{"id":6448,"date":"2024-10-02T17:11:51","date_gmt":"2024-10-02T17:11:51","guid":{"rendered":"https:\/\/www.tun.com\/home\/?p=6448"},"modified":"2024-10-17T17:19:18","modified_gmt":"2024-10-17T17:19:18","slug":"breakthrough-imaging-technique-from-illinois-researchers-set-to-transform-agricultural-quality-control","status":"publish","type":"post","link":"https:\/\/www.tun.com\/home\/breakthrough-imaging-technique-from-illinois-researchers-set-to-transform-agricultural-quality-control\/","title":{"rendered":"Breakthrough Imaging Technique From Illinois Researchers Set to Transform Agricultural Quality Control"},"content":{"rendered":"\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-uagb-blockquote uagb-block-e7eb3fc3 uagb-blockquote__skin-border uagb-blockquote__stack-img-none\"><blockquote class=\"uagb-blockquote\"><div class=\"uagb-blockquote__content\">University of Illinois Urbana-Champaign researchers have pioneered a novel approach using deep learning to convert standard RGB images into hyperspectral images. This innovative technique could drastically simplify and reduce the costs of agricultural quality assessments.<\/div><footer><div class=\"uagb-blockquote__author-wrap uagb-blockquote__author-at-left\"><\/div><\/footer><\/blockquote><\/div>\n\n\n\n<div class=\"wp-block-group is-content-justification-space-between is-nowrap is-layout-flex wp-container-core-group-is-layout-b0ffac9c wp-block-group-is-layout-flex\"><div style=\"font-size:16px\" class=\"has-text-align-left wp-block-post-author\"><div class=\"wp-block-post-author__content\"><p class=\"wp-block-post-author__name\">The University Network<\/p><\/div><\/div>\n\n\n<div class=\"wp-block-uagb-social-share uagb-social-share__outer-wrap uagb-social-share__layout-horizontal uagb-block-ee584a31\">\n<div class=\"wp-block-uagb-social-share-child uagb-ss-repeater uagb-ss__wrapper uagb-block-ec619ce7\"><span class=\"uagb-ss__link\" data-href=\"https:\/\/www.facebook.com\/sharer.php?u=\" tabindex=\"0\" role=\"button\" aria-label=\"facebook\"><span class=\"uagb-ss__source-wrap\"><span class=\"uagb-ss__source-icon\"><svg xmlns=\"https:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 512 512\"><path d=\"M504 256C504 119 393 8 256 8S8 119 8 256c0 123.8 90.69 226.4 209.3 245V327.7h-63V256h63v-54.64c0-62.15 37-96.48 93.67-96.48 27.14 0 55.52 4.84 55.52 4.84v61h-31.28c-30.8 0-40.41 19.12-40.41 38.73V256h68.78l-11 71.69h-57.78V501C413.3 482.4 504 379.8 504 256z\"><\/path><\/svg><\/span><\/span><\/span><\/div>\n\n\n\n<div class=\"wp-block-uagb-social-share-child uagb-ss-repeater uagb-ss__wrapper uagb-block-32d99934\"><span class=\"uagb-ss__link\" data-href=\"https:\/\/twitter.com\/share?url=\" tabindex=\"0\" role=\"button\" aria-label=\"twitter\"><span class=\"uagb-ss__source-wrap\"><span class=\"uagb-ss__source-icon\"><svg xmlns=\"https:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 512 512\"><path d=\"M389.2 48h70.6L305.6 224.2 487 464H345L233.7 318.6 106.5 464H35.8L200.7 275.5 26.8 48H172.4L272.9 180.9 389.2 48zM364.4 421.8h39.1L151.1 88h-42L364.4 421.8z\"><\/path><\/svg><\/span><\/span><\/span><\/div>\n\n\n\n<div class=\"wp-block-uagb-social-share-child uagb-ss-repeater uagb-ss__wrapper uagb-block-1d136f14\"><span class=\"uagb-ss__link\" data-href=\"https:\/\/www.linkedin.com\/shareArticle?url=\" tabindex=\"0\" role=\"button\" aria-label=\"linkedin\"><span class=\"uagb-ss__source-wrap\"><span class=\"uagb-ss__source-icon\"><svg xmlns=\"https:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 448 512\"><path d=\"M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3zM135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5zm282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9V416z\"><\/path><\/svg><\/span><\/span><\/span><\/div>\n<\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">In a significant technological advancement, a team of researchers from the University of Illinois Urbana-Champaign has devised a method to reconstruct hyperspectral images from simple RGB images using deep machine learning. This innovative approach promises to simplify and reduce the cost of agricultural quality assessments, potentially revolutionizing the industry.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">&#8220;Hyperspectral imaging uses expensive equipment. If we can use RGB images captured with a regular camera or smartphone, we can use a low-cost, handheld device to predict product quality,&#8221; lead author Md Toukir Ahmed, a doctoral student in the Department of Agricultural and Biological Engineering (ABE), said in a <a href=\"https:\/\/aces.illinois.edu\/news\/new-imaging-technique-brings-us-closer-simplified-low-cost-agricultural-quality-assessment\" title=\"\">news release<\/a>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Hyperspectral imaging, although highly effective for analyzing the chemical composition of food and agricultural products, has historically been a costly and complex procedure. Conventional methods require specialized equipment to capture detailed spectral signatures across hundreds of narrow bands, forming hypercubes that provide intricate chemical information. This complexity has limited its practical application in the industry.