{"id":1420,"date":"2022-01-01T07:48:44","date_gmt":"2022-01-01T07:48:44","guid":{"rendered":"https:\/\/fimproso.org\/?p=1420"},"modified":"2022-01-04T07:29:19","modified_gmt":"2022-01-04T07:29:19","slug":"machine-learning-methods-for-shark-detection","status":"publish","type":"post","link":"https:\/\/www.fimproso.org\/index.php\/2022\/01\/01\/machine-learning-methods-for-shark-detection\/","title":{"rendered":"Machine learning methods for shark detection"},"content":{"rendered":"\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-left kksr-valign-top\"\n    data-payload='{&quot;align&quot;:&quot;left&quot;,&quot;id&quot;:&quot;1420&quot;,&quot;slug&quot;:&quot;default&quot;,&quot;valign&quot;:&quot;top&quot;,&quot;ignore&quot;:&quot;&quot;,&quot;reference&quot;:&quot;auto&quot;,&quot;class&quot;:&quot;&quot;,&quot;count&quot;:&quot;0&quot;,&quot;legendonly&quot;:&quot;&quot;,&quot;readonly&quot;:&quot;&quot;,&quot;score&quot;:&quot;0&quot;,&quot;best&quot;:&quot;5&quot;,&quot;gap&quot;:&quot;5&quot;,&quot;greet&quot;:&quot;Rate this post&quot;,&quot;legend&quot;:&quot;0\\\/5 - (0 votes)&quot;,&quot;size&quot;:&quot;24&quot;,&quot;width&quot;:&quot;0&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} - ({count} {votes})&quot;,&quot;font_factor&quot;:&quot;1.25&quot;}'>\n            \n<div class=\"kksr-stars\">\n    \n<div class=\"kksr-stars-inactive\">\n            <div class=\"kksr-star\" data-star=\"1\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n    <\/div>\n    \n<div class=\"kksr-stars-active\" style=\"width: 0px;\">\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n        \n\n<div class=\"kksr-legend\" style=\"font-size: 19.2px;\">\n            <span class=\"kksr-muted\">Rate this post<\/span>\n    <\/div>\n<\/div>\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"860\" height=\"460\" src=\"https:\/\/www.fimproso.org\/wp-content\/uploads\/2022\/01\/shark.gif\" alt=\"\" class=\"wp-image-1422\"\/><figcaption>Shark<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">This essay reviews human observer-based methods employed in shark spotting in Muizenberg Beach. It investigates Machine Learning methods for automated shark detection with the aim of enhancing human observation. A questionnaire and interview were used to collect information about shark spotting, the motivation of the actual Shark Spotter program and its limitations. We have defined a list of desirable properties for our model and chosen the adequate mathematical techniques. The preliminary results of the research show that we can expect to extract useful information from shark images despite the geometric transformations that sharks perform, its features do not change. To conclude, we have partially implemented our model; the remaining implementation requires dataset.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/arxiv.org\/abs\/1905.13309\" target=\"_blank\" rel=\"noreferrer noopener\">Link to the essay<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>This essay reviews human observer-based methods employed in shark spotting in Muizenberg Beach. It investigates Machine Learning methods for automated shark detection with the aim of enhancing human observation. A questionnaire and interview were used to collect information about shark spotting, the motivation of the actual Shark Spotter program and its limitations. We have defined&#8230;<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"kt_blocks_editor_width":"","_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"spay_email":"","footnotes":""},"categories":[32,26],"tags":[36,38,37],"class_list":["post-1420","post","type-post","status-publish","format-standard","hentry","category-ml","category-master","tag-machine-learning","tag-object-detection","tag-shark-detection"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v17.8 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Machine learning methods for shark detection - Fimproso<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.fimproso.org\/index.php\/2022\/01\/01\/machine-learning-methods-for-shark-detection\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Machine learning methods for shark detection - Fimproso\" \/>\n<meta property=\"og:description\" content=\"This essay reviews human observer-based methods employed in shark spotting in Muizenberg Beach. 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We have defined...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.fimproso.org\/index.php\/2022\/01\/01\/machine-learning-methods-for-shark-detection\/\" \/>\n<meta property=\"og:site_name\" content=\"Fimproso\" \/>\n<meta property=\"article:published_time\" content=\"2022-01-01T07:48:44+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2022-01-04T07:29:19+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.fimproso.org\/wp-content\/uploads\/2022\/01\/shark.gif\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Joel Ngalamulume\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.fimproso.org\/#website\",\"url\":\"https:\/\/www.fimproso.org\/\",\"name\":\"Fimproso\",\"description\":\"Just another WordPress site\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.fimproso.org\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-US\"},{\"@type\":\"ImageObject\",\"@id\":\"https:\/\/www.fimproso.org\/index.php\/2022\/01\/01\/machine-learning-methods-for-shark-detection\/#primaryimage\",\"inLanguage\":\"en-US\",\"url\":\"https:\/\/www.fimproso.org\/wp-content\/uploads\/2022\/01\/shark.gif\",\"contentUrl\":\"https:\/\/www.fimproso.org\/wp-content\/uploads\/2022\/01\/shark.gif\",\"width\":860,\"height\":460},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.fimproso.org\/index.php\/2022\/01\/01\/machine-learning-methods-for-shark-detection\/#webpage\",\"url\":\"https:\/\/www.fimproso.org\/index.php\/2022\/01\/01\/machine-learning-methods-for-shark-detection\/\",\"name\":\"Machine learning methods for shark detection - Fimproso\",\"isPartOf\":{\"@id\":\"https:\/\/www.fimproso.org\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.fimproso.org\/index.php\/2022\/01\/01\/machine-learning-methods-for-shark-detection\/#primaryimage\"},\"datePublished\":\"2022-01-01T07:48:44+00:00\",\"dateModified\":\"2022-01-04T07:29:19+00:00\",\"author\":{\"@id\":\"https:\/\/www.fimproso.org\/#\/schema\/person\/f031faf983f2ab90636a4c6afd672ad7\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.fimproso.org\/index.php\/2022\/01\/01\/machine-learning-methods-for-shark-detection\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.fimproso.org\/index.php\/2022\/01\/01\/machine-learning-methods-for-shark-detection\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.fimproso.org\/index.php\/2022\/01\/01\/machine-learning-methods-for-shark-detection\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.fimproso.org\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Machine learning methods for shark detection\"}]},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.fimproso.org\/#\/schema\/person\/f031faf983f2ab90636a4c6afd672ad7\",\"name\":\"Joel Ngalamulume\",\"image\":{\"@type\":\"ImageObject\",\"@id\":\"https:\/\/www.fimproso.org\/#personlogo\",\"inLanguage\":\"en-US\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/449ebc43ee121ff8b1730d410da637b272751f02ad7f6c9c6e91332590c762b0?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/449ebc43ee121ff8b1730d410da637b272751f02ad7f6c9c6e91332590c762b0?s=96&d=mm&r=g\",\"caption\":\"Joel Ngalamulume\"},\"url\":\"https:\/\/www.fimproso.org\/index.php\/author\/joel-ngalamulume\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Machine learning methods for shark detection - Fimproso","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.fimproso.org\/index.php\/2022\/01\/01\/machine-learning-methods-for-shark-detection\/","og_locale":"en_US","og_type":"article","og_title":"Machine learning methods for shark detection - Fimproso","og_description":"This essay reviews human observer-based methods employed in shark spotting in Muizenberg Beach. 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