{"id":7590,"date":"2025-02-26T07:43:43","date_gmt":"2025-02-26T06:43:43","guid":{"rendered":"https:\/\/phenomaize.rs\/?p=7590"},"modified":"2025-06-20T12:48:38","modified_gmt":"2025-06-20T11:48:38","slug":"what-we-have-learned-so-far-a-few-lessons-from-our-uas-based-field-mapping-training","status":"publish","type":"post","link":"https:\/\/phenomaize.rs\/?p=7590","title":{"rendered":"What We Have Learned So Far: A Few Lessons from Our UAS-Based Field Mapping Training"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"7590\" class=\"elementor elementor-7590\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cb0fdaa e-flex e-con-boxed e-con e-parent\" data-id=\"cb0fdaa\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-734f6196 e-con-full e-flex e-con e-child\" data-id=\"734f6196\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-697e112 e-flex e-con-boxed e-con e-child\" data-id=\"697e112\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7d9d35e7 elementor-widget__width-initial elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"7d9d35e7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-featured-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<img fetchpriority=\"high\" decoding=\"async\" width=\"1280\" height=\"720\" src=\"https:\/\/phenomaize.rs\/wp-content\/uploads\/2025\/02\/4.-Ortho-time-points.webp\" class=\"attachment-full size-full wp-image-7598\" alt=\"UAS-based field mapping\" srcset=\"https:\/\/phenomaize.rs\/wp-content\/uploads\/2025\/02\/4.-Ortho-time-points.webp 1280w, https:\/\/phenomaize.rs\/wp-content\/uploads\/2025\/02\/4.-Ortho-time-points-300x169.webp 300w, https:\/\/phenomaize.rs\/wp-content\/uploads\/2025\/02\/4.-Ortho-time-points-1024x576.webp 1024w, https:\/\/phenomaize.rs\/wp-content\/uploads\/2025\/02\/4.-Ortho-time-points-768x432.webp 768w\" sizes=\"(max-width: 1280px) 100vw, 1280px\" \/>\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<div class=\"elementor-element elementor-element-7eb9eb0e e-flex e-con-boxed e-con e-child\" data-id=\"7eb9eb0e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5b3b435e elementor-widget__width-initial elementor-widget elementor-widget-post-info\" data-id=\"5b3b435e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-inline-items elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-f03a6b4 elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-tags\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-custom\">\n\t\t\t\t\t\t\t\t\t\tPHENO_MaizE\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-66cbffc elementor-inline-item\" itemprop=\"datePublished\">\n\t\t\t\t\t\t<a href=\"https:\/\/phenomaize.rs\/?m=20250226\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-calendar\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M12 192h424c6.6 0 12 5.4 12 12v260c0 26.5-21.5 48-48 48H48c-26.5 0-48-21.5-48-48V204c0-6.6 5.4-12 12-12zm436-44v-36c0-26.5-21.5-48-48-48h-48V12c0-6.6-5.4-12-12-12h-40c-6.6 0-12 5.4-12 12v52H160V12c0-6.6-5.4-12-12-12h-40c-6.6 0-12 5.4-12 12v52H48C21.5 64 0 85.5 0 112v36c0 6.6 5.4 12 12 12h424c6.6 0 12-5.4 12-12z\"><\/path><\/svg>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-date\">\n\t\t\t\t\t\t\t\t\t\t<time>February 26, 2025<\/time>\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3782b5d8 elementor-widget__width-initial elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"3782b5d8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">What We Have Learned So Far: A Few Lessons from Our UAS-Based Field Mapping Training<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5a93272a elementor-widget elementor-widget-text-editor\" data-id=\"5a93272a\" 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>Since none of the <a title=\"Team\" href=\"https:\/\/phenomaize.rs\/?page_id=2966\" target=\"_blank\" rel=\"noopener\">PHENO_MaizE team members<\/a> had prior experience operating a drone, one of the project\u2019s goals was to build expertise in UAS-based imaging for breeding trials. The first phase of training, conducted by licensed instructors, was completed in the first half of the last project year. The second part of the year focused on hands-on imaging of maize plots at different growth stages while varying mapping parameters. This provided additional flight practice, refined the crop mapping procedure, and helped establish a standardized imaging workflow for the next two years with a final goal to produce a high-quality orthomosaics and DEMs (Digital Elevation Models).