{"id":3899,"date":"2025-12-11T13:55:20","date_gmt":"2025-12-11T19:55:20","guid":{"rendered":"https:\/\/uwm.edu\/csi\/?post_type=whitepaper_post_type&#038;p=3899"},"modified":"2025-12-11T13:55:21","modified_gmt":"2025-12-11T19:55:21","slug":"computer-vision-ai-in-manufacturing","status":"publish","type":"whitepaper_post_type","link":"https:\/\/uwm.edu\/csi\/members\/white-papers\/computer-vision-ai-in-manufacturing\/","title":{"rendered":"Computer Vision AI in Manufacturing"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\" id=\"h-use-case-example-enhancing-manufacturing-efficiency-through-computer-vision-and-iiot-integration\">Use-Case Example: Enhancing Manufacturing Efficiency through Computer Vision and IIoT Integration<\/h2>\n\n\n\n<p>This project details the integration of AI computer vision into the Connected Systems Institute\u2019s manufacturing line to enhance quality control. Utilizing an edge-based architecture, the solution enables real-time defect detection without cloud latency.<\/p>\n\n\n\n<p>The deployment was executed by researchers Shamar Webster and Asif Al Zubayer Swapnil, with technical supervision and architectural guidance provided by Microsoft AI Expert Balamurugan Balakreshnan.<\/p>\n\n\n\n<div data-wp-interactive=\"core\/file\" class=\"wp-block-file\"><object data-wp-bind--hidden=\"!state.hasPdfPreview\" hidden class=\"wp-block-file__embed\" data=\"https:\/\/uwm.edu\/csi\/wp-content\/uploads\/sites\/708\/2025\/12\/Enhancing-Manufacturing-Efficiency-through-Computer-Vision-and-IIoT-Integration.pdf\" type=\"application\/pdf\" style=\"width:100%;height:600px\" aria-label=\"Embed of Enhancing Manufacturing Efficiency through Computer Vision and IIoT Integration.\"><\/object><a id=\"wp-block-file--media-d7e3e58a-755a-416b-970d-de2426fffdad\" href=\"https:\/\/uwm.edu\/csi\/wp-content\/uploads\/sites\/708\/2025\/12\/Enhancing-Manufacturing-Efficiency-through-Computer-Vision-and-IIoT-Integration.pdf\">Enhancing Manufacturing Efficiency through Computer Vision and IIoT Integration<\/a><a href=\"https:\/\/uwm.edu\/csi\/wp-content\/uploads\/sites\/708\/2025\/12\/Enhancing-Manufacturing-Efficiency-through-Computer-Vision-and-IIoT-Integration.pdf\" class=\"wp-block-file__button wp-element-button\" download aria-describedby=\"wp-block-file--media-d7e3e58a-755a-416b-970d-de2426fffdad\">Download<\/a><\/div>\n","protected":false},"author":39837,"parent":0,"template":"","class_list":["post-3899","whitepaper_post_type","type-whitepaper_post_type","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.3 (Yoast SEO v27.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Connected Systems Institute<\/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:\/\/uwm.edu\/csi\/members\/white-papers\/computer-vision-ai-in-manufacturing\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Computer Vision AI in Manufacturing\" \/>\n<meta property=\"og:description\" content=\"Use-Case Example: Enhancing Manufacturing Efficiency through Computer Vision and IIoT Integration This project details the integration of AI computer vision into the Connected Systems Institute\u2019s manufacturing line to enhance quality control. Utilizing an edge-based architecture, the solution enables real-time defect &hellip;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/uwm.edu\/csi\/members\/white-papers\/computer-vision-ai-in-manufacturing\/\" \/>\n<meta property=\"og:site_name\" content=\"Connected Systems Institute\" \/>\n<meta property=\"article:modified_time\" content=\"2025-12-11T19:55:21+00:00\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/uwm.edu\\\/csi\\\/members\\\/white-papers\\\/computer-vision-ai-in-manufacturing\\\/\",\"url\":\"https:\\\/\\\/uwm.edu\\\/csi\\\/members\\\/white-papers\\\/computer-vision-ai-in-manufacturing\\\/\",\"name\":\"Computer Vision AI in Manufacturing - Connected Systems Institute\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/uwm.edu\\\/csi\\\/#website\"},\"datePublished\":\"2025-12-11T19:55:20+00:00\",\"dateModified\":\"2025-12-11T19:55:21+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/uwm.edu\\\/csi\\\/members\\\/white-papers\\\/computer-vision-ai-in-manufacturing\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/uwm.edu\\\/csi\\\/members\\\/white-papers\\\/computer-vision-ai-in-manufacturing\\\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/uwm.edu\\\/csi\\\/members\\\/white-papers\\\/computer-vision-ai-in-manufacturing\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/uwm.edu\\\/csi\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Computer