{"id":10335,"date":"2025-01-23T10:06:54","date_gmt":"2025-01-23T08:06:54","guid":{"rendered":"https:\/\/aire-edih.eu\/?post_type=project&#038;p=10335"},"modified":"2025-11-03T13:54:43","modified_gmt":"2025-11-03T11:54:43","slug":"2024-testing-of-video-stream-based-pallet-movement-detection-system-in-realistic-production-process","status":"publish","type":"project","link":"https:\/\/aire-edih.eu\/en\/project\/2024-testing-of-video-stream-based-pallet-movement-detection-system-in-realistic-production-process\/","title":{"rendered":"2024: Testing of video stream based pallet movement detection system in realistic production process"},"content":{"rendered":"<p><span class=\"TextRun SCXW257609764 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW257609764 BCX0\">In the current <\/span><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed SCXW257609764 BCX0\">project<\/span><span class=\"NormalTextRun SCXW257609764 BCX0\"> we <\/span><span class=\"NormalTextRun SCXW257609764 BCX0\">validated<\/span><span class=\"NormalTextRun SCXW257609764 BCX0\"> the efficacy of a video stream-based pallet detection system in collaboration with AS <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW257609764 BCX0\">Valdek<\/span><span class=\"NormalTextRun SCXW257609764 BCX0\"> in a realistic production process scenario. We implemented a custom pallet tracking solution based on <\/span><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed SCXW257609764 BCX0\">Mask<\/span><span class=\"NormalTextRun SCXW257609764 BCX0\"> DINO model published in 2023, that we amended with a filtering solution. We improved the performance of the models to <\/span><span class=\"NormalTextRun SCXW257609764 BCX0\">optimize<\/span><span class=\"NormalTextRun SCXW257609764 BCX0\"> hardware resource <\/span><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed SCXW257609764 BCX0\">requirements,<\/span><span class=\"NormalTextRun SCXW257609764 BCX0\"> we managed to go from running 4 simultaneous video streams in a single computer to 15. In addition, we compared the results of the video-based tracking with the data from the information system of the company to, on the one hand detect the quality of detections and, on the other hand, detect imperfections of the data represented in the information system. As a result of the project, the system running in the factory of AS <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW257609764 BCX0\">Valdek<\/span><span class=\"NormalTextRun SCXW257609764 BCX0\"> being able to perform real-time detections. The system <\/span><span class=\"NormalTextRun SCXW257609764 BCX0\">needs further development to further filter the detections from video streams <\/span><span class=\"NormalTextRun AdvancedProofingIssueV2Themed SCXW257609764 BCX0\">in order to<\/span><span class=\"NormalTextRun SCXW257609764 BCX0\"> use it in production.<\/span><\/span><span class=\"EOP SCXW257609764 BCX0\" data-ccp-props=\"{&quot;469777462&quot;:[1347],&quot;469777927&quot;:[0],&quot;469777928&quot;:[1]}\">\u00a0<\/span><\/p>\n<div  class='avia-button-wrap av-av_button-baea80573ce03469505e6df7127c4a13-wrap avia-button-left '><a href=\"https:\/\/github.com\/ai-robotics-estonia\/2024_Testing_of_video_stream-based_pallet_movement_detection_system_in_realistic_production_process\" class=\"avia-button av-av_button-baea80573ce03469505e6df7127c4a13 avia-icon_select-no avia-size-small avia-position-left avia-color-dark\" target=\"_blank\" rel=\"noopener noreferrer\"><span class='avia_iconbox_title' >Github<\/span><\/a><\/div>\n","protected":false},"excerpt":{"rendered":"<p>In the current project we validated the efficacy of a video stream-based pallet detection system in collaboration with AS Valdek in a realistic production process scenario. We implemented a custom [&hellip;]<\/p>\n","protected":false},"featured_media":10611,"template":"","year_tax":[86],"company_tax":[88],"status_tax":[92],"university_tax":[90],"sector":[168],"project_cat":[65],"class_list":["post-10335","project","type-project","status-publish","has-post-thumbnail","hentry","year_tax-2024-en","company_tax-as-valdek-en","status_tax-completed-projects","university_tax-taltech-en","sector-production-process","project_cat-completed-projects"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AIRE - 2024: Testing of video stream based pallet movement detection system in realistic production process<\/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:\/\/aire-edih.eu\/en\/project\/2024-testing-of-video-stream-based-pallet-movement-detection-system-in-realistic-production-process\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AIRE - 2024: Testing of video stream based pallet movement detection system in realistic production process\" \/>\n<meta property=\"og:description\" content=\"In the current project we validated the efficacy of a video stream-based pallet detection system in collaboration with AS Valdek in a realistic production process scenario. 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