<\/p><p>The following sections outline key factors influencing UAV-based data collection and processing. We believe this information could be useful for beginners in UAS-based imaging in crop science.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-39150af elementor-widget elementor-widget-heading\" data-id=\"39150af\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Methodology<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0cd55a0 elementor-widget elementor-widget-text-editor\" data-id=\"0cd55a0\" 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>The project drone is <a href=\"https:\/\/ag.dji.com\/de\/mavic-3-m\" target=\"_blank\" rel=\"nofollow noopener\">DJI Mavic 3M<\/a>, chosen for its compact, professional design suited for precision agriculture. It features a 20 MP RGB camera, a multispectral sensor (green, red, red edge, NIR), and an RTK module for centimeter-level accuracy. With a flight time of close to 40 minutes, it is operated via the DJI RC Pro Enterprise controller. Imaging was conducted at two locations, covering around 500 maize micro-plots. Eight imaging sessions took place from June to September to capture key growth stages. Trials at two sites with different sowing times helped mitigate weather-related risks. A computer with the following configuration was used for data processing: AMD Ryzen 7900X, 128 GB DDR5 RAM, and NVIDIA GeForce RTX 4060 Ti (16 GB).<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3d97cd4 elementor-widget elementor-widget-image\" data-id=\"3d97cd4\" 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<img decoding=\"async\" width=\"1024\" height=\"490\" src=\"https:\/\/phenomaize.rs\/wp-content\/uploads\/2025\/02\/1.-Dron-RC-GCP-1024x490.webp\" class=\"attachment-large size-large wp-image-7596\" alt=\"UAS-based field mapping - Drone\" srcset=\"https:\/\/phenomaize.rs\/wp-content\/uploads\/2025\/02\/1.-Dron-RC-GCP-1024x490.webp 1024w, https:\/\/phenomaize.rs\/wp-content\/uploads\/2025\/02\/1.-Dron-RC-GCP-300x143.webp 300w, https:\/\/phenomaize.rs\/wp-content\/uploads\/2025\/02\/1.-Dron-RC-GCP-768x367.webp 768w, https:\/\/phenomaize.rs\/wp-content\/uploads\/2025\/02\/1.-Dron-RC-GCP.webp 1188w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\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<div class=\"elementor-element elementor-element-26fa42c elementor-widget elementor-widget-heading\" data-id=\"26fa42c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Weather Conditions and Time of Day<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0bc496a elementor-widget elementor-widget-text-editor\" data-id=\"0bc496a\" 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>While weather conditions cannot be controlled, imaging schedules can be adjusted to minimize issues. Fluctuating cloud cover during image acquisition caused variations in pixel values unrelated to genotype differences. During maize flowering in July, high-precision image alignment was challenging at 20m altitude, making orthomosaic generation difficult. However, images taken at 30m on the same dates did not face this issue due to reduced image detail. Imaging was conducted in the morning, creating shadows that interfered with stitching, emphasizing the importance of uniform lighting and midday imaging despite overheating risks.