{"id":3813,"date":"2024-11-07T10:00:12","date_gmt":"2024-11-07T10:00:12","guid":{"rendered":"https:\/\/www.leadintelligent.com\/en\/?p=3813"},"modified":"2024-12-18T11:02:52","modified_gmt":"2024-12-18T11:02:52","slug":"lead-shows-you-how-high-end-smartphone-appearance-inspection-standards-are-for-leading-brands","status":"publish","type":"post","link":"https:\/\/www.leadintelligent.com\/en\/lead-shows-you-how-high-end-smartphone-appearance-inspection-standards-are-for-leading-brands\/","title":{"rendered":"LEAD Shows You How High-End Smartphone Appearance Inspection Standards Are for Leading Brands"},"content":{"rendered":"<p><span data-font-family=\"default\">The appearance of <\/span><span data-font-family=\"default\">smartphone<\/span><span data-font-family=\"default\"> directly impacts consumer purchase decisions and product reputation. As a result, manufacturers have very high precision requirements for <\/span><span data-font-family=\"default\">smartphone<\/span><span data-font-family=\"default\"> appearance inspections, which must be fast and accurate. Lead Intelligent Equipment (hereafter referred to as LEAD), with its advanced equipment capabilities and cutting-edge inspection algorithms, has gained recognition from a leading <\/span><span data-font-family=\"default\">smartphone<\/span><span data-font-family=\"default\"> manufacturer, providing a tailored appearance inspection<\/span><span data-font-family=\"default\"> mass production<\/span><span data-font-family=\"default\"> solution for<\/span><span data-font-family=\"default\"> high-end smartphones<\/span><span data-font-family=\"default\">.<\/span><\/p>\n<p><span data-font-family=\"default\">The client is a global leader in communication technology, operating in nearly 200 countries and regions, serving almost half of the global population. Its <\/span><span data-font-family=\"default\">smartphone<\/span><span data-font-family=\"default\"> business holds a key industry position in both the global and Chinese smartphone markets, with top-tier technology and market performance.<\/span><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_67_1 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title \" >Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.leadintelligent.com\/en\/lead-shows-you-how-high-end-smartphone-appearance-inspection-standards-are-for-leading-brands\/#Challenges_in_Smartphone_Appearance_Inspection_Low_Efficiency_and_High_Difficulty\" title=\"Challenges in Smartphone Appearance Inspection: Low Efficiency and High Difficulty\">Challenges in Smartphone Appearance Inspection: Low Efficiency and High Difficulty<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.leadintelligent.com\/en\/lead-shows-you-how-high-end-smartphone-appearance-inspection-standards-are-for-leading-brands\/#Self-developed_Inspection_Platform_and_AI_Algorithms_Significantly_Improve_Inspection_Efficiency\" title=\"Self-developed Inspection Platform and AI Algorithms Significantly Improve Inspection Efficiency\">Self-developed Inspection Platform and AI Algorithms Significantly Improve Inspection Efficiency<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Challenges_in_Smartphone_Appearance_Inspection_Low_Efficiency_and_High_Difficulty\"><\/span><b><span data-font-family=\"default\">Challenges in <\/span><\/b><b><span data-font-family=\"default\">Smartphone<\/span><\/b> <b><span data-font-family=\"default\">A<\/span><\/b><b><span data-font-family=\"default\">ppearance Inspection: Low Efficiency and High Difficulty<\/span><\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span data-font-family=\"default\">As the largest external component of a <\/span><span data-font-family=\"default\">smartphone<\/span><span data-font-family=\"default\">, the <\/span><span data-font-family=\"default\">smartphone<\/span> <span data-font-family=\"default\">shell<\/span><span data-font-family=\"default\"> not only affects the phone\u2019s appearance and personalization but also plays a crucial role in its protection, durability, and user experience. Therefore, appearance inspection is a critical step in <\/span><span data-font-family=\"default\">smartphone<\/span><span data-font-family=\"default\"> manufacturing.