{"id":1812,"date":"2022-10-25T11:12:08","date_gmt":"2022-10-25T11:12:08","guid":{"rendered":"https:\/\/www.kios.ucy.ac.cy\/evai\/?p=1812"},"modified":"2022-11-17T13:43:49","modified_gmt":"2022-11-17T13:43:49","slug":"aerial-water-buoys","status":"publish","type":"post","link":"https:\/\/www.kios.ucy.ac.cy\/evai\/datasets\/aerial-water-buoys\/","title":{"rendered":"Aerial Water Buoys"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"1812\" class=\"elementor elementor-1812\" 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\">Aerial Buoys 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>Aerial Water Buoys Dataset:<\/strong><\/p><p>Over the past few years, a plethora of advancements in Unmanned Areal Vehicle (UAV) technologies have\u00a0made possible advanced UAV-based search and rescue operations with transformative impact on the outcome of critical life-saving missions. This dataset\u00a0aims into helping the challenging task of multi-castaway tracking and following using a single UAV. Due to the difficulty and data protection of capturing footage of people in the sea, we have captured a dataset of buoys in order to conduct experiments on\u00a0multi-castaway tracking and following. A paper on multi-castaway tracking and following technical details and experiments will be published soon using this dataset.<\/p><p>The dataset consists of top-view images of\u00a0buoys\u00a0from various altitudes on the coasts of Larnaca and Protaras in Cyprus. Images were captured at different altitudes in order to challenge object detectors to be able to detect smaller objects in case a UAV needs to track multiple targets, which leads to flying at a higher altitude. There is only one class annotated on all images which is\u00a0labeled as &#8216;buoy&#8217;. Additionally, all annotations were converted into VOC and COCO formats for training in numerous frameworks. The dataset consists of the following images and detection objects (buoys):<\/p><table><tbody><tr><td>Subset<\/td><td>Images<\/td><td>Buoys<\/td><\/tr><tr><td>Training<\/td><td>10814<\/td><td>14811<\/td><\/tr><tr><td>Validation<\/td><td>1350<\/td><td>1865<\/td><\/tr><tr><td>Testing<\/td><td>1352<\/td><td>1827<\/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><\/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\/7231855\">\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\/10\/971_frame_102-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\/10\/928_frame_373-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\/10\/919_frame_898-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\/10\/92_60m_1265.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\/10\/8_30m_1065.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\/10\/1036_10m_675.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>Aerial Buoys Detection &#8211; Dataset Description Aerial Water Buoys Dataset: Over the past few years, a plethora of advancements in Unmanned Areal Vehicle (UAV) technologies have\u00a0made possible advanced UAV-based search and rescue operations with transformative impact on the outcome of critical life-saving missions. This dataset\u00a0aims into helping the challenging task of multi-castaway tracking and following [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":1820,"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-1812","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\/1812","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=1812"}],"version-history":[{"count":14,"href":"https:\/\/www.kios.ucy.ac.cy\/evai\/wp-json\/wp\/v2\/posts\/1812\/revisions"}],"predecessor-version":[{"id":1907,"href":"https:\/\/www.kios.ucy.ac.cy\/evai\/wp-json\/wp\/v2\/posts\/1812\/revisions\/1907"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kios.ucy.ac.cy\/evai\/wp-json\/wp\/v2\/media\/1820"}],"wp:attachment":[{"href":"https:\/\/www.kios.ucy.ac.cy\/evai\/wp-json\/wp\/v2\/media?parent=1812"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kios.ucy.ac.cy\/evai\/wp-json\/wp\/v2\/categories?post=1812"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kios.ucy.ac.cy\/evai\/wp-json\/wp\/v2\/tags?post=1812"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}