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8bda768 elementor-widget elementor-widget-heading\" data-id=\"8bda768\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Flight Altitude<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-36bda43 elementor-widget elementor-widget-text-editor\" data-id=\"36bda43\" 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>Altitude affects resolution, imaging duration, and processing workload. Capturing one hectare at 15m, yielded 0.4 cm\/px GSD, but also required 90\u2013120 minutes, three battery swaps, and generated around 1,500 raw RGB images. Processing these images into final products (RGB orthomosaics and DEMs) took at least 5\u20136 hours using the project computer. Differences in orthomosaic sharpness suggested adjusting altitude based on maize growth stages to optimize image quality and efficiency. Thus, flight altitude should increase as maize plants grow taller in the field, and, for example, the altitude in the project maize field trials is set to range from 15 meters to 30 meters.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d2c9874 elementor-widget elementor-widget-image\" data-id=\"d2c9874\" 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<img decoding=\"async\" width=\"1024\" height=\"446\" src=\"https:\/\/phenomaize.rs\/wp-content\/uploads\/2025\/02\/2.-Location-photos-1024x446.webp\" class=\"attachment-large size-large wp-image-7595\" alt=\"UAS-based field mapping\" srcset=\"https:\/\/phenomaize.rs\/wp-content\/uploads\/2025\/02\/2.-Location-photos-1024x446.webp 1024w, https:\/\/phenomaize.rs\/wp-content\/uploads\/2025\/02\/2.-Location-photos-300x131.webp 300w, https:\/\/phenomaize.rs\/wp-content\/uploads\/2025\/02\/2.-Location-photos-768x334.webp 768w, https:\/\/phenomaize.rs\/wp-content\/uploads\/2025\/02\/2.-Location-photos.webp 1280w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\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<div class=\"elementor-element elementor-element-0dd6eb8 elementor-widget elementor-widget-heading\" data-id=\"0dd6eb8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Ground Control Points (GCPs)<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-928e7ce elementor-widget elementor-widget-text-editor\" data-id=\"928e7ce\" 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>Six GCPs were placed at one location, but the RTK module provided centimeter-level accuracy even without them. Preliminary comparisons showed minor georeferencing differences between RTK-only and GCP-supported orthomosaics that could be crucial for minimizing data extraction difficulties and mistakes. Future trials will continue using GCPs with precise geodetic recordings to ensure alignment across different time points. Nevertheless, we consider a drone with an RTK module essential for this type of research, regardless of whether GCPs are used.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2c923ba elementor-widget elementor-widget-image\" data-id=\"2c923ba\" 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<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/phenomaize.rs\/wp-content\/uploads\/2025\/02\/3.-Orthomosaic-and-DEM-1024x576.webp\" class=\"attachment-large size-large wp-image-7597\" alt=\"UAS-based field mapping\" srcset=\"https:\/\/phenomaize.rs\/wp-content\/uploads\/2025\/02\/3.-Orthomosaic-and-DEM-1024x576.webp 1024w, https:\/\/phenomaize.rs\/wp-content\/uploads\/2025\/02\/3.-Orthomosaic-and-DEM-300x169.webp 300w, https:\/\/phenomaize.rs\/wp-content\/uploads\/2025\/02\/3.-Orthomosaic-and-DEM-768x432.webp 768w, https:\/\/phenomaize.rs\/wp-content\/uploads\/2025\/02\/3.-Orthomosaic-and-DEM.webp 1280w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\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<div class=\"elementor-element elementor-element-4f5c3b9 elementor-widget elementor-widget-heading\" data-id=\"4f5c3b9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Image Overlapping<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d66fa5b elementor-widget elementor-widget-text-editor\" data-id=\"d66fa5b\" 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>Overlap was fixed at 80% forward and 75% sideward, following best practices. While higher overlap improves stitching accuracy, it also increases flight time and data volume.