<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-3815 aligncenter\" src=\"https:\/\/www.leadintelligent.com\/en\/wp-content\/uploads\/2024\/12\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_17326902998112.png\" alt=\"\" width=\"1586\" height=\"667\" srcset=\"https:\/\/www.leadintelligent.com\/en\/wp-content\/uploads\/2024\/12\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_17326902998112.png 1586w, https:\/\/www.leadintelligent.com\/en\/wp-content\/uploads\/2024\/12\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_17326902998112-300x126.png 300w\" sizes=\"auto, (max-width: 1586px) 100vw, 1586px\" \/><\/p>\n<p><span data-font-family=\"default\">Currently, <\/span><span data-font-family=\"default\">smartphone<\/span><span data-font-family=\"default\"> shell inspection faces several key challenges:<\/span><\/p>\n<ol>\n<li><b><span data-font-family=\"default\">Complex and Varied Defects<\/span><\/b><span data-font-family=\"default\">: Due to the structural uniqueness, various complex defects are often generated during the manufacturing process. These defects are diverse in type and characteristic<\/span><span data-font-family=\"default\">s<\/span><span data-font-family=\"default\">, making the inspection process highly challenging.<\/span><\/li>\n<li><b><span data-font-family=\"default\">Poor Imaging<\/span><\/b><span data-font-family=\"default\">: Due to the materials used, <\/span><span data-font-family=\"default\">smartphone<\/span><span data-font-family=\"default\"> shells tend to reflect light and cause glare, making imaging unclear. Manufacturers require high precision and efficiency in appearance inspection to ensure production efficiency. The challenge lies in accurately and quickly identifying defects and providing timely feedback and resolution.<\/span><\/li>\n<\/ol>\n<p><span data-font-family=\"default\">After multiple rounds of technical communication and comparative evaluation, LEAD\u2019s solution, characterized by clear logic, advanced technology, <\/span><span data-font-family=\"default\">and <\/span><span data-font-family=\"default\">strict standards, was highly recognized by the client. LEAD was chosen as the supplier of appearance inspection equipment for <\/span><span data-font-family=\"default\">smartphone<\/span><span data-font-family=\"default\"> frame and shell of the two high-end models.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Self-developed_Inspection_Platform_and_AI_Algorithms_Significantly_Improve_Inspection_Efficiency\"><\/span><b><span data-font-family=\"default\">Self-developed Inspection Platform and AI Algorithms Significantly Improve Inspection Efficiency<\/span><\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span data-font-family=\"default\">This project is LEAD\u2019s significant AI-based flaw detection mass production project for 3C consumer electronics, combining traditional equipment advantages with LEAD\u2019s self-developed algorithm expertise. The aim is to comprehensively verify and streamline processes, creating a high-end intelligent inspection platform to ensure full inspection <\/span><span data-font-family=\"default\">before<\/span> <span data-font-family=\"default\">delivery<\/span><span data-font-family=\"default\">.<\/span><\/p>\n<p><strong>Establishing a Project Collaboration Mechanism<\/strong><\/p>\n<p><span data-font-family=\"default\">After extensive preliminary communication and technical evaluations, LEAD\u2019s team set up a targeted research and development coordination mechanism, quickly analyzing, diagnosing, and <\/span><span data-font-family=\"default\">troubleshooting<\/span><span data-font-family=\"default\"> problems to enhance response speed and efficiency.<\/span><\/p>\n<p><strong>Technological Innovations of the Inspection Platform<\/strong><\/p>\n<p><span data-font-family=\"default\">To address the complexity of <\/span><span data-font-family=\"default\">smartphone<\/span><span data-font-family=\"default\"> shell structures, LEAD utilizes its patented inspection technology to automatically flip the <\/span><span data-font-family=\"default\">objects by multiple angles and quickly image the products<\/span><span data-font-family=\"default\">, enabling surface inspection of multi-layer products <\/span><span data-font-family=\"default\">by<\/span><span data-font-family=\"default\"> directly measuring the <\/span><span data-font-family=\"default\">smartphone<\/span><span data-font-family=\"default\"> shell\u2019s morphological features.<\/span><\/p>\n<p><strong>High-Precision Image Capture and AI Algorithms<\/strong><\/p>\n<p><span data-font-family=\"default\">The high-precision, non-contact image capture technology enables real-time flaw identification, improving inspection efficiency and accuracy. Through LEAD\u2019s self-developed 3D vision platform, feature <\/span><span data-font-family=\"default\">identification<\/span><span data-font-family=\"default\"> is automatically performed<\/span><span data-font-family=\"default\">. A<\/span><span data-font-family=\"default\">nd with the integration of AI algorithms, the platform\u2019s model training is reinforced, enabling the recognition and inspection of defects in various materials and <\/span><span data-font-family=\"default\">curved<\/span><span data-font-family=\"default\"> surfaces.