{"id":20416,"date":"2023-03-28T14:04:44","date_gmt":"2023-03-28T12:04:44","guid":{"rendered":"https:\/\/www.innovationsforetagen.se\/?p=20416"},"modified":"2025-09-16T14:08:03","modified_gmt":"2025-09-16T12:08:03","slug":"banbrytande-ai-system-kan-skydda-marint-liv","status":"publish","type":"post","link":"https:\/\/www.innovationsforetagen.se\/2023\/03\/banbrytande-ai-system-kan-skydda-marint-liv\/","title":{"rendered":"Banbrytande AI-system kan skydda marint liv"},"content":{"rendered":"<p class=\"intro\">De svenska havsomr\u00e5dena hotas idag av b\u00e5de \u00f6verg\u00f6dning och \u00f6verfiske. Havens biologiska m\u00e5ngfald m\u00e5ste skyddas, men metoderna f\u00f6r marin \u00f6vervakning \u00e4r idag b\u00e5de tidskr\u00e4vande och kostsamma. Teknikkonsultbolaget Combine har utvecklat ett AI-system som enkelt identifierar och klassificerar marint liv i det naturskyddade Kosterhavet. Metoden g\u00f6r information om hur havsomr\u00e5den m\u00e5r mer tillg\u00e4nglig, vilket \u00f6kar m\u00f6jligheten att s\u00e4tta in \u00e5tg\u00e4rder f\u00f6r att bevara den biologiska m\u00e5ngfalden.<\/p>\n\n<p>Combine arbetar i sk\u00e4rningspunkten mellan matematik, fysik och programmering. De har specialiserat sig inom reglerteknik och artificiell intelligens och arbetar med f\u00f6retag inom bilindustrin, f\u00f6rsvarsindustrin och medtech. Combine applicerar \u00e4ven sin kunskap i projekt som kan g\u00f6ra stor milj\u00f6m\u00e4ssig nytta. F\u00f6r tv\u00e5 \u00e5r sen gick Combine in som ledande teknisk partner i Vinnovas forskningsprojekt Ocean Data Factory f\u00f6r att bidra till automatiseringen av svensk undervattens\u00f6vervakning.<\/p>\n\n\n\n<p>&#8211; M\u00e5nga av v\u00e5ra projekt \u00e4r hemliga, vilket g\u00f6r det sv\u00e5rt f\u00f6r oss att visa upp vad vi kan. Med projektet Ocean Data Factory, som \u00e4r ett offentligt, kan vi visa upp alla v\u00e5ra kompetenser som tillsammans skapar en helt ny samh\u00e4llsf\u00f6rb\u00e4ttrande produkt, s\u00e4ger Simon Yngve, vice vd p\u00e5 Combine.<\/p>\n\n\n\n<p><strong>Minst fem g\u00e5nger snabbare marin \u00f6vervakning och klassificering<\/strong><br>Videomaterial fr\u00e5n svenska havsomr\u00e5den har samlats in och bearbetats manuellt i \u00f6ver tjugo \u00e5r. Forskarlag, marinbiologer och myndigheter har unders\u00f6kt artf\u00f6rekomst, korallrev och algblomning genom att studera materialet och bearbetat det f\u00f6r hand. Combine:s AI-system Koster Ocean Observatory (KSO) har m\u00e5nga f\u00f6rdelar. Den fr\u00e4msta \u00e4r den tidsbesparing som kommer av m\u00f6jligheten att analysera stora m\u00e4ngder data p\u00e5 kort tid. AI-systemet kan i videomaterial fr\u00e5n havsbotten klassificera och identifiera arter fem till tio g\u00e5nger snabbare \u00e4n en van forskare. Metoden kan i praktiken s\u00e4kerst\u00e4lla att fler arter kan \u00f6vervakas, vilket ger ansvariga myndigheter mer information och st\u00f6rre m\u00f6jlighet att s\u00e4tta in \u00e5tg\u00e4rder som bevarar den biologiska m\u00e5ngfalden i svenska vatten. Algoritmen \u00e4r tr\u00e4nad p\u00e5 en m\u00e4ngd olika datak\u00e4llor, vilket g\u00f6r l\u00f6sningen mer robust och anv\u00e4ndbart i olika omr\u00e5den och vattenf\u00f6rh\u00e5llanden. En utmaning f\u00f6r Combine under utvecklingen av AI-systemet var att kunna analysera \u00e4ldre och mindre h\u00f6guppl\u00f6st filmmaterial. Det l\u00f6ste f\u00f6retaget genom att utveckla metoder f\u00f6r att hantera videoartefakter och s\u00e4mre sikt.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"338\" src=\"https:\/\/www.innovationsforetagen.se\/app\/uploads\/sites\/6\/2023\/03\/Combine_seapen-demo.gif\" alt=\"\" class=\"wp-image-20420\" \/><\/figure>\n\n\n\n<p><strong>S\u00e4nker tr\u00f6sklarna f\u00f6r milj\u00f6\u00f6vervakning<\/strong><br>M\u00e5let f\u00f6r Combine har varit att bygga ett system som m\u00e5nga kan dra nytta av; fr\u00e4mst forskare och myndigheter som unders\u00f6ker sveriges havsf\u00f6rh\u00e5llanden, men p\u00e5 sikt \u00e4ven privatpersoner. En privatperson som \u00e4r nyfiken p\u00e5 artf\u00f6rekomst, fiske eller vattenkvalitet ska enkelt f\u00e5 tillg\u00e5ng till s\u00e5dan information.