{"id":2035,"date":"2023-03-23T13:08:28","date_gmt":"2023-03-23T13:08:28","guid":{"rendered":"https:\/\/www.kios.ucy.ac.cy\/evai\/?p=2035"},"modified":"2023-03-23T13:35:48","modified_gmt":"2023-03-23T13:35:48","slug":"small-object-aerial-person-detection-dataset","status":"publish","type":"post","link":"https:\/\/www.kios.ucy.ac.cy\/evai\/datasets\/small-object-aerial-person-detection-dataset\/","title":{"rendered":"Small-Object Aerial Person Detection"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"2035\" class=\"elementor elementor-2035\" 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\">Small Object Aerial Person Detection\n<\/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>Small Object Aerial Person Detection Dataset:<\/strong><\/p><p>The aerial dataset publication comprises a collection of frames captured from unmanned aerial vehicles (UAVs) during flights over the University of Cyprus campus and Civil Defense exercises. The dataset is primarily intended for people detection, with a focus on detecting small objects due to the top-view perspective of the images. The dataset includes annotations generated in popular formats such as YOLO, COCO, and VOC, making it highly versatile and accessible for a wide range of applications. Overall, this aerial dataset publication represents a valuable resource for researchers and practitioners working in the field of computer vision and machine learning, particularly those focused on people detection and related applications.<\/p><p>\u00a0<\/p><table><tbody><tr><td>Subset<\/td><td>Images<\/td><td>People<\/td><\/tr><tr><td>Training<\/td><td>2092<\/td><td>40687<\/td><\/tr><tr><td>Validation<\/td><td>523<\/td><td>10589<\/td><\/tr><tr><td>Testing<\/td><td>521<\/td><td>10432<\/td><\/tr><\/tbody><\/table><p>\u00a0<\/p><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><\/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\/7740081\">\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\/2023\/03\/1_peoplepegia_1125.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\/2023\/03\/438_ppl_2_02251_crop.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\/2023\/03\/197_people_0008_3700.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\/2023\/03\/51_ppl_3_01701_crop.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>Small Object Aerial Person Detection Description Small Object Aerial Person Detection Dataset: The aerial dataset publication comprises a collection of frames captured from unmanned aerial vehicles (UAVs) during flights over the University of Cyprus campus and Civil Defense exercises. The dataset is primarily intended for people detection, with a focus on detecting small objects due [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":2040,"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":[],"class_list":["post-2035","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-datasets","entry","has-media"],"_links":{"self":[{"href":"https:\/\/www.kios.ucy.ac.cy\/evai\/wp-json\/wp\/v2\/posts\/2035","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=2035"}],"version-history":[{"count":8,"href":"https:\/\/www.kios.ucy.ac.cy\/evai\/wp-json\/wp\/v2\/posts\/2035\/revisions"}],"predecessor-version":[{"id":2048,"href":"https:\/\/www.kios.ucy.ac.cy\/evai\/wp-json\/wp\/v2\/posts\/2035\/revisions\/2048"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kios.ucy.ac.cy\/evai\/wp-json\/wp\/v2\/media\/2040"}],"wp:attachment":[{"href":"https:\/\/www.kios.ucy.ac.cy\/evai\/wp-json\/wp\/v2\/media?parent=2035"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kios.ucy.ac.cy\/evai\/wp-json\/wp\/v2\/categories?post=2035"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kios.ucy.ac.cy\/evai\/wp-json\/wp\/v2\/tags?post=2035"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}