<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-3816\" src=\"https:\/\/www.leadintelligent.com\/en\/wp-content\/uploads\/2024\/12\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_17326903486307.png\" alt=\"\" width=\"1898\" height=\"802\" srcset=\"https:\/\/www.leadintelligent.com\/en\/wp-content\/uploads\/2024\/12\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_17326903486307.png 1898w, https:\/\/www.leadintelligent.com\/en\/wp-content\/uploads\/2024\/12\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_17326903486307-300x127.png 300w\" sizes=\"auto, (max-width: 1898px) 100vw, 1898px\" \/><\/p>\n<p><span data-font-family=\"default\">With the support of equipment capabilities and 3D platform technology, this project successfully achieved the one-time acquisition of 140 detection data points, improving <\/span><span data-font-family=\"default\">machine<\/span><span data-font-family=\"default\"> efficiency to 6 seconds per piece<\/span> <span data-font-family=\"default\">\u2014<\/span> <span data-font-family=\"default\">more than ten times faster than traditional inspection methods<\/span><span data-font-family=\"default\"> and <\/span><span data-font-family=\"default\">cutting labor costs by more than half. Furthermore, the AI platform\u2019s defect sample calibration and analysis significantly boosted model training efficiency and detection capabilities. Enhanced post-processing algorithms and anomaly detection models accelerated model iterations and real-time upgrades of NG (No Good) <\/span><span data-font-family=\"default\">assessment<\/span><span data-font-family=\"default\"> standards, adjusting tolerance ranges accordingly.<\/span><\/p>\n<p><span data-font-family=\"default\">The final result of this <\/span><span data-font-family=\"default\">intelligent a<\/span><span data-font-family=\"default\">ppearance inspection solution achieved a defect miss rate of 0.5% and an overkill rate of 15%, significantly outperforming the industry average. The client highly recognized LEAD\u2019s overall solution and expressed appreciation for the project\u2019s success: \u201cThe LEAD team demonstrated strong technical expertise and exceptional project management capabilities. Their ability to quickly solve problems was particularly impressive. The team\u2019s unwavering commitment and readiness to tackle challenges reflected LEAD\u2019s service philosophy of \u2018timely response and customer-first approach.\u2019\u201d<\/span><\/p>\n<p><span data-font-family=\"default\">The manufacturing industry is undergoing a digital transformation driven by big data and cloud computing, as well as the development of industrial Internet technologies. Various sectors are actively seeking rapid and stable digital upgrades suited to their specific needs. AI technologies and digital management capabilities are independent of hardware manufacturing but are deeply rooted in a profound understanding of production equipment. LEAD integrates advanced technologies such as IoT, big data, AI, and edge computing to create an intelligent manufacturing system. This system, built from the client\u2019s perspective, enhances operational efficiency, reduces costs, and helps enterprises transform into digital and smart factories by adopting standardized, efficient, and intelligent production methods.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>The appearance of smartphone directly impacts consumer purchase decisions and product reputation. As a result, manufacturers have very high precision requirements for smartphone appearance inspections, which must be fast and accurate. Lead Intelligent Equipment (hereafter referred to as LEAD), with its advanced equipment capabilities and cutting-edge inspection algorithms, has gained recognition from a leading smartphone&#8230;<\/p>\n","protected":false},"author":12,"featured_media":3817,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[1,151],"tags":[171,172,173],"class_list":["post-3813","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news","category-news-news","tag-lead-intelligent-equipment","tag-lead-intelligent","tag-tailored-appearance-inspection-mass-production-solution"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>LEAD Shows You How High-End Smartphone Appearance Inspection Standards Are for Leading Brands<\/title>\n<meta name=\"description\" content=\"The appearance of smartphone directly impacts consumer purchase decisions and product reputation. 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As a result, manufacturers have very high precision requirements for smartphone appearance inspections, which must be fast and accurate. 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