{"id":9721,"date":"2024-10-10T12:57:36","date_gmt":"2024-10-10T09:57:36","guid":{"rendered":"https:\/\/aire-edih.eu\/?post_type=project&#038;p=9721"},"modified":"2025-11-03T13:38:53","modified_gmt":"2025-11-03T11:38:53","slug":"2024-evaluating-machine-vision-techniques-for-enhanced-grain-sorting-process","status":"publish","type":"project","link":"https:\/\/aire-edih.eu\/en\/project\/2024-evaluating-machine-vision-techniques-for-enhanced-grain-sorting-process\/","title":{"rendered":"2024: Evaluating machine vision techniques for enhanced grain sorting process"},"content":{"rendered":"<div class=\"ewa-rteLine\"><span class=\"TextRun SCXW163605903 BCX0\" lang=\"ET-EE\" xml:lang=\"ET-EE\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW163605903 BCX0\">The <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">goal<\/span><span class=\"NormalTextRun SCXW163605903 BCX0\"> of <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">the<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">project<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">was<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">to<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">validate<\/span> <span class=\"NormalTextRun SCXW163605903 BCX0\">a <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">machine<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">vision<\/span><span class=\"NormalTextRun SCXW163605903 BCX0\">\u2013<\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">based<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">solution<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">for<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">assessing<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">the<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">quality<\/span><span class=\"NormalTextRun SCXW163605903 BCX0\"> of <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">grain<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">sorting<\/span><span class=\"NormalTextRun SCXW163605903 BCX0\">. A <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">camera-based<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">device<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">was<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">built<\/span><span class=\"NormalTextRun SCXW163605903 BCX0\">, and <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">an<\/span><span class=\"NormalTextRun SCXW163605903 BCX0\"> AI <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">model<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">was<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">trained<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">to<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">automatically<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">predict<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">the<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">level<\/span><span class=\"NormalTextRun SCXW163605903 BCX0\"> of <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">impurities<\/span><span class=\"NormalTextRun SCXW163605903 BCX0\"> in <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">the<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">sorted<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">grain<\/span><span class=\"NormalTextRun SCXW163605903 BCX0\">. The <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">solution<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">is<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">based<\/span><span class=\"NormalTextRun SCXW163605903 BCX0\"> on <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">the<\/span><span class=\"NormalTextRun SCXW163605903 BCX0\"> YOLOv11-seg <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">model<\/span><span class=\"NormalTextRun SCXW163605903 BCX0\">, <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">can<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">be<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">integrated<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">into<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">existing<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">sorting<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">machines<\/span><span class=\"NormalTextRun SCXW163605903 BCX0\">, and <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">provides<\/span><span class=\"NormalTextRun SCXW163605903 BCX0\"> a <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">more<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">comprehensive<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">overview<\/span><span class=\"NormalTextRun SCXW163605903 BCX0\"> of <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">the<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">entire<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">sorting<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">process<\/span><span class=\"NormalTextRun SCXW163605903 BCX0\">, <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">enhancing<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">quality<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">control<\/span><span class=\"NormalTextRun SCXW163605903 BCX0\">. The <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">prototype<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">was<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">successfully<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">tested<\/span><span class=\"NormalTextRun SCXW163605903 BCX0\"> in a <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">pilot<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">drying<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">facility<\/span><span class=\"NormalTextRun SCXW163605903 BCX0\">, <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">achi<\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">eving<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">over<\/span><span class=\"NormalTextRun SCXW163605903 BCX0\"> 95% <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">accuracy<\/span><span class=\"NormalTextRun SCXW163605903 BCX0\">. As a <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">result<\/span><span class=\"NormalTextRun SCXW163605903 BCX0\"> of <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">the<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">project<\/span><span class=\"NormalTextRun SCXW163605903 BCX0\">, a <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">Docker-based<\/span><span class=\"NormalTextRun SCXW163605903 BCX0\"> tool <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">was<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">validated<\/span><span class=\"NormalTextRun SCXW163605903 BCX0\">, <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">enabling<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">easy<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">deployment<\/span><span class=\"NormalTextRun SCXW163605903 BCX0\"> of <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">the<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">solution<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">across<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">different<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">hardware<\/span><span class=\"NormalTextRun SCXW163605903 BCX0\"> and <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">application<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW163605903 BCX0\">environments<\/span><span class=\"NormalTextRun SCXW163605903 BCX0\">.<\/span><\/span><span class=\"EOP SCXW163605903 BCX0\" data-ccp-props=\"{}\">\u00a0<\/span><\/div>\n<div><\/div>\n<div><div  class='avia-button-wrap av-av_button-82593e096e123ef948b2a0b83483c818-wrap avia-button-left '><a href='https:\/\/github.com\/ai-robotics-estonia\/2024_Validating_machine_vision_techniques_for_enhanced_grain_sorting_process' class='avia-button av-av_button-82593e096e123ef948b2a0b83483c818 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><\/div>\n","protected":false},"excerpt":{"rendered":"<p>The goal of the project was to validate a machine vision\u2013based solution for assessing the quality of grain sorting. A camera-based device was built, and an AI model was trained [&hellip;]<\/p>\n","protected":false},"featured_media":10679,"template":"","year_tax":[86],"company_tax":[187],"status_tax":[92],"university_tax":[91],"sector":[168],"project_cat":[65],"class_list":["post-9721","project","type-project","status-publish","has-post-thumbnail","hentry","year_tax-2024-en","company_tax-intellidry-ou-en","status_tax-completed-projects","university_tax-university-of-tartu","sector-production-process","project_cat-completed-projects"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AIRE - 2024: Evaluating machine vision techniques for enhanced grain sorting 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-evaluating-machine-vision-techniques-for-enhanced-grain-sorting-process\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AIRE - 2024: Evaluating machine vision techniques for enhanced grain sorting process\" \/>\n<meta property=\"og:description\" content=\"The goal of the project was to validate a machine vision\u2013based solution for assessing the quality of grain sorting. 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