hairs on the fabric;
将织物放在pH值10或以上的溶液中浸泡一定时间;Soak the fabric for a certain period of time in a solution with a pH value of 10 or above;
将织物通过清水洗涤至PH值中性;Wash the fabric with water until the pH value is neutral;
S2上染S2 dyed
选择与织物颜色有明显颜色区别的强酸性染料;Choose strong acid dyes that have a clear color difference from the fabric color;
通过所选强酸性染料染色工艺,对织物进行染色处理;Dye the fabric through the selected strong acid dyeing process;
S3后处理S3 post-processing
对织物进行水洗处理,Washing the fabric,
检查染色后的织物,通过人工或机器视觉方式识别染色后的织物在前处理阶段指定位置设置标签处的标准断发,是否达到能被人工检测或机器视觉检测的程度Check the dyed fabric, identify the standard breakage of the dyed fabric at the designated position in the pre-processing stage by manual or machine vision, whether it can be detected by manual or machine vision
若以达到能被检测的程度,完成标识;If it can be detected, complete the marking;
若不能达到能被检测的程度,重复S2和S3步骤。If it cannot be detected, repeat steps S2 and S3.
本发明的核心原理在于,毛发属于蛋白质纤维,可以通过酸性染料在低温的情况下上染上颜色,而构成加绒织物的主体是聚酯等合成纤维,不能在低温下完成常规染色,通过染色后水洗的过程,加绒织物的主体不会上染颜色,从而实现将毛发颜色变成与织物颜色明显不同的颜色,起到有利于通过机器视觉进行区分的效果。The core principle of the present invention is that hair belongs to protein fiber, which can be dyed with acid dyes at low temperature, and the main body of fleece fabric is synthetic fiber such as polyester, which cannot be dyed conventionally at low temperature. In the post-washing process, the main body of the plush fabric will not be dyed, so that the hair color can be changed into a color that is obviously different from the fabric color, which is beneficial to the distinction through machine vision.
有益效果:S1步骤中的前处理步骤包括以下步骤:在指定位置设置标签及加入标准长度的毛发等用于检测上染效果的标志物。Beneficial effect: the preprocessing step in the S1 step includes the following steps: setting a label at a designated position and adding hairs of a standard length and other markers for detecting the dyeing effect.
这里的标志物用于检测上染的程度,进而提高识别过程的时间效率,其原理如下:The markers here are used to detect the degree of staining, thereby improving the time efficiency of the identification process. The principle is as follows:
标志物用于标识标准毛发的位置,防止因标准毛发过小,难以找到并识别。The marker is used to identify the position of the standard hair to prevent it from being difficult to find and identify because the standard hair is too small.
在S2步骤的每次上染的过程中,上染时间参照所选用的强酸性染料染色工艺,选用其染色工艺推荐的最低染色处理时间。经过最低染色时间处理后,如标准毛发的染色效果达到人工或机器视觉能分辨的程度,则达到了用最少时间完成毛发标识。S3步骤中通过检测标准毛发的染色情况,推断出整体织物上其它毛发的染色效果,如果对标准毛发的染色效果不佳,通过重复染色的方式处理,对毛发进行进一步染色处理,提高毛发染色深度,增加毛发与织物在颜色方面的区分度。In each dyeing process of step S2, the dyeing time refers to the selected strong acid dyeing process, and selects the minimum dyeing treatment time recommended by the dyeing process. After the minimum dyeing time treatment, if the dyeing effect of the standard hair reaches the level that can be distinguished by artificial or machine vision, the hair marking can be completed in the least time. In step S3, by detecting the dyeing condition of the standard hair, the dyeing effect of other hairs on the overall fabric is inferred. If the dyeing effect of the standard hair is not good, the hair is further dyed by repeated dyeing to increase the dyeing depth of the hair. , increase the color distinction between hair and fabric.
