{"id":91839,"date":"2024-04-19T10:21:19","date_gmt":"2024-04-19T08:21:19","guid":{"rendered":"https:\/\/packaging-journal.de\/?p=91839"},"modified":"2024-04-19T09:04:52","modified_gmt":"2024-04-19T07:04:52","slug":"30000-images-analysed-manually","status":"publish","type":"post","link":"https:\/\/packaging-journal.de\/en\/30-000-bilder-manuell-ausgewertet\/","title":{"rendered":"30,000 images analysed manually"},"content":{"rendered":"<p><strong>Every day, 450,000 glass bottles are filled at N\u00fcrburg Quelle Hermann Kreuter GmbH in the Vulkaneifel region of Rhineland-Palatinate. The company now relies on artificial intelligence (AI) from Indspect for bottle recognition: to achieve a recognition accuracy of well over 99 per cent, the experts created a large number of images in advance and evaluated them manually one by one. The AI then takes over ...<\/strong><\/p>\n<p>N\u00fcrburg Quelle uses white 0.7-litre pearl bottles and green 0.75-litre GdB bottles. However, the crates in the return flow often contain new 0.75-litre bottles (N2) as well as individual bottles from competitors. They are indistinguishable from above and with normal cameras. It took a great deal of effort and a new <strong>AI software that works on a high-performance graphics card<\/strong>, for the possibility of detection with Indspect inspection technology.<\/p>\n<h2>Development milestones<\/h2>\n<p>Hermann Kreuter senior founded N\u00fcrburg Quelle as a limited partnership in 1932. The early years for the company were difficult because the company owner did not want to share the political views of the National Socialist rulers. But from 1950 onwards, things began to improve rapidly. N\u00fcrburg Quelle grew continuously from ten employees and one million bottle fillings in 1950 to currently 115 employees and an annual output of around one million hectolitres.<br \/>\nMineralbrunnen set a milestone on 28 November 1968, when it became the first fountain company in Germany to introduce the practical and <strong>used a hygienic screw cap<\/strong> thus demonstrating its innovative strength and customer-orientation. Seven years later, on 11 July 1975, the company once again made history: the \u201eVulkania\u201c mineral water spring was officially recognised as medicinal water.<\/p><div class=\"packa-in-post-alle\" style=\"text-align: center;\" id=\"packa-1690625362\"><div id=\"packa-3050049252\"><a data-no-instant=\"1\" href=\"https:\/\/packaging-journal.de\/en\/newsletter\/\" rel=\"noopener\" class=\"a2t-link\" target=\"_blank\" aria-label=\"PJ Self-promotion English 03\"><!--noptimize--><img src=\"https:\/\/packaging-journal.de\/wp-content\/uploads\/2026\/01\/PJ-Eigenwerbung-English-03.png\" alt=\"\"  srcset=\"https:\/\/packaging-journal.de\/wp-content\/uploads\/2026\/01\/PJ-Eigenwerbung-English-03.png 840w, https:\/\/packaging-journal.de\/wp-content\/uploads\/2026\/01\/PJ-Eigenwerbung-English-03-300x75.png 300w, https:\/\/packaging-journal.de\/wp-content\/uploads\/2026\/01\/PJ-Eigenwerbung-English-03-768x192.png 768w, https:\/\/packaging-journal.de\/wp-content\/uploads\/2026\/01\/PJ-Eigenwerbung-English-03-18x5.png 18w, https:\/\/packaging-journal.de\/wp-content\/uploads\/2026\/01\/PJ-Eigenwerbung-English-03-332x83.png 332w, https:\/\/packaging-journal.de\/wp-content\/uploads\/2026\/01\/PJ-Eigenwerbung-English-03-664x166.png 664w, https:\/\/packaging-journal.de\/wp-content\/uploads\/2026\/01\/PJ-Eigenwerbung-English-03-688x172.png 688w\" sizes=\"(max-width: 840px) 100vw, 840px\" width=\"840\" height=\"210\"  style=\" max-width: 100%; height: auto;\" \/><!--\/noptimize--><\/a><\/div><\/div>\n<figure id=\"attachment_91840\" aria-describedby=\"caption-attachment-91840\" style=\"width: 1200px\" class=\"wp-caption aligncenter\"><img fetchpriority=\"high\" decoding=\"async\" class=\"wp-image-91840 size-full\" src=\"https:\/\/packaging-journal.de\/wp-content\/uploads\/2024\/04\/Indspect-4-Sortiment.jpg\" alt=\"\" width=\"1200\" height=\"650\" srcset=\"https:\/\/packaging-journal.de\/wp-content\/uploads\/2024\/04\/Indspect-4-Sortiment.jpg 1200w, https:\/\/packaging-journal.de\/wp-content\/uploads\/2024\/04\/Indspect-4-Sortiment-300x163.jpg 300w, https:\/\/packaging-journal.de\/wp-content\/uploads\/2024\/04\/Indspect-4-Sortiment-1024x555.jpg 1024w, https:\/\/packaging-journal.de\/wp-content\/uploads\/2024\/04\/Indspect-4-Sortiment-768x416.jpg 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><figcaption id=\"caption-attachment-91840\" class=\"wp-caption-text\"><br \/>The Indspect AI has to differentiate between these bottles, for example (on the right, those of N\u00fcrburg Quelle, next to it those of other competitors).