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ae9e60c elementor-widget elementor-widget-image\" data-id=\"ae9e60c\" 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<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/phenomaize.rs\/wp-content\/uploads\/2025\/02\/4.-Ortho-time-points-1024x576.webp\" class=\"attachment-large size-large wp-image-7598\" alt=\"UAS-based field mapping\" srcset=\"https:\/\/phenomaize.rs\/wp-content\/uploads\/2025\/02\/4.-Ortho-time-points-1024x576.webp 1024w, https:\/\/phenomaize.rs\/wp-content\/uploads\/2025\/02\/4.-Ortho-time-points-300x169.webp 300w, https:\/\/phenomaize.rs\/wp-content\/uploads\/2025\/02\/4.-Ortho-time-points-768x432.webp 768w, https:\/\/phenomaize.rs\/wp-content\/uploads\/2025\/02\/4.-Ortho-time-points.webp 1280w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\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<div class=\"elementor-element elementor-element-a2447c1 elementor-widget elementor-widget-heading\" data-id=\"a2447c1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">CONCLUSION<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-032ed69 elementor-widget elementor-widget-text-editor\" data-id=\"032ed69\" 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>The training helped refine UAV-based imaging protocols and provided valuable insights into the challenges of field mapping. Key takeaways include the importance of flight altitude adjustments, consistent lighting conditions, and careful balance between image quality and data processing efficiency. These findings will guide future trials and may benefit others starting in UAS-based crop imaging.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1fed4acc elementor-widget elementor-widget-heading\" data-id=\"1fed4acc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Share the inspiration - spread the positivity to the world!<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-64cd9281 elementor-widget elementor-widget-wp-widget-a2a_share_save_widget\" data-id=\"64cd9281\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"wp-widget-a2a_share_save_widget.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"a2a_kit a2a_kit_size_32 addtoany_list\"><a 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class=\"elementor-widget-container\">\n\t\t\t\t\t<h5>Categories:<\/h5>\n\t\t\t<ul>\n\t\t\t\t\t<li class=\"cat-item cat-item-42\"><a href=\"https:\/\/phenomaize.rs\/?cat=42\">Activity<\/a>\n<\/li>\n\t<li class=\"cat-item cat-item-32\"><a href=\"https:\/\/phenomaize.rs\/?cat=32\">Drone Monitoring<\/a>\n<\/li>\n\t<li class=\"cat-item cat-item-41\"><a href=\"https:\/\/phenomaize.rs\/?cat=41\">History<\/a>\n<\/li>\n\t<li class=\"cat-item cat-item-45\"><a href=\"https:\/\/phenomaize.rs\/?cat=45\">Maize Breeding Program<\/a>\n<\/li>\n\t<li class=\"cat-item cat-item-30\"><a href=\"https:\/\/phenomaize.rs\/?cat=30\">Project<\/a>\n<\/li>\n\t<li class=\"cat-item cat-item-43\"><a href=\"https:\/\/phenomaize.rs\/?cat=43\">Research and Development<\/a>\n<\/li>\n\t<li class=\"cat-item cat-item-40\"><a href=\"https:\/\/phenomaize.rs\/?cat=40\">Seed Increase<\/a>\n<\/li>\n\t<li class=\"cat-item cat-item-44\"><a href=\"https:\/\/phenomaize.rs\/?cat=44\">Seed Production Activities<\/a>\n<\/li>\n\t\t\t<\/ul>\n\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5c25c269 elementor-widget elementor-widget-heading\" data-id=\"5c25c269\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Explore More: Our Other Blog Posts<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ef6165 elementor-grid-1 elementor-grid-tablet-1 elementor-grid-mobile-1 elementor-posts--thumbnail-top elementor-widget elementor-widget-posts\" data-id=\"ef6165\" data-element_type=\"widget\" data-e-type=\"widget\" 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role=\"listitem\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/phenomaize.rs\/?p=7830\" tabindex=\"-1\" >\n\t\t\t<div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"177\" src=\"https:\/\/phenomaize.rs\/wp-content\/uploads\/2025\/10\/2025-PHENO_MaizE-trials-300x177.webp\" class=\"attachment-medium