{"id":136,"date":"2021-03-01T14:27:20","date_gmt":"2021-03-01T14:27:20","guid":{"rendered":"https:\/\/dsrc.haifa.ac.il\/?p=136"},"modified":"2023-09-25T05:52:22","modified_gmt":"2023-09-25T05:52:22","slug":"how-high-can-you-fly","status":"publish","type":"post","link":"https:\/\/dsrc.haifa.ac.il\/?p=136","title":{"rendered":"How high can you fly?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"136\" class=\"elementor elementor-136\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-fec54b3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"fec54b3\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\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-dc95195\" data-id=\"dc95195\" data-element_type=\"column\" data-e-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-2d980a7 elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"2d980a7\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInUp&quot;,&quot;_animation_mobile&quot;:&quot;fadeInUp&quot;}\" 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\">How high can you fly?\n<\/h2>\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 data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-bdaecc3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"bdaecc3\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\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-e1668a7\" data-id=\"e1668a7\" data-element_type=\"column\" data-e-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-b1c3222 elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"b1c3222\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInUp&quot;,&quot;_animation_mobile&quot;:&quot;fadeInUp&quot;}\" 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\">Eyal Bigal#, Opher Bar-Nathan#, Ori Galili,  Dan Tchernov and Aviad Scheinin - Department of Marine Biology<br>Tali Treibitz - Department of Marine Technologies<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9eba8a0 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"9eba8a0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\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<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-2f3ca45 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2f3ca45\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\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-57cfc433\" data-id=\"57cfc433\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-inner-section elementor-element elementor-element-280d689 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"280d689\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\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-33 elementor-inner-column elementor-element elementor-element-e91dd97\" data-id=\"e91dd97\" data-element_type=\"column\" data-e-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-e40bac4 elementor-widget elementor-widget-text-editor\" data-id=\"e40bac4\" 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><strong>\u00a0Computer vision<br \/>Image processing<br \/><\/strong><\/p>\t\t\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<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-7b5c16e\" data-id=\"7b5c16e\" data-element_type=\"column\" data-e-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-35bdeb5 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"35bdeb5\" 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><strong>Biodiversity<br \/>Marine Science<\/strong><\/p>\t\t\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<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-91ed2db\" data-id=\"91ed2db\" data-element_type=\"column\" data-e-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-6d92619 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"6d92619\" 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><strong>Database Collection Grant 2020<\/strong><\/p>\t\t\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 class=\"elementor-element elementor-element-11d519aa elementor-hidden-tablet elementor-hidden-mobile elementor-widget elementor-widget-text-editor\" data-id=\"11d519aa\" 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><img decoding=\"async\" class=\"alignleft\" src=\"https:\/\/dsrc.haifa.ac.il\/images\/blog\/blog67.png\" alt=\"Image\" \/><\/p><p>Marine mammals, such as dolphins and other cetaceans, are an important indicator of ocean health. Their wellbeing relies on complex foodwebs&#8217; functionality across the vast expanses of their habitats and vice-versa \u2013 ecosystem integrity depends on their continuous occurrence through time. Therefore, it is essential to monitor changes in their distribution and abundance and infer about apparent trends. However, due to their highly-mobile nature, this task is logistically challenging to implement. The conventional survey technique employs fixed-wing aircraft occupied by expert aerial observers who record dolphin sightings along predesigned search strips. Due to associated costs and risks, many monitoring programmes still refrain from adopting those platforms.