(Image: broesele | Montage: packaging journal)<\/figcaption><\/figure>\n<h2>Bottled in pearl bottles<\/h2>\n<p>Every year, well over <strong>100 million bottles filled, 65 per cent of which are made of glass<\/strong>. Three PET lines (one-way and two-way PET) and a glass line with a capacity of 30,000 bottles per hour are in operation at the plant in Dreis-Br\u00fcck. Brown and green 12-bottle GdB crates are used for the glass bottles.<\/p>\n<blockquote><p>\u201eWe have been using camera systems from Indspect for years to recognise the \u201agood\u2018 bottles. However, for some time now, we have increasingly been registering the new GdB bottle N2 as well as individual bottles from other wells in our crates. The previous camera systems were no longer able to differentiate between these foreign bottles, so we ended up having to sort out many foreign bottles manually.\u201c<\/p>\n<p><strong>Hermann Kreuter<\/strong>, is the third-generation managing director of N\u00fcrburg Quelle and asked his long-standing partner Indspect for a solution.<\/p><\/blockquote>\n<h2>Innovative detection technology<\/h2>\n<p>For over 20 years, Indspect from Neuwied has been designing a wide variety of <strong>Process for checking bottles and crates in the beverage industry<\/strong>Cameras, high-frequency technology, laser light section systems, ultrasonic sensors and light barriers detect the colours, shape and size of containers, the presence, correct fit and intact retaining rings on closures, labels and their dating, as well as fill levels. Added to this are the <strong>Detection of foreign substances and residual liquids<\/strong> in the bottles, completeness in the full crates, broken handles, incorrect crate colours and logos, foreign objects or incorrect bottles in the empties.<\/p><div id=\"packa-2833404075\" class=\"packa-inhalt\"><!--noptimize--><script async src=\"https:\/\/pagead2.googlesyndication.com\/pagead\/js\/adsbygoogle.js?client=ca-pub-2686439340972671\" crossorigin=\"anonymous\"><\/script>\r\n<ins class=\"adsbygoogle\" style=\"display:block;text-align:center\" data-ad-layout=\"in-article\" data-ad-format=\"fluid\" data-ad-client=\"ca-pub-2686439340972671\" data-ad-slot=\"6171251825\"><\/ins>\r\n<script>\r\n     (adsbygoogle = window.adsbygoogle || []).push({});\r\n<\/script><!--\/noptimize--><\/div>\n<figure id=\"attachment_91843\" aria-describedby=\"caption-attachment-91843\" style=\"width: 1200px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"wp-image-91843 size-full\" src=\"https:\/\/packaging-journal.de\/wp-content\/uploads\/2024\/04\/Indspect-2-Beleuchtung.jpg\" alt=\"\" width=\"1200\" height=\"650\" srcset=\"https:\/\/packaging-journal.de\/wp-content\/uploads\/2024\/04\/Indspect-2-Beleuchtung.jpg 1200w, https:\/\/packaging-journal.de\/wp-content\/uploads\/2024\/04\/Indspect-2-Beleuchtung-300x163.jpg 300w, https:\/\/packaging-journal.de\/wp-content\/uploads\/2024\/04\/Indspect-2-Beleuchtung-1024x555.jpg 1024w, https:\/\/packaging-journal.de\/wp-content\/uploads\/2024\/04\/Indspect-2-Beleuchtung-768x416.jpg 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><figcaption id=\"caption-attachment-91843\" class=\"wp-caption-text\">The LED lamps, which provide the perfect lighting for the cameras, are red from below, white from the side and white from above. (Image: broesele)<\/figcaption><\/figure>\n<p>The following are used <strong>CCD high-performance cameras in measuring bridges<\/strong>, The crates with the bottles pass underneath in free flow. Just as important is the associated software, which clearly converts the sometimes extremely fast signals in such a way that the bottles and crates are guided into the correct lanes by rejection systems and the complete results are clearly and comprehensibly displayed on a large screen, and errors and good bottles and crates are saved in clear statistics. The Pro, Basic or Eco control units (depending on performance requirements) are used for this purpose.<\/p>\n<h2>Problematic differentiation - time-consuming preparation<\/h2>\n<p>At the N\u00fcrburg Quelle, Indspect uses a <strong>Special AI software<\/strong> one. \u201eThe desired pearl glass bottle, the new N2 bottle from GdB and the individual bottles from our competitors are almost the same height. What's more, it's almost impossible for our cameras to recognise the differences from above with a shoulder view,\u201c says Indspect Managing Director Frank Nicklisch, describing the problem. However, AI in no way means that this system learns completely independently, as many people think, \u201ebut we have to give the <strong>Software as many variations as possible<\/strong> The AI must be able to draw the right conclusions and ultimately distinguish between the bottles,\u201c emphasises Nicklisch. Firstly, the human has to evaluate each individual image and provide the AI with the result.