size-medium wp-image-7843\" alt=\"2025 PHENO_MaizE trials\" srcset=\"https:\/\/phenomaize.rs\/wp-content\/uploads\/2025\/10\/2025-PHENO_MaizE-trials-300x177.webp 300w, https:\/\/phenomaize.rs\/wp-content\/uploads\/2025\/10\/2025-PHENO_MaizE-trials-768x453.webp 768w, https:\/\/phenomaize.rs\/wp-content\/uploads\/2025\/10\/2025-PHENO_MaizE-trials.webp 802w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div>\n\t\t<\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/phenomaize.rs\/?p=7830\" >\n\t\t\t\tFrom Field to Data: Completing the 2025 PHENO_MaizE Trials\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\t16.10.2025\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-avatar\">\n\t\t\tNo Comments\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/phenomaize.rs\/?p=7830\" aria-label=\"Read more about From Field to Data: Completing the 2025 PHENO_MaizE Trials\" tabindex=\"-1\" >\n\t\t\tRead More \u00bb\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-7680 post type-post status-publish format-standard has-post-thumbnail hentry category-drone-monitoring category-maize-breeding-program category-project category-research-and-development\" role=\"listitem\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/phenomaize.rs\/?p=7680\" tabindex=\"-1\" >\n\t\t\t<div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"215\" src=\"https:\/\/phenomaize.rs\/wp-content\/uploads\/2025\/06\/phenomaize_dron-300x215.webp\" class=\"attachment-medium size-medium wp-image-7813\" alt=\"UAV imaging in controlled airspace\" srcset=\"https:\/\/phenomaize.rs\/wp-content\/uploads\/2025\/06\/phenomaize_dron-300x215.webp 300w, https:\/\/phenomaize.rs\/wp-content\/uploads\/2025\/06\/phenomaize_dron-1024x734.webp 1024w, https:\/\/phenomaize.rs\/wp-content\/uploads\/2025\/06\/phenomaize_dron-768x551.webp 768w, https:\/\/phenomaize.rs\/wp-content\/uploads\/2025\/06\/phenomaize_dron-1536x1102.webp 1536w, https:\/\/phenomaize.rs\/wp-content\/uploads\/2025\/06\/phenomaize_dron.webp 1920w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div>\n\t\t<\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/phenomaize.rs\/?p=7680\" >\n\t\t\t\tUAV Imaging in Controlled Airspace: A Practical Guide to Flight Permits in Serbia\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\t20.06.2025\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-avatar\">\n\t\t\tNo Comments\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/phenomaize.rs\/?p=7680\" aria-label=\"Read more about UAV Imaging in Controlled Airspace: A Practical Guide to Flight Permits in Serbia\" tabindex=\"-1\" >\n\t\t\tRead More \u00bb\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-7590 post type-post status-publish format-standard has-post-thumbnail hentry category-drone-monitoring category-project category-research-and-development category-seed-production-activities tag-drone-monitoring tag-maize tag-project tag-test-cross\" role=\"listitem\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/phenomaize.rs\/?p=7590\" tabindex=\"-1\" >\n\t\t\t<div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/phenomaize.rs\/wp-content\/uploads\/2025\/02\/4.-Ortho-time-points-300x169.webp\" class=\"attachment-medium size-medium wp-image-7598\" alt=\"UAS-based field mapping\" srcset=\"https:\/\/phenomaize.rs\/wp-content\/uploads\/2025\/02\/4.-Ortho-time-points-300x169.webp 300w, https:\/\/phenomaize.rs\/wp-content\/uploads\/2025\/02\/4.-Ortho-time-points-1024x576.webp 1024w, https:\/\/phenomaize.rs\/wp-content\/uploads\/2025\/02\/4.-Ortho-time-points-768x432.webp 768w, https:\/\/phenomaize.rs\/wp-content\/uploads\/2025\/02\/4.-Ortho-time-points.webp 1280w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div>\n\t\t<\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/phenomaize.rs\/?p=7590\" >\n\t\t\t\tWhat We Have Learned So Far: A Few Lessons from Our UAS-Based Field Mapping 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