Vision AI in Manufacturing\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/uwm.edu\\\/csi\\\/#website\",\"url\":\"https:\\\/\\\/uwm.edu\\\/csi\\\/\",\"name\":\"Connected Systems Institute\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\\\/\\\/uwm.edu\\\/csi\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/uwm.edu\\\/csi\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/uwm.edu\\\/csi\\\/#organization\",\"name\":\"University of Wisconsin - Milwaukee\",\"url\":\"https:\\\/\\\/uwm.edu\\\/csi\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/uwm.edu\\\/csi\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/uwm.edu\\\/csi\\\/wp-content\\\/uploads\\\/sites\\\/708\\\/2020\\\/11\\\/uwm-seo-logo.jpg\",\"contentUrl\":\"https:\\\/\\\/uwm.edu\\\/csi\\\/wp-content\\\/uploads\\\/sites\\\/708\\\/2020\\\/11\\\/uwm-seo-logo.jpg\",\"width\":225,\"height\":224,\"caption\":\"University of Wisconsin - Milwaukee\"},\"image\":{\"@id\":\"https:\\\/\\\/uwm.edu\\\/csi\\\/#\\\/schema\\\/logo\\\/image\\\/\"}}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Connected Systems Institute","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/uwm.edu\/csi\/members\/white-papers\/computer-vision-ai-in-manufacturing\/","og_locale":"en_US","og_type":"article","og_title":"Computer Vision AI in Manufacturing","og_description":"Use-Case Example: Enhancing Manufacturing Efficiency through Computer Vision and IIoT Integration This project details the integration of AI computer vision into the Connected Systems Institute\u2019s manufacturing line to enhance quality control. Utilizing an edge-based architecture, the solution enables real-time defect &hellip;","og_url":"https:\/\/uwm.edu\/csi\/members\/white-papers\/computer-vision-ai-in-manufacturing\/","og_site_name":"Connected Systems Institute","article_modified_time":"2025-12-11T19:55:21+00:00","twitter_card":"summary_large_image","twitter_misc":{"Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/uwm.edu\/csi\/members\/white-papers\/computer-vision-ai-in-manufacturing\/","url":"https:\/\/uwm.edu\/csi\/members\/white-papers\/computer-vision-ai-in-manufacturing\/","name":"Computer Vision AI in Manufacturing - Connected Systems Institute","isPartOf":{"@id":"https:\/\/uwm.edu\/csi\/#website"},"datePublished":"2025-12-11T19:55:20+00:00","dateModified":"2025-12-11T19:55:21+00:00","breadcrumb":{"@id":"https:\/\/uwm.edu\/csi\/members\/white-papers\/computer-vision-ai-in-manufacturing\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/uwm.edu\/csi\/members\/white-papers\/computer-vision-ai-in-manufacturing\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/uwm.edu\/csi\/members\/white-papers\/computer-vision-ai-in-manufacturing\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/uwm.edu\/csi\/"},{"@type":"ListItem","position":2,"name":"Computer Vision AI in Manufacturing"}]},{"@type":"WebSite","@id":"https:\/\/uwm.edu\/csi\/#website","url":"https:\/\/uwm.edu\/csi\/","name":"Connected Systems Institute","description":"","publisher":{"@id":"https:\/\/uwm.edu\/csi\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/uwm.edu\/csi\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/uwm.edu\/csi\/#organization","name":"University of Wisconsin - Milwaukee","url":"https:\/\/uwm.edu\/csi\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/uwm.edu\/csi\/#\/schema\/logo\/image\/","url":"https:\/\/uwm.edu\/csi\/wp-content\/uploads\/sites\/708\/2020\/11\/uwm-seo-logo.jpg","contentUrl":"https:\/\/uwm.edu\/csi\/wp-content\/uploads\/sites\/708\/2020\/11\/uwm-seo-logo.jpg","width":225,"height":224,"caption":"University of Wisconsin - Milwaukee"},"image":{"@id":"https:\/\/uwm.edu\/csi\/#\/schema\/logo\/image\/"}}]}},"acf":[],"_links":{"self":[{"href":"https:\/\/uwm.edu\/csi\/wp-json\/wp\/v2\/whitepaper_post_type\/3899","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/uwm.edu\/csi\/wp-json\/wp\/v2\/whitepaper_post_type"}],"about":[{"href":"https:\/\/uwm.edu\/csi\/wp-json\/wp\/v2\/types\/whitepaper_post_type"}],"author":[{"embeddable":true,"href":"https:\/\/uwm.edu\/csi\/wp-json\/wp\/v2\/users\/39837"}],"version-history":[{"count":1,"href":"https:\/\/uwm.edu\/csi\/wp-json\/wp\/v2\/whitepaper_post_type\/3899\/revisions"}],"predecessor-version":[{"id":3905,"href":"https:\/\/uwm.edu\/csi\/wp-json\/wp\/v2\/whitepaper_post_type\/3899\/revisions\/3905"}],"wp:attachment":[{"href":"https:\/\/uwm.edu\/csi\/wp-json\/wp\/v2\/media?parent=3899"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}