{"id":5946,"date":"2021-11-24T12:27:13","date_gmt":"2021-11-24T10:27:13","guid":{"rendered":"https:\/\/blogit.lab.fi\/labfocus\/?p=5946"},"modified":"2023-09-28T09:30:15","modified_gmt":"2023-09-28T06:30:15","slug":"identifying-textiles-using-computer-vision-in-a-mobile-app","status":"publish","type":"post","link":"https:\/\/blogit.lab.fi\/labfocus\/en\/identifying-textiles-using-computer-vision-in-a-mobile-app\/","title":{"rendered":"Identifying textiles using computer vision in a mobile app"},"content":{"rendered":"\n<p>Different ways of utilizing artificial intelligence for sorting and identifying textiles is being researched in the <a href=\"https:\/\/lab.fi\/en\/project\/tekoalypaja\">AI-mill project<\/a>. A new method to improve the sorting of textile pieces based on their structure and color was developed with the help of <a href=\"https:\/\/lab.fi\/en\/node\/10311\">LAB University of Applied Science\u2019s Textile research team (in Finnish)<\/a>. A dataset of around 3000 pictures of different textile pieces was gathered and used to train an image classification AI model using machine learning algorithms.<\/p>\n\n\n\n<p>With the AI model, textile pieces are classified as either weft or knit. The structure of the material affects how it can be mechanically opened into fiber and how it can be reused. In addition, the solution detects the color of the textile by counting the color pixels in the picture with a separate algorithm. Sorting by color reduces the need of recoloring the textile fibers for reuse, saving water. (LAB 2021.)<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"554\" src=\"https:\/\/blogit.lab.fi\/labfocus\/wp-content\/uploads\/sites\/8\/2021\/11\/537_1-1024x554.jpg\" alt=\"two screen capture pictures side by side. First, from the Textile Identifier-app while it\u2019s scanning the textile and in secind, after it has finished scanning\" class=\"wp-image-5947\" srcset=\"https:\/\/blogit.lab.fi\/labfocus\/wp-content\/uploads\/sites\/8\/2021\/11\/537_1-1024x554.jpg 1024w, https:\/\/blogit.lab.fi\/labfocus\/wp-content\/uploads\/sites\/8\/2021\/11\/537_1-300x162.jpg 300w, https:\/\/blogit.lab.fi\/labfocus\/wp-content\/uploads\/sites\/8\/2021\/11\/537_1-768x415.jpg 768w, https:\/\/blogit.lab.fi\/labfocus\/wp-content\/uploads\/sites\/8\/2021\/11\/537_1.jpg 1183w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Picture 1. Screen capture from the Textile Identifier-app while it\u2019s scanning the textile and after it has finished scanning (Picture: Ville Ter\u00e4v\u00e4inen)<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Mobile app<\/h2>\n\n\n\n<p>In June 2021, a free test version of the <a href=\"https:\/\/play.google.com\/store\/apps\/details?id=fi.lab.vision_tool\">Textile Identifier app (in Finnish)<\/a> was released in the Play Store for Android devices. The app uses the phone\u2019s camera to classify textile pieces in real time and can also produce a more accurate analysis from the average of multiple pictures as in picture 1. The app is meant as a useful tool for textile recycling done by humans, for example in a recycling center. &nbsp;Sorters could use the app to scan the textile pieces being sorted and recycle them based on the results like in Video 1. The goal is to improve the recycling accuracy and make sorting easier for the workers.<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"Tekstiilintunnistin\" width=\"1140\" height=\"641\" src=\"https:\/\/www.youtube.com\/embed\/UvXV79Qwl_w?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen><\/iframe>\n<\/div><figcaption class=\"wp-element-caption\">Video 1. YouTube video showcasing the Textile Identifier-app (Ter\u00e4v\u00e4inen 2021)<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Using the AI model with a sorting machine<\/h2>\n\n\n\n<p>The AI model can be tailored to work with a sorting machine. It is possible to deploy the AI model in a microcomputer with a camera attached to it and add the solution as part of the sorting machine. The microcomputer does a similar analysis as the phone app and sends the analysis to the sorting machine, which sorts the incoming textile pieces accordingly. With this information, the sorting machine gains the ability to know the structure and color of the incoming textile piece.<\/p>\n\n\n\n<p>Developing such an application will still require further work on the software, as well as improving the AI model\u2019s accuracy. The training dataset for the AI model still needs to be expanded greatly for it make accurate enough predictions in a production environment. Still the experiment has demonstrated that such a technique is possible to implement, and the solution is flexible in the ways it can be deployed on different devices.