机器视觉在应对不同颜色、形状的毛发时,需要更加复杂的算法,而将毛发变成统一的颜色后,机器视觉在识别毛发时,可加大对颜色区别的权重,所用的算法更加简单,算法和软件开发难度降低,识别效率提高。When machine vision deals with hair of different colors and shapes, more complex algorithms are needed. After turning the hair into a uniform color, machine vision can increase the weight of color difference when recognizing hair, and the algorithm used is simpler. The difficulty of algorithm and software development is reduced, and the recognition efficiency is improved.
通过酸碱处理和染色过程处理的织物,其表面的毛发强度会有所下降,进一步提高了后续清理的容易程度The strength of hairs on the surface of fabrics treated with acid-base treatment and dyeing process will be reduced, further improving the ease of subsequent clean-up
通过酸碱处理和染色过程处理的织物,其合成纤维表面,也会产生细微结构变化和细微刻蚀,因均为纤维表面的结构变化,所以在不明显影响织物结构强度的情况下,能提高织物吸 湿性,增加了穿着舒适性。Fabrics treated by acid-alkali treatment and dyeing process will also produce microstructure changes and micro-etches on the surface of synthetic fibers. Because they are all structural changes on the fiber surface, it can improve the strength of the fabric without significantly affecting the structural strength of the fabric. The fabric absorbs moisture for increased wearing comfort.
为了更清楚地说明本发明具体实施方式或现有技术中的技术方案,下面将对具体实施方式或现有技术描述中所需要使用的附图作简单介绍,后文将参照附图以示例性而非限制性的方式详细描述本发明的一些具体实施例。In order to more clearly illustrate the specific embodiments of the present invention or the technical solutions in the prior art, the following will briefly introduce the accompanying drawings that need to be used in the description of the specific embodiments or prior art. Some specific embodiments of the invention are described in detail in a non-limiting manner.
图1为标示处理过程的流程图。FIG. 1 is a flow chart showing the labeling process.
为了使本申请的目的、技术方案及优点更加清楚明白,以下结合附图及实施例,对本申请进行进一步详细说明。应当理解,此处描述的具体实施例仅用以解释本申请,并不用于限定本申请。In order to make the purpose, technical solution and advantages of the present application clearer, the present application will be further described in detail below in conjunction with the accompanying drawings and embodiments. It should be understood that the specific embodiments described here are only used to explain the present application, not to limit the present application.
选用织物为涤纶材质的加绒织物,加绒织物为深蓝色,加绒织物上嵌入有黑色头发,The fleece fabric made of polyester is selected, the fleece fabric is dark blue, and black hair is embedded in the fleece fabric.
S1前处理:S1 pre-processing:
在织物的指定位置设置标签并加入标准毛发;标签选用不会在处理过程中丧失对标准毛发所在位置标示作用的标签,本实施例中,选用金属别针,金属别针固定在织物上,别针针头指向标准毛发。标准毛发选用黑色头发,长度1cm,嵌入织物上别针针头位置。为提高代表性,可以在织物不同位置设置多个标签,并对应设置多个标准毛发。Set the label at the designated position of the fabric and add the standard hair; the label is selected from a label that will not lose the position marking function of the standard hair in the process of processing. In this embodiment, a metal pin is selected, and the metal pin is fixed on the fabric, and the needle point of the pin points to Standard hair. The standard hair is black hair with a length of 1cm, which is embedded in the position of the pin head on the fabric. To improve representation, multiple labels can be set at different positions of the fabric, and multiple standard hairs can be set correspondingly.
将织物放在pH值10或以上的溶液中浸泡一定时间;本实施例中,选用PH值11的纯碱溶液,在常温到加热沸腾条件下处理均可,加热处理能提高时间效率,处理时间为30分钟,常温处理,需要浸泡更长时间。使用碱性溶液处理,一方面能去除毛发表面的油脂等阻碍染色的物质,另一方面,能对织物合成纤维表面造成细微刻蚀,增加织物吸湿性,进而提高穿着舒适度。The fabric is placed in a solution with a pH value of 10 or more and soaked for a certain period of time; in the present embodiment, a soda ash solution with a pH value of 11 is selected, and it can be processed at normal temperature to heating and boiling conditions. Heat treatment can improve time efficiency, and the processing time is 30 minutes, normal temperature processing, need to soak for a longer time. Treatment with alkaline solution, on the one hand, can remove the grease on the surface of the hair and other substances that hinder dyeing, on the other hand, it can cause fine etching on the surface of the synthetic fiber of the fabric, increase the hygroscopicity of the fabric, and then improve the wearing comfort.
