{"id":1632,"date":"2024-10-04T10:28:00","date_gmt":"2024-10-04T10:28:00","guid":{"rendered":"https:\/\/projects.algolysis.com\/poultryfi\/?p=1632"},"modified":"2025-06-07T09:46:42","modified_gmt":"2025-06-07T09:46:42","slug":"real-time-egg-detection-using-edge-computer-vision","status":"publish","type":"post","link":"https:\/\/projects.algolysis.com\/poultryfi\/2024\/10\/04\/real-time-egg-detection-using-edge-computer-vision\/","title":{"rendered":"Real-Time Egg Detection Using Edge Computer Vision"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"1632\" class=\"elementor elementor-1632\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-8813081 elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8813081\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-4229360d jkit-sticky-element--enabled jkit-sticky-element-on--down jkit-sticky-position--sticky\" data-id=\"4229360d\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jkit_sticky_device&quot;:[&quot;desktop&quot;,&quot;tablet&quot;],&quot;jkit_sticky_top_position&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:0,&quot;sizes&quot;:[]}}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-10cba59 elementor-widget elementor-widget-image\" data-id=\"10cba59\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/projects.algolysis.com\/poultryfi\/wp-content\/uploads\/2025\/06\/egg_tracker_02.png\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"Mobile App controlling the Egg Tracker\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MTYzNiwidXJsIjoiaHR0cHM6XC9cL3Byb2plY3RzLmFsZ29seXNpcy5jb21cL3BvdWx0cnlmaVwvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyNVwvMDZcL2VnZ190cmFja2VyXzAyLnBuZyJ9\">\n\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"768\" height=\"1334\" src=\"https:\/\/projects.algolysis.com\/poultryfi\/wp-content\/uploads\/2025\/06\/egg_tracker_02.png\" class=\"attachment-medium_large size-medium_large wp-image-1636\" alt=\"\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-66 elementor-top-column elementor-element elementor-element-71d1a86e\" data-id=\"71d1a86e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t<a class=\"eael-wrapper-link-58feb7d9 --eael-wrapper-link-tag\" href=\"https:\/\/dev.algolysis.eu\/test\/index.php\/projects\/\"><\/a>\t\t<div data-eael-wrapper-link=\"eael-wrapper-link-58feb7d9\" class=\"elementor-element elementor-element-58feb7d9 elementor-widget__width-auto elementor-widget elementor-widget-jkit_heading\" data-id=\"58feb7d9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"jkit_heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div  class=\"jeg-elementor-kit jkit-heading  align-left align-tablet- align-mobile- jeg_module___6a6c42222a2fd\" ><div class=\"heading-section-title  display-inline-block\"><h2 class=\"heading-title\">Real-Time Egg Detection Using Edge Computer Vision<\/h2><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2588c832 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"2588c832\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Our work on real-time egg tracking, which involves both egg detection, stable counting and grading will be presented at the <strong>First International Conference on Accessible Digital Agriculture Technologies (CADAT 2024)<\/strong> on the 19th of November 2024 in Valencia, Spain.<\/p>\n<p>The adoption of Artificial Intelligence (AI) in agriculture and animal husbandry has accelerated in recent years, driven by the versatility and relatively low costs for development and deployment of smart systems. However, many farms still rely on aging equipment and manual labour rendering these innovations inapplicable. In turn, the inability to harness AI and modernise operations may pose an existential risk. To address this challenge, we advocate for retrofitting existing machinery with AI-based modules as a practical alternative.<\/p>\n<p>In this paper, we demonstrate how a poultry egg grading machine can be enhanced with smart capabilities through the integration of deep learning and low-cost commodity edge hardware to enable precise eggcounting. We present the methodology and algorithms behind this system that enables real-time processing while maintaining high accuracy. In a limited set of experiments, we demonstrated that the Raspberry Pi 5 (RPi5) running the EfficientDet-lite0 model performed just as well as a desktop with an NVIDIA GPU (graphics processing unit), accurately counting all the eggs it was presented with.<\/p>\n<p><i>N. Hadjisavvas, N. Nicolaou, and E. Stavrakis. \u201c<strong>Real-Time Egg Detection Using Edge Com<\/strong><strong>puter Vision<\/strong>\u201d. In: Proceedings of the First International Conference on Accessible Digital Agriculture Technologies (CADAT2024). Conference dates: November 17\u201321, 2024. Valencia, Spain: IARIA, Nov. 2024, pp. 16\u201322.<\/i><\/p>\n<p>The paper can be downloaded at <a href=\"https:\/\/www.thinkmind.org\/library\/CADAT\/CADAT_2024\/cadat_2024_1_50_20027.html\">ThinkMind<\/a>.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e703a01 elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e703a01\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6bcce38\" data-id=\"6bcce38\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-92c2a81 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"92c2a81\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<div class=\"entry-summary\">\nOur work on real-time egg tracking, which involves both egg detection, stable counting and grading will be presented at the First International Conference on Accessible Digital Agriculture Technologies (CADAT 2024) in Nov. 19 in Valencia, Spain.\n<\/div>\n<div class=\"link-more\"><a href=\"https:\/\/projects.algolysis.com\/poultryfi\/2024\/10\/04\/real-time-egg-detection-using-edge-computer-vision\/\" class=\"more-link\">Continue reading<span class=\"screen-reader-text\"> &ldquo;Real-Time Egg Detection Using Edge Computer Vision&rdquo;<\/span>&hellip;<\/a><\/div>\n","protected":false},"author":1,"featured_media":1635,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"_eb_attr":"","_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"enabled":false},"version":2}},"categories":[1],"tags":[],"class_list":["post-1632","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized","entry"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.10 - aioseo.com -->\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"algolysis\"\/>\n\t<link rel=\"canonical\" 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