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">What\u2019s next?<\/h2>\n\n\n\n<p>The AI-mill project is ending in February 2022, but the development environment will continue to exist after the project ends. Further development on the textile identification technology is a possibility that the development environment hopefully gets to pursue. Before the project itself ends, there are plans of expanding the textile dataset further by taking pictures of the of textile pieces that have been gathered in LAB\u2019s textile laboratory.<\/p>\n\n\n\n<p class=\"has-background\" style=\"background-color:#b3edfb\">Author <br><br><strong>Ville Ter\u00e4v\u00e4inen<\/strong> is working at LAB as a RDI Specialist in the AI-Mill and Innovative Machine Vision Solutions projects.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">References<\/h3>\n\n\n\n<p>LAB. 2021. Uusi sovellus nopeuttaa tekstiilien kierr\u00e4tyst\u00e4. [Cited 21.10.2021] Available: <a href=\"https:\/\/lab.fi\/fi\/uutiset\/uusi-sovellus-nopeuttaa-tekstiilien-kierratysta?fbclid=IwAR3KLxR7vTS1RPq8GLhmMyhKd2cYybahSFOlHt0IgmODQZy-qlro6pSyLBM\">https:\/\/lab.fi\/fi\/uutiset\/uusi-sovellus-nopeuttaa-tekstiilien-kierratysta?fbclid=IwAR3KLxR7vTS1RPq8GLhmMyhKd2cYybahSFOlHt0IgmODQZy-qlro6pSyLBM<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Links<\/h3>\n\n\n\n<p>Link 1. LAB. 2021. Teko\u00e4lypaja. [Cited 21.10.2021] Available:&nbsp; <a href=\"https:\/\/lab.fi\/en\/project\/tekoalypaja\">https:\/\/lab.fi\/en\/project\/tekoalypaja<\/a> &nbsp;<\/p>\n\n\n\n<p>Link 2. LAB 2021. Tekstiilien ja muovien materiaalikierrot -tutkimustiimi. [Cited 25.10.2021] Available: <a href=\"https:\/\/lab.fi\/en\/node\/10311\">https:\/\/lab.fi\/en\/node\/10311<\/a><\/p>\n\n\n\n<p>Link 3. Google Play 2021. Textile Identifier [Cited 25.10.2021] Available: &nbsp;<a href=\"https:\/\/play.google.com\/store\/apps\/details?id=fi.lab.vision_tool\">https:\/\/play.google.com\/store\/apps\/details?id=fi.lab.vision_tool<\/a><\/p>\n\n\n\n<p>Link 2. LAB 2021. Tekstiilien ja muovien materiaalikierrot -tutkimustiimi. [Cited 25.10.2021] Available: <a href=\"https:\/\/lab.fi\/en\/node\/10311\">https:\/\/lab.fi\/en\/node\/10311<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Pictures<\/h3>\n\n\n\n<p>Picture 1. Ville Ter\u00e4v\u00e4inen 2021. New sensor and AI-solutions are being developed in the AI-mill development environment [Cited 10 Nov 2021]<\/p>\n\n\n\n<p>Picture 2. Ville Ter\u00e4v\u00e4inen 2021. Screen capture from the Textile Identifier-app while it\u2019s scanning the textile and after it has finished scanning [Cited 10 Nov 2021]<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Video<\/h3>\n\n\n\n<p>Ter\u00e4v\u00e4inen, V. 2021. Tekstiilintunnistin. LAB Focus. [Cited 25.10.2021] Available: <a href=\"https:\/\/www.youtube.com\/watch?v=UvXV79Qwl_w\">https:\/\/www.youtube.com\/watch?v=UvXV79Qwl_w<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Different ways of utilizing artificial intelligence for sorting and identifying textiles is being researched in the AI-mill project. A new method to improve the sorting of textile pieces based on their structure and color was developed with the help of LAB University of Applied Science\u2019s Textile research team (in Finnish). A dataset of around 3000 [&hellip;]<\/p>\n","protected":false},"author":6,"featured_media":5947,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[25,551],"tags":[2972,616,2976,55,2974],"class_list":{"0":"post-5946","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-circular-economy","8":"category-general","9":"tag-ai-mill","10":"tag-article-e1","11":"tag-artificial-intelligence","12":"tag-circular-economy","13":"tag-machine-learning","14":"czr-hentry"},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Identifying textiles using computer vision in a mobile app - LAB Focus<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/blogit.lab.fi\/labfocus\/en\/identifying-textiles-using-computer-vision-in-a-mobile-app\/\" \/>\n<meta property=\"og:locale\" content=\"fi_FI\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Identifying textiles using computer vision in a mobile app - LAB Focus\" \/>\n<meta property=\"og:description\" content=\"Different ways of utilizing artificial intelligence for sorting and identifying textiles is being researched in the AI-mill project. 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