<\/p>\n<figure id=\"attachment_91841\" aria-describedby=\"caption-attachment-91841\" style=\"width: 1200px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"wp-image-91841 size-full\" src=\"https:\/\/packaging-journal.de\/wp-content\/uploads\/2024\/04\/Indspect-3-Bewertung.jpg\" alt=\"\" width=\"1200\" height=\"650\" srcset=\"https:\/\/packaging-journal.de\/wp-content\/uploads\/2024\/04\/Indspect-3-Bewertung.jpg 1200w, https:\/\/packaging-journal.de\/wp-content\/uploads\/2024\/04\/Indspect-3-Bewertung-300x163.jpg 300w, https:\/\/packaging-journal.de\/wp-content\/uploads\/2024\/04\/Indspect-3-Bewertung-1024x555.jpg 1024w, https:\/\/packaging-journal.de\/wp-content\/uploads\/2024\/04\/Indspect-3-Bewertung-768x416.jpg 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><figcaption id=\"caption-attachment-91841\" class=\"wp-caption-text\">The operating personnel can see and check the detection status at any time.<br \/>(Image: broesele)<\/figcaption><\/figure>\n<p>At its headquarters in Neuwied, Indspect therefore began to take countless photos of the various bottles from above. Each individual image was then analysed manually and the often minimal difference marked. The Indspect engineers then installed their four CCD cameras and the electronics on the N\u00fcrburg Quelle line and took more photos. \u201eIn total there were <strong>between 25,000 and 30,000 images<\/strong>, which we shot and analysed individually,\u201c reports Nicklisch. Only then were they satisfied and achieved a <strong>Detection accuracy of well over 99 per cent<\/strong> with an output of 30,000 bottles or 2,500 crates per hour.<\/p>\n<blockquote><p>\u201eThe AI gradually draws its own conclusions from this wealth of information and distinguishing features as it trains the model and thus becomes better and better.\u201c<\/p><\/blockquote>\n<h2>Convincing result<\/h2>\n<p>Crates that do not contain any missing bottles go directly to the unpacker and washing machine. Crates with non-production bottles are sent to a separate conveyor for palletising and are later returned to production. Crates with more than one foreign bottle reach the sorting area via a third conveyor:<\/p>\n<blockquote><p>\u201eWe are very satisfied with the new system from Indspect and have far fewer foreign bottles in the process. Of course, the solution would be perfect if 100 per cent of the wrong bottles could be sorted out.\u201c<\/p>\n<p><strong>Hermann Kreuter<\/strong><\/p><\/blockquote>\n<p><a href=\"http:\/\/www.indspect.de\" target=\"_blank\" rel=\"noopener\">http:\/\/www.indspect.de<\/a><\/p>","protected":false},"excerpt":{"rendered":"N\u00fcrburg Quelle relies on artificial intelligence from Indspect for the return of its bottles: recognition accuracy is over 99 per cent.","protected":false},"author":1,"featured_media":91842,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"__cvm_playback_settings":[],"__cvm_video_id":"","rank_math_description":"Die N\u00fcrburg Quelle setzt beim R\u00fccklauf ihrer Flaschen auf k\u00fcnstliche Intelligenz von Indspect: Die Erkennungsgenauigkeit liegt bei \u00fcber 99 Prozent.","rank_math_focus_keyword":"Bilder,Indspect,flaschen","rank_math_title":"","csco_display_header_overlay":false,"csco_singular_sidebar":"","csco_page_header_type":"","csco_page_load_nextpost":"","csco_post_video_location":[],"csco_post_video_location_hash":"","csco_post_video_url":"","csco_post_video_bg_start_time":0,"csco_post_video_bg_end_time":0,"footnotes":"","_links_to":"","_links_to_target":""},"categories":[28],"tags":[48,62,60369,60357,56,39],"class_list":{"0":"post-91839","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-aus-dem-magazin","8":"tag-getraenke","9":"tag-glas","10":"tag-indspect","11":"tag-magazin-02-2024","12":"tag-qualitaetssicherung","13":"tag-verpackungstechnik","14":"cs-entry","15":"cs-video-wrap"},"acf":[],"vimeo_video":null,"_links":{"self":[{"href":"https:\/\/packaging-journal.de\/en\/wp-json\/wp\/v2\/posts\/91839","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/packaging-journal.de\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/packaging-journal.de\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/packaging-journal.de\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/packaging-journal.de\/en\/wp-json\/wp\/v2\/comments?post=91839"}],"version-history":[{"count":0,"href":"https:\/\/packaging-journal.de\/en\/wp-json\/wp\/v2\/posts\/91839\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/packaging-journal.de\/en\/wp-json\/wp\/v2\/media\/91842"}],"wp:attachment":[{"href":"https:\/\/packaging-journal.de\/en\/wp-json\/wp\/v2\/media?parent=91839"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/packaging-journal.de\/en\/wp-json\/wp\/v2\/categories?post=91839"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/packaging-journal.de\/en\/wp-json\/wp\/v2\/tags?post=91839"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}