将碱处理过的织物通过清水冲洗至PH值中性;Rinse the alkali-treated fabric with water until the pH value is neutral;
S2上染S2 dyed
通过强酸性染料染色工艺(参照教科书《染整工艺与原理》),对织物整体进行染色处理;Through the dyeing process of strong acid dyes (refer to the textbook "Dyeing and Finishing Process and Principles"), the overall fabric is dyed;
本实施例选用的上染工艺为:The dyeing process selected in this embodiment is:
染料品种:酸性橙二Dye Variety: Acid Orange Two
染料质量:织物质量的2%Dye mass: 2% of fabric mass
染浴pH值:2Dye bath pH: 2
染浴质量:织物质量的20倍Dye bath quality: 20 times the fabric quality
平平加O:织物质量的0.01%Pingping plus O: 0.01% of fabric mass
染色时间30分钟,染色温度摄氏90度。The dyeing time is 30 minutes, and the dyeing temperature is 90 degrees Celsius.
染色后通过皂洗、水洗除去浮色After dyeing, wash with soap and water to remove floating color
对于强酸性染料品种的选择,仅需选择和底色织物颜色有明显颜色差异的染料,如对于浅色的织物选择色泽偏暗偏深色的染料,对于深色的织物,选择明亮颜色的浅色染料。For the selection of strong acid dyes, you only need to choose dyes that have obvious color differences from the color of the base color fabric. For example, for light-colored fabrics, choose darker and darker dyes; color dye.
染色工艺的选择需要参照所选染料,选用所选染料的使用说明书推荐的对应染色工艺进行染色,为了提高染色的时间效率和能源效率,优选染色工艺中最短的染色时间和最低的染色温度。The choice of dyeing process needs to refer to the selected dye, and choose the corresponding dyeing process recommended in the instruction manual of the selected dye for dyeing. In order to improve the time efficiency and energy efficiency of dyeing, the shortest dyeing time and the lowest dyeing temperature in the dyeing process are preferred.
S3后处理S3 post-processing
检查染色后的织物,通过人工或机器视觉方式识别染色后的织物在前处理阶段指定位置设置标签处的标准毛发,是否达到能被人工检测或机器视觉检测的程度。对于通过机器视觉方式检测,通过统计已完成人工智能训练的机器的检出标准毛发的检出率,判断是否能被机器视觉检测。Check the dyed fabric, and identify the standard hair at the label at the designated position of the dyed fabric by manual or machine vision, whether it can be detected by manual or machine vision. For detection by machine vision, it is judged whether it can be detected by machine vision by counting the detection rate of standard hairs detected by machines that have completed artificial intelligence training.
本案例中,使用摄像头采集织物上标准毛发的图像数据,并使用量表记录人工分辨情况,量表针对区分难易程度设置易、中、难3个值,通过统计一个织物上若干标准毛发的区分难易程度来定义织物上的毛发是否能被检测。In this case, the camera is used to collect the image data of standard hairs on the fabric, and the scale is used to record the manual discrimination. Differentiate the difficulty level to define whether the hair on the fabric can be detected or not.
统计样本织物上标准毛发的区分难易程度,用评价为“易于区分”的标准毛发数量除以样本织物上总标准毛发数,得到一个百分比。当统计得到超过90%的标准毛发的区分难易程度为“易于区分”时,代表加绒织物表面的大多数其他需要在后序处理中去除的非标准毛发也具备可区分性,因此认为达到能被机器视觉检测的程度。Calculate the difficulty of distinguishing standard hairs on the sample fabric, and divide the number of standard hairs evaluated as "easy to distinguish" by the total number of standard hairs on the sample fabric to obtain a percentage. When statistics show that the difficulty of distinguishing more than 90% of the standard hairs is "easy to distinguish", most of the other non-standard hairs representing the surface of the fleece fabric that need to be removed in the post-processing are also distinguishable, so it is considered to be "easy to distinguish". Can be detected by machine vision.
