{"id":4035,"date":"2024-08-22T14:15:00","date_gmt":"2024-08-22T12:15:00","guid":{"rendered":"https:\/\/meta-os.eu\/?p=4035"},"modified":"2025-05-26T14:17:51","modified_gmt":"2025-05-26T12:17:51","slug":"olive-tree-segmentation-from-uav-imagery","status":"publish","type":"post","link":"https:\/\/meta-os.eu\/index.php\/2024\/08\/22\/olive-tree-segmentation-from-uav-imagery\/","title":{"rendered":"Olive Tree Segmentation from UAV Imagery"},"content":{"rendered":"\n<div style=\"height:23px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>Another publication was made by NEMO Partners regarding Olive Tree Segmentation.<\/p>\n\n\n\n<p>This paper addresses the challenge of olive tree segmentation using drone imagery, which is crucial for precision agriculture applications. We tackle the data scarcity issue by augmenting existing detection datasets. Additionally, lightweight model variations of state-of-the-art models like YOLOv8n, RepViT-SAM, and EdgeSAM are combined into two proposed pipelines to meet computational constraints while maintaining segmentation accuracy. Our multifaceted approach successfully achieves an equilibrium among model size, inference time, and accuracy, thereby facilitating efficient olive tree segmentation in precision agriculture scenarios with constrained datasets. Following comprehensive evaluations, YOLOv8n appears to surpass the other models in terms of inference time and accuracy, albeit necessitating a more intricate fine-tuning procedure. Conversely, SAM-based pipelines provide a significantly more streamlined fine-tuning process, compatible with existing detection datasets for olive trees. However, this convenience incurs the disadvantages of a more elaborate inference architecture that relies on dual models, consequently yielding lower performance metrics and prolonged inference durations.<br><br>Read more here: <a href=\"https:\/\/www.mdpi.com\/2504-446X\/8\/8\/408\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.mdpi.com\/2504-446X\/8\/8\/408<\/a><\/p>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Another publication was made by NEMO Partners regarding Olive Tree Segmentation. This paper addresses the challenge of olive tree segmentation using drone imagery, which is crucial for precision agriculture applications. We tackle the data scarcity issue by augmenting existing detection &hellip;<\/p>\n","protected":false},"author":4,"featured_media":4036,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_mi_skip_tracking":false,"footnotes":""},"categories":[1],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v17.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Olive Tree Segmentation from UAV Imagery - META-OS<\/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:\/\/meta-os.eu\/index.php\/2024\/08\/22\/olive-tree-segmentation-from-uav-imagery\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Olive Tree Segmentation from UAV Imagery - META-OS\" \/>\n<meta property=\"og:description\" content=\"Another publication was made by NEMO Partners regarding Olive Tree Segmentation. This paper addresses the challenge of olive tree segmentation using drone imagery, which is crucial for precision agriculture applications. We tackle the data scarcity issue by augmenting existing detection &hellip;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/meta-os.eu\/index.php\/2024\/08\/22\/olive-tree-segmentation-from-uav-imagery\/\" \/>\n<meta property=\"og:site_name\" content=\"META-OS\" \/>\n<meta property=\"article:published_time\" content=\"2024-08-22T12:15:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-05-26T12:17:51+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/meta-os.eu\/wp-content\/uploads\/2025\/05\/olive-tree-3662627_1280.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1280\" \/>\n\t<meta property=\"og:image:height\" content=\"854\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Michalis Karadimos\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebSite\",\"@id\":\"https:\/\/meta-os.eu\/#website\",\"url\":\"https:\/\/meta-os.eu\/\",\"name\":\"IOT NGIN\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/meta-os.eu\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-US\"},{\"@type\":\"ImageObject\",\"@id\":\"https:\/\/meta-os.eu\/index.php\/2024\/08\/22\/olive-tree-segmentation-from-uav-imagery\/#primaryimage\",\"inLanguage\":\"en-US\",\"url\":\"https:\/\/meta-os.eu\/wp-content\/uploads\/2025\/05\/olive-tree-3662627_1280.jpg\",\"contentUrl\":\"https:\/\/meta-os.eu\/wp-content\/uploads\/2025\/05\/olive-tree-3662627_1280.jpg\",\"width\":1280,\"height\":854},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/meta-os.eu\/index.php\/2024\/08\/22\/olive-tree-segmentation-from-uav-imagery\/#webpage\",\"url\":\"https:\/\/meta-os.eu\/index.php\/2024\/08\/22\/olive-tree-segmentation-from-uav-imagery\/\",\"name\":\"Olive Tree Segmentation from UAV Imagery - META-OS\",\"isPartOf\":{\"@id\":\"https:\/\/meta-os.eu\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/meta-os.eu\/index.php\/2024\/08\/22\/olive-tree-segmentation-from-uav-imagery\/#primaryimage\"},\"datePublished\":\"2024-08-22T12:15:00+00:00\",\"dateModified\":\"2025-05-26T12:17:51+00:00\",\"author\":{\"@id\":\"https:\/\/meta-os.eu\/#\/schema\/person\/f3aa92d469988cd2d846c3c0c00cad63\"},\"breadcrumb\":{\"@id\":\"https:\/\/meta-os.eu\/index.php\/2024\/08\/22\/olive-tree-segmentation-from-uav-imagery\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/meta-os.eu\/index.php\/2024\/08\/22\/olive-tree-segmentation-from-uav-imagery\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/meta-os.eu\/index.php\/2024\/08\/22\/olive-tree-segmentation-from-uav-imagery\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/meta-os.eu\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Olive Tree Segmentation from UAV Imagery\"}]},{\"@type\":\"Person\",\"@id\":\"https:\/\/meta-os.eu\/#\/schema\/person\/f3aa92d469988cd2d846c3c0c00cad63\",\"name\":\"Michalis Karadimos\",\"image\":{\"@type\":\"ImageObject\",\"@id\":\"https:\/\/meta-os.eu\/#personlogo\",\"inLanguage\":\"en-US\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/fe4489547f8763a17eacf8f929db8662?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/fe4489547f8763a17eacf8f929db8662?s=96&d=mm&r=g\",\"caption\":\"Michalis Karadimos\"},\"url\":\"https:\/\/meta-os.eu\/index.php\/author\/karadimos\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Olive Tree Segmentation from UAV Imagery - META-OS","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/meta-os.eu\/index.php\/2024\/08\/22\/olive-tree-segmentation-from-uav-imagery\/","og_locale":"en_US","og_type":"article","og_title":"Olive Tree Segmentation from UAV Imagery - META-OS","og_description":"Another publication was made by NEMO Partners regarding Olive Tree Segmentation. 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