{"id":2004,"date":"2022-12-27T08:31:48","date_gmt":"2022-12-27T08:31:48","guid":{"rendered":"https:\/\/www.kios.ucy.ac.cy\/evai\/?p=2004"},"modified":"2022-12-27T08:39:03","modified_gmt":"2022-12-27T08:39:03","slug":"unmanned-aerial-vehicles","status":"publish","type":"post","link":"https:\/\/www.kios.ucy.ac.cy\/evai\/datasets\/unmanned-aerial-vehicles\/","title":{"rendered":"Unmanned Aerial Vehicles"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"2004\" class=\"elementor elementor-2004\" data-elementor-settings=\"{&quot;ha_cmc_init_switcher&quot;:&quot;no&quot;}\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-2900806 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2900806\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;_ha_eqh_enable&quot;:false}\">\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-aa15593\" data-id=\"aa15593\" data-element_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-3e3ec37 elementor-widget elementor-widget-heading\" data-id=\"3e3ec37\" data-element_type=\"widget\" data-widget_type=\"heading.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\">Unmanned Aerial Vehicles Detection - Dataset<\/h1>\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-f1ff36b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f1ff36b\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\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-78771b0\" data-id=\"78771b0\" data-element_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-5e8e993 elementor-widget elementor-widget-heading\" data-id=\"5e8e993\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Description<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5072ea2 elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"5072ea2\" data-element_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<div class=\"record-description\"><div class=\"record-description\"><p><strong>Unmanned Aerial Vehicles Dataset:<\/strong><\/p><p>The Unmanned Aerial Vehicle (UAV) Image Dataset consists of a collection of images containing UAVs, along with object annotations for the UAVs found in each image. The annotations have been converted into the COCO, YOLO, and VOC formats for ease of use with various object detection frameworks. The images in the dataset were captured from a variety of angles and under different lighting conditions, making it a useful resource for training and evaluating object detection algorithms for UAVs. The dataset is intended for use in research and development of UAV-related applications, such as autonomous flight, collision avoidance and rogue drone tracking and following. The dataset consists of the following images and detection objects (Drone):<\/p><table><tbody><tr><td>Subset<\/td><td>Images<\/td><td>Drone<\/td><\/tr><tr><td>Training<\/td><td>768<\/td><td>818<\/td><\/tr><tr><td>Validation<\/td><td>384<\/td><td>402<\/td><\/tr><tr><td>Testing<\/td><td>383<\/td><td>400<\/td><\/tr><\/tbody><\/table><p>It is advised to further enhance the dataset so that random augmentations are probabilistically applied to each image prior to adding it to the batch for training. Specifically, there are a number of possible transformations such as geometric (rotations, translations, horizontal axis mirroring, cropping, and zooming), as well as image manipulations (illumination changes, color shifting, blurring, sharpening, and shadowing).<\/p><p>\u00a0<\/p><\/div><\/div>\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-a5a0218 premium-mouse-detect-yes elementor-widget elementor-widget-premium-addon-button\" data-id=\"a5a0218\" data-element_type=\"widget\" data-widget_type=\"premium-addon-button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\r\n\r\n\t\t<a class=\"premium-button premium-button-style6 premium-btn-lg premium-button-style6\" href=\"https:\/\/zenodo.org\/record\/7477569\">\r\n\t\t\t<div class=\"premium-button-text-icon-wrapper\">\r\n\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t<span >\r\n\t\t\t\t\t\tDownload @ Zenodo\t\t\t\t\t<\/span>\r\n\t\t\t\t\r\n\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\r\n\t\t\t\t\t\t\t<span