对于被认为是达到能被机器视觉检测程度的样本,将摄像头采集织物上标准毛发的图像数据标记为“易”,之后基于所标记的图像生成训练集,用于机器视觉的算法训练。处理结束,完成对毛发的标识。For samples that are considered to be detectable by machine vision, the image data of the standard hair on the fabric collected by the camera is marked as "easy", and then a training set is generated based on the marked images for algorithm training of machine vision. After the processing is over, the identification of the hair is completed.
若统计得到不足90%的标准毛发的区分难易程度为“易”时,则认为不能达到能被检测的程度,重复S2和S3步骤。If the degree of difficulty of distinguishing less than 90% of the standard hairs is "easy" according to the statistics, it is considered that it cannot be detected, and steps S2 and S3 are repeated.
以上所述,仅为本发明部分具体实施方式,但本发明的保护范围并不局限于此,任何熟 悉本领域的人员在本发明揭露的技术范围内,可轻易想到的变化或替换,都应涵盖在本发明的保护范围之内。The above are only some specific implementations of the present invention, but the protection scope of the present invention is not limited thereto. Any changes or substitutions that can be easily conceived by those skilled in the art within the technical scope disclosed in the present invention should be covered within the protection scope of the present invention.
Claims (3)
- 一种在加绒织物上标示毛发的方法,其特征在于,包括以下步骤:A method for marking hair on fleece fabrics, comprising the following steps:S1前处理S1 pre-processing将织物放在pH值10或以上的溶液中浸泡一定时间;Soak the fabric for a certain period of time in a solution with a pH value of 10 or above;将织物通过清水洗涤至PH值中性;Wash the fabric with water until the pH value is neutral;S2上染S2 dyed选择与织物颜色有明显颜色区别的强酸性染料;Choose strong acid dyes that have a clear color difference from the fabric color;通过所选强酸性染料染色工艺,对织物进行染色处理;Dye the fabric through the selected strong acid dyeing process;S3后处理S3 post-processing对织物进行水洗处理,完成对毛发的染色标示。The fabric is washed with water to complete the dyeing mark on the hair.
- 如权利要求1所述的一种在加绒织物上标示毛发的方法,其特征在于,A kind of method for marking hair on plush fabric as claimed in claim 1, is characterized in that,所述S1前处理步骤中,在将织物放在pH值10或以上的溶液中浸泡一定时间的步骤之前,还包括以下步骤:在织物的指定位置设置标签并在织物上设置标准毛发。In the S1 pretreatment step, before the step of soaking the fabric in a solution with a pH value of 10 or above for a certain period of time, the following steps are also included: setting a label on a designated position of the fabric and setting standard hairs on the fabric.
- 如权利要求2所述的一种在加绒织物上标示毛发的方法,其特征在于,A kind of method for marking hair on plush fabric as claimed in claim 2, is characterized in that,所述步骤S3中,在对织物进行水洗处理后,还包括以下步骤:In the step S3, after the fabric is washed with water, the following steps are also included:检查染色后的织物,通过人工或机器视觉方式识别染色后的织物在前处理阶段指定位置设置标签处的标准毛发,评价这些标准毛发是否达到能被人工检测或机器视觉检测的程度;Check the dyed fabric, identify the standard hairs at the designated position of the dyed fabric at the designated position in the pre-processing stage by manual or machine vision, and evaluate whether these standard hairs can be detected by manual or machine vision;若已达到能被检测的程度,完成标识;If it has reached the level that can be detected, the marking is completed;若不能达到能被检测的程度,重复S2和S3步骤。If it cannot be detected, repeat steps S2 and S3.
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