\u00a0 A collaborative study between the Apex Predator Laboratory at the Morris Kahn Marine Research Station, and the Marine Imaging Laboratory at the Department of Marine Technologies, Leon H. Charney School of Marine Sciences, investigated the feasibility of survey automation using unmanned aerial vehicles (drones). The teams conducted focal follows of striped, bottlenose and common dolphins throughout the Mediterranean Sea and produced a large dataset of annotated images captured from a range of flight altitudes. Then, they used different subsets of their data to test the performance of a state-of-the-art, deep-learning algorithm, trained for automated object detection, and establish a flight altitude which would provide for sufficient resolution on the one hand and large spatial coverage on the other \u2013 the two prerequisites of this method. Additionally, the teams compared different tracking algorithms to automate the annotation process, which is notoriously labour-intensive. The study generated the first database of annotated aerial images of dolphins available for public use.\u00a0<\/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-7984f2c elementor-hidden-desktop elementor-widget elementor-widget-text-editor\" data-id=\"7984f2c\" 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><img decoding=\"async\" class=\"alignleft\" src=\"https:\/\/dsrc.haifa.ac.il\/images\/blog\/blog67.png\" alt=\"Image\" \/><\/p><p>\u00a0<\/p><p>Marine mammals, such as dolphins and other cetaceans, are an important indicator of ocean health. Their wellbeing relies on complex foodwebs&#8217; functionality across the vast expanses of their habitats and vice-versa \u2013 ecosystem integrity depends on their continuous occurrence through time. Therefore, it is essential to monitor changes in their distribution and abundance and infer about apparent trends. However, due to their highly-mobile nature, this task is logistically challenging to implement. The conventional survey technique employs fixed-wing aircraft occupied by expert aerial observers who record dolphin sightings along predesigned search strips. Due to associated costs and risks, many monitoring programmes still refrain from adopting those platforms.\u00a0 A collaborative study between the Apex Predator Laboratory at the Morris Kahn Marine Research Station, and the Marine Imaging Laboratory at the Department of Marine Technologies, Leon H. Charney School of Marine Sciences, investigated the feasibility of survey automation using unmanned aerial vehicles (drones). The teams conducted focal follows of striped, bottlenose and common dolphins throughout the Mediterranean Sea and produced a large dataset of annotated images captured from a range of flight altitudes. Then, they used different subsets of their data to test the performance of a state-of-the-art, deep-learning algorithm, trained for automated object detection, and establish a flight altitude which would provide for sufficient resolution on the one hand and large spatial coverage on the other \u2013 the two prerequisites of this method. Additionally, the teams compared different tracking algorithms to automate the annotation process, which is notoriously labour-intensive. The study generated the first database of annotated aerial images of dolphins available for public use.\u00a0<\/p>\t\t\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<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-b615caf elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b615caf\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\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-50 elementor-top-column elementor-element elementor-element-dd94909\" data-id=\"dd94909\" data-element_type=\"column\" data-e-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-d5d1e15 elementor-widget elementor-widget-video\" data-id=\"d5d1e15\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/TBAEA4v5_Sk&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\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<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-f56afcb\" data-id=\"f56afcb\" data-element_type=\"column\" data-e-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-f29cd99 elementor-widget elementor-widget-video\" data-id=\"f29cd99\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/-DJ59mnivww&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\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>Eyal Bigal, Opher Bar-Nathan, Ori Galili, Tali Treibitz, Dan Tchernov, Aviad Scheinin<\/p>\n","protected":false},"author":2,"featured_media":135,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"_acf_changed":false,"_eb_attr":"","footnotes":""},"categories":[85,31,60,82,62,72,23],"tags":[33,57],"class_list":["post-136","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-85","category-biodiversity","category-computer-vision","category-database-collection","category-image-processing","category-marine-science","category-research-blog","tag-computer-vision","tag-image-processing","entry","has-media"],"acf":[],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.10 - aioseo.com -->\n\t<meta name=\"description\" content=\"Eyal Bigal, Opher Bar-Nathan, Ori Galili, Tali Treibitz, Dan Tchernov, Aviad Scheinin\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"Bigal,  Bar-Nathan,  Galili, Treibitz,  Tchernov,  and  Scheinin\"\/>\n\t<link rel=\"canonical\" href=\"https:\/\/dsrc.haifa.ac.il\/?p=136\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 4.9.10\" \/>\n\t\t<meta property=\"og:locale\" content=\"en_US\" \/>\n\t\t<meta property=\"og:site_name\" content=\"Data Science Research Center - Data Science Research Center\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"How high can you fly? 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