class=\"premium-button-style6-bg\"><\/span>\r\n\t\t\t\r\n\t\t\t\r\n\t\t<\/a>\r\n\r\n\r\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-2b1bee3 elementor-widget elementor-widget-ha-carousel happy-addon ha-carousel\" data-id=\"2b1bee3\" data-element_type=\"widget\" data-settings=\"{&quot;autoplay_speed&quot;:5000,&quot;slides_to_show&quot;:&quot;1&quot;,&quot;animation_speed&quot;:300,&quot;autoplay&quot;:&quot;yes&quot;,&quot;loop&quot;:&quot;yes&quot;,&quot;navigation&quot;:&quot;arrow&quot;,&quot;slides_to_show_tablet&quot;:3,&quot;slides_to_show_mobile&quot;:2,&quot;slides_transition&quot;:&quot;slide&quot;}\" data-widget_type=\"ha-carousel.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n\t\t<div data-ha_rcc_uid=\"\" class=\"hajs-slick ha-slick ha-slick--carousel\">\n\n\t\t\t\n\t\t\t\t<div class=\"ha-slick-slide slick-slide\">\n\t\t\t\t\t<div class=\"ha-slick-item\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" class=\"ha-slick-img\" src=\"https:\/\/www.kios.ucy.ac.cy\/evai\/wp-content\/uploads\/2022\/12\/218_IMG_2589-scaled.jpg\" alt=\"\">\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\n\t\t\t\n\t\t\t\t<div class=\"ha-slick-slide slick-slide\">\n\t\t\t\t\t<div class=\"ha-slick-item\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" class=\"ha-slick-img\" src=\"https:\/\/www.kios.ucy.ac.cy\/evai\/wp-content\/uploads\/2022\/12\/89_matrice_300_v1_2520.jpg\" alt=\"\">\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\n\t\t\t\n\t\t\t\t<div class=\"ha-slick-slide slick-slide\">\n\t\t\t\t\t<div class=\"ha-slick-item\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" class=\"ha-slick-img\" src=\"https:\/\/www.kios.ucy.ac.cy\/evai\/wp-content\/uploads\/2022\/12\/62_matrice_300_v1_7230.jpg\" alt=\"\">\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\n\t\t\t\n\t\t\t\t<div class=\"ha-slick-slide slick-slide\">\n\t\t\t\t\t<div class=\"ha-slick-item\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" class=\"ha-slick-img\" src=\"https:\/\/www.kios.ucy.ac.cy\/evai\/wp-content\/uploads\/2022\/12\/28_IMG_20200114_113956-scaled.jpg\" alt=\"\">\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\n\t\t\t\n\t\t\t\t<div class=\"ha-slick-slide slick-slide\">\n\t\t\t\t\t<div class=\"ha-slick-item\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" class=\"ha-slick-img\" src=\"https:\/\/www.kios.ucy.ac.cy\/evai\/wp-content\/uploads\/2022\/12\/1_matrice_300_v1_2625.jpg\" alt=\"\">\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\n\t\t\t\n\t\t\t\t<div class=\"ha-slick-slide slick-slide\">\n\t\t\t\t\t<div class=\"ha-slick-item\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" class=\"ha-slick-img\" src=\"https:\/\/www.kios.ucy.ac.cy\/evai\/wp-content\/uploads\/2022\/12\/330_matrice_300_3420.jpg\" alt=\"\">\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\n\t\t\t\n\t\t<\/div>\n\n\t\t\t\t\t<button type=\"button\" class=\"slick-prev\"><i aria-hidden=\"true\" class=\"fas fa-chevron-left\"><\/i><\/button>\n\t\t\n\t\t\t\t\t<button type=\"button\" class=\"slick-next\"><i aria-hidden=\"true\" class=\"fas fa-chevron-right\"><\/i><\/button>\n\t\t\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":"<p>Unmanned Aerial Vehicles Detection &#8211; Dataset Description Unmanned Aerial Vehicles Dataset: The Unmanned Aerial Vehicle (UAV) Image Dataset consists of a collection of images containing UAVs, along with object annotations for the UAVs found in each image. The annotations have been converted into the COCO, YOLO, and VOC formats for ease of use with various [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":2011,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"ocean_post_layout":"full-screen","ocean_both_sidebars_style":"","ocean_both_sidebars_content_width":0,"ocean_both_sidebars_sidebars_width":0,"ocean_sidebar":"0","ocean_second_sidebar":"0","ocean_disable_margins":"enable","ocean_add_body_class":"","ocean_shortcode_before_top_bar":"","ocean_shortcode_after_top_bar":"","ocean_shortcode_before_header":"","ocean_shortcode_after_header":"","ocean_has_shortcode":"","ocean_shortcode_after_title":"","ocean_shortcode_before_footer_widgets":"","ocean_shortcode_after_footer_widgets":"","ocean_shortcode_before_footer_bottom":"","ocean_shortcode_after_footer_bottom":"","ocean_display_top_bar":"default","ocean_display_header":"default","ocean_header_style":"","ocean_center_header_left_menu":"0","ocean_custom_header_template":"0","ocean_custom_logo":0,"ocean_custom_retina_logo":0,"ocean_custom_logo_max_width":0,"ocean_custom_logo_tablet_max_width":0,"ocean_custom_logo_mobile_max_width":0,"ocean_custom_logo_max_height":0,"ocean_custom_logo_tablet_max_height":0,"ocean_custom_logo_mobile_max_height":0,"ocean_header_custom_menu":"0","ocean_menu_typo_font_family":"0","ocean_menu_typo_font_subset":"","ocean_menu_typo_font_size":0,"ocean_menu_typo_font_size_tablet":0,"ocean_menu_typo_font_size_mobile":0,"ocean_menu_typo_font_size_unit":"px","ocean_menu_typo_font_weight":"","ocean_menu_typo_font_weight_tablet":"","ocean_menu_typo_font_weight_mobile":"","ocean_menu_typo_transform":"","ocean_menu_typo_transform_tablet":"","ocean_menu_typo_transform_mobile":"","ocean_menu_typo_line_height":0,"ocean_menu_typo_line_height_tablet":0,"ocean_menu_typo_line_height_mobile":0,"ocean_menu_typo_line_height_unit":"","ocean_menu_typo_spacing":0,"ocean_menu_typo_spacing_tablet":0,"ocean_menu_typo_spacing_mobile":0,"ocean_menu_typo_spacing_unit":"","ocean_menu_link_color":"","ocean_menu_link_color_hover":"","ocean_menu_link_color_active":"","ocean_menu_link_background":"","ocean_menu_link_hover_background":"","ocean_menu_link_active_background":"","ocean_menu_social_links_bg":"","ocean_menu_social_hover_links_bg":"","ocean_menu_social_links_color":"","ocean_menu_social_hover_links_color":"","ocean_disable_title":"default","ocean_disable_heading":"default","ocean_post_title":"","ocean_post_subheading":"","ocean_post_title_style":"","ocean_post_title_background_color":"","ocean_post_title_background":0,"ocean_post_title_bg_image_position":"","ocean_post_title_bg_image_attachment":"","ocean_post_title_bg_image_repeat":"","ocean_post_title_bg_image_size":"","ocean_post_title_height":0,"ocean_post_title_bg_overlay":0.5,"ocean_post_title_bg_overlay_color":"","ocean_disable_breadcrumbs":"default","ocean_breadcrumbs_color":"","ocean_breadcrumbs_separator_color":"","ocean_breadcrumbs_links_color":"","ocean_breadcrumbs_links_hover_color":"","ocean_display_footer_widgets":"default","ocean_display_footer_bottom":"default","ocean_custom_footer_template":"0","ocean_post_oembed":"","ocean_post_self_hosted_media":"","ocean_post_video_embed":"","ocean_link_format":"","ocean_link_format_target":"self","ocean_quote_format":"","ocean_quote_format_link":"post","ocean_gallery_link_images":"off","ocean_gallery_id":[],"footnotes":""},"categories":[20],"tags":[12,15],"class_list":["post-2004","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-datasets","tag-deep-learning","tag-demo","entry","has-media"],"_links":{"self":[{"href":"https:\/\/www.kios.ucy.ac.cy\/evai\/wp-json\/wp\/v2\/posts\/2004","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kios.ucy.ac.cy\/evai\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kios.ucy.ac.cy\/evai\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kios.ucy.ac.cy\/evai\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kios.ucy.ac.cy\/evai\/wp-json\/wp\/v2\/comments?post=2004"}],"version-history":[{"count":5,"href":"https:\/\/www.kios.ucy.ac.cy\/evai\/wp-json\/wp\/v2\/posts\/2004\/revisions"}],"predecessor-version":[{"id":2017,"href":"https:\/\/www.kios.ucy.ac.cy\/evai\/wp-json\/wp\/v2\/posts\/2004\/revisions\/2017"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kios.ucy.ac.cy\/evai\/wp-json\/wp\/v2\/media\/2011"}],"wp:attachment":[{"href":"https:\/\/www.kios.ucy.ac.cy\/evai\/wp-json\/wp\/v2\/media?parent=2004"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kios.ucy.ac.cy\/evai\/wp-json\/wp\/v2\/categories?post=2004"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kios.ucy.ac.cy\/evai\/wp-json\/wp\/v2\/tags?post=2004"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}