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Using deep learning algorithms, the team led by Ahmed and Mohammed Kamruzzaman, an assistant professor in ABE, developed a model to transform RGB images into hyperspectral ones. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The team validated their model by analyzing sweet potatoes, focusing on soluble solid content in\u00a0<a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S0260877424002899\" title=\"\">one study<\/a>\u00a0and dry matter in a\u00a0<a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S2590123024008788\" title=\"\">second study<\/a> \u2014 key indicators of taste, nutritional value and marketability. Their method achieved over 70% accuracy in predicting soluble solid content and 88% accuracy in dry matter content, outperforming previous studies significantly.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">&#8220;With RGB images, you can only detect visible attributes like color, shape, size and external defects; you can\u2019t detect any chemical parameters,&#8221; Kamruzzaman, a corresponding author on both studies, said in the news release. &#8220;With deep learning methods, we can map and reconstruct that range so we now can detect the chemical attributes from RGB images.&#8221;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Furthermore, their research extended beyond plant products. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In <a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S2772375524001382\" title=\"\">another study<\/a>, the deep learning techniques were applied to predict chick embryo mortality, demonstrating potential applications in the egg and hatchery industry. This versatility underscores the wide-ranging implications of their approach.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">&#8220;Our results show great promise for revolutionizing agricultural product quality assessment,&#8221; added Kamruzzaman. &#8220;By reconstructing detailed chemical information from simple RGB images, we&#8217;re opening new possibilities for affordable, accessible analysis. While challenges remain in scaling this technology for industrial use, the potential to transform quality control across the agricultural sector makes this a truly exciting endeavor.&#8221;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The breakthrough signifies a monumental step toward making advanced hyperspectral imaging accessible and affordable, potentially transforming how quality assessments are conducted in agriculture, benefiting both producers and consumers.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>In a significant technological advancement, a team of researchers from the University of Illinois Urbana-Champaign has devised a method to reconstruct hyperspectral images from simple RGB images using deep machine learning. This innovative approach promises to simplify and reduce the cost of agricultural quality assessments, potentially revolutionizing the industry. &#8220;Hyperspectral imaging uses expensive equipment. If [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"single-no-separators","format":"standard","meta":{"_acf_changed":false,"_uag_custom_page_level_css":"","_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[17],"tags":[],"class_list":["post-6448","post","type-post","status-publish","format-standard","hentry","category-tech"],"acf":[],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.8 - aioseo.com -->\n\t<meta name=\"description\" content=\"University of Illinois researchers have developed a groundbreaking deep learning method to convert RGB images into hyperspectral ones, potentially revolutionizing agricultural quality assessments.\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"The University Network\"\/>\n\t<link rel=\"canonical\" href=\"https:\/\/www.tun.com\/home\/breakthrough-imaging-technique-from-illinois-researchers-set-to-transform-agricultural-quality-control\/\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 4.9.8\" \/>\n\t\t<meta property=\"og:locale\" content=\"en_US\" \/>\n\t\t<meta property=\"og:site_name\" content=\"TUN - 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