<\/p>\n\n\n\n<p>&#8211; V\u00e5rt system g\u00f6r undervattens\u00f6vervakning mycket billigare. Efterbearbetningen av videomaterial har alltid kostat mycket, men detta kan nu g\u00f6ras p\u00e5 nolltid, s\u00e4ger Jurie Germishuys, data scientist p\u00e5 Combine.<\/p>\n\n\n\n<p>Enligt vice vd Simon Yngve \u00e4r m\u00f6jligheterna med tekniken mycket lovande. Ett kostnadseffektivt s\u00e4tt att \u00f6vervaka undervattensmilj\u00f6er kan g\u00f6ra att fler havsomr\u00e5den \u00f6vervakas med liknande AI-system. I takt med att processen blir enklare kan AI anv\u00e4ndas f\u00f6r andra milj\u00f6bevarande syften. F\u00f6rhoppningen \u00e4r att systemet utvecklas vidare \u00e4ven efter att Combine:s uppdrag tar slut.<\/p>\n\n\n\n<p>&#8211; Vi ser stor potential i att v\u00e5rt system utvecklas vidare f\u00f6r undervattens\u00f6vervakning. Om man t\u00e4nker fritt kan \u00e4ven AI-systemet tr\u00e4nas f\u00f6r att anv\u00e4ndas i milj\u00f6bevarande syften p\u00e5 land, s\u00e4ger Simon Yngve.<\/p>\n\n\n\n\n\n<a class='Share__link Share__link--url copy-text' href='#' rel='nofollow' data-text='innovationscase-\u2013-hur-vara-medlemmar-gor-skillnad' title='Dela url' data-confirmation='L\u00e4nken kopierades till urklipp'><svg class='icon icon--link'  width='18' height='18' viewBox='0 0 18 18' fill='none' xmlns='http:\/\/www.w3.org\/2000\/svg'>\n            <path d='M10.4142 0.514721L6.87868 4.05025L8.29289 5.46447L11.1213 2.63604L15.364 6.87868L12.5355 9.70711L13.9497 11.1213L17.4853 7.58579C17.8763 7.19476 17.8763 6.5626 17.4853 6.17158L11.8284 0.514721C11.4374 0.123691 10.8052 0.123691 10.4142 0.514721Z' fill='black'\/>\n            <path d='M9.7071 12.5355L6.87868 15.364L2.63604 11.1213L5.46446 8.2929L4.05025 6.87868L0.514716 10.4142C0.123686 10.8052 0.123686 11.4374 0.514716 11.8284L6.17157 17.4853C6.5626 17.8763 7.19475 17.8763 7.58578 17.4853L11.1213 13.9497L9.7071 12.5355Z' fill='black'\/>\n            <path d='M6.17157 11.8284C6.5626 12.2195 7.19475 12.2195 7.58578 11.8284L11.8284 7.58579C12.2195 7.19476 12.2195 6.56261 11.8284 6.17158C11.4374 5.78055 10.8052 5.78055 10.4142 6.17158L6.17157 10.4142C5.78054 10.8052 5.78054 11.4374 6.17157 11.8284Z' fill='black'\/>\n            <\/svg> <\/a>\n<h2 class=\"wp-block-heading\"><strong>Innovationscase \u2013 Hur v\u00e5ra medlemmar g\u00f6r skillnad<\/strong><\/h2>\n\n\n\n<p>Innovations\u00adf\u00f6retagens medlemmar driver samh\u00e4lls\u00adutvecklingen fram\u00e5t genom innovativa projekt. Med&nbsp;<strong>Innovationscase<\/strong>&nbsp;lyfter vi kontinuerligt s\u00e4rskilt sp\u00e4nnande och nyt\u00e4nkande case fr\u00e5n v\u00e5ra medlems\u00adf\u00f6retag.<\/p>\n\n\n\n      <a href=\"https:\/\/www.innovationsforetagen.se\/innovationscase\/\" target=\"_blank\" class=\"Button is-text Button--arrow-tip\">\n      \n        L\u00e4s alla case h\u00e4r\n      \n      \n                \n                <svg class='icon icon--arrow-tip'  width=\"11\" height=\"16\" viewBox=\"0 0 11 16\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M0.858398 15L9.2304 7.99664L0.967732 1.00001\" stroke=\"black\" stroke-width=\"2\" stroke-miterlimit=\"10\"\/>\n<\/svg>\n\n        \n    <\/a>\n  \n\n\n\n","protected":false},"excerpt":{"rendered":"<p>Combine arbetar i sk\u00e4rningspunkten mellan matematik, fysik och programmering. De har specialiserat sig inom reglerteknik och artificiell intelligens och arbetar med f\u00f6retag inom bilindustrin, f\u00f6rsvarsindustrin och medtech. Combine applicerar \u00e4ven sin kunskap i projekt som &hellip;<\/p>\n","protected":false},"author":127,"featured_media":20419,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[75],"tags":[430],"article_type":[],"agreement":[],"for-members":[],"class_list":["post-20416","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-forskning-och-innovation","tag-case"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Banbrytande AI-system kan skydda marint liv - Innovations\u00adf\u00f6retagen<\/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.innovationsforetagen.se\/2023\/03\/banbrytande-ai-system-kan-skydda-marint-liv\/\" \/>\n<meta property=\"og:locale\" content=\"sv_SE\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Banbrytande AI-system kan skydda marint liv - Innovations\u00adf\u00f6retagen\" \/>\n<meta property=\"og:description\" content=\"Combine arbetar i sk\u00e4rningspunkten mellan matematik, fysik och programmering. De har specialiserat sig inom reglerteknik och artificiell intelligens och arbetar med f\u00f6retag inom bilindustrin, f\u00f6rsvarsindustrin och medtech. Combine applicerar \u00e4ven sin kunskap i projekt som &hellip;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.innovationsforetagen.se\/2023\/03\/banbrytande-ai-system-kan-skydda-marint-liv\/\" \/>\n<meta property=\"og:site_name\" content=\"Innovations\u00adf\u00f6retagen\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/facebook.com\/innovationsforetagen\" \/>\n<meta property=\"article:published_time\" content=\"2023-03-28T12:04:44+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-09-16T12:08:03+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.innovationsforetagen.se\/app\/uploads\/sites\/6\/2023\/03\/pexels-berend-de-kort-1452701-scaled.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"2560\" \/>\n\t<meta property=\"og:image:height\" content=\"1437\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Linnea Kvist\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@innovationsftg\" \/>\n<meta name=\"twitter:site\" content=\"@innovationsftg\" \/>\n<meta name=\"twitter:label1\" content=\"Skriven av\" \/>\n\t<meta name=\"twitter:data1\" content=\"Linnea Kvist\" \/>\n\t<meta name=\"twitter:label2\" content=\"Ber\u00e4knad l\u00e4stid\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minuter\" \/>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Banbrytande AI-system kan skydda marint liv - Innovations\u00adf\u00f6retagen","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.innovationsforetagen.se\/2023\/03\/banbrytande-ai-system-kan-skydda-marint-liv\/","og_locale":"sv_SE","og_type":"article","og_title":"Banbrytande AI-system kan skydda marint liv - Innovations\u00adf\u00f6retagen","og_description":"Combine arbetar i sk\u00e4rningspunkten mellan matematik, fysik och programmering. De har specialiserat sig inom reglerteknik och artificiell intelligens och arbetar med f\u00f6retag inom bilindustrin, f\u00f6rsvarsindustrin och medtech. Combine applicerar \u00e4ven sin kunskap i projekt som &hellip;","og_url":"https:\/\/www.innovationsforetagen.se\/2023\/03\/banbrytande-ai-system-kan-skydda-marint-liv\/","og_site_name":"Innovations\u00adf\u00f6retagen","article_publisher":"https:\/\/facebook.com\/innovationsforetagen","article_published_time":"2023-03-28T12:04:44+00:00","article_modified_time":"2025-09-16T12:08:03+00:00","og_image":[{"width":2560,"height":1437,"url":"https:\/\/www.innovationsforetagen.se\/app\/uploads\/sites\/6\/2023\/03\/pexels-berend-de-kort-1452701-scaled.jpg","type":"image\/jpeg"}],"author":"Linnea Kvist","twitter_card":"summary_large_image","twitter_creator":"@innovationsftg","twitter_site":"@innovationsftg","twitter_misc":{"Skriven av":"Linnea Kvist","Ber\u00e4knad l\u00e4stid":"3 minuter"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.innovationsforetagen.se\/2023\/03\/banbrytande-ai-system-kan-skydda-marint-liv\/#article","isPartOf":{"@id":"https:\/\/www.innovationsforetagen.se\/2023\/03\/banbrytande-ai-system-kan-skydda-marint-liv\/"},"author":{"name":"Linnea Kvist","@id":"https:\/\/www.innovationsforetagen.se\/#\/schema\/person\/678adc8fcbcf33daff18178058a37cda"},"headline":"Banbrytande AI-system kan skydda marint liv","datePublished":"2023-03-28T12:04:44+00:00","dateModified":"2025-09-16T12:08:03+00:00","mainEntityOfPage":{"@id":"https:\/\/www.innovationsforetagen.se\/2023\/03\/banbrytande-ai-system-kan-skydda-marint-liv\/"},"wordCount":588,"publisher":{"@id":"https:\/\/www.innovationsforetagen.se\/#organization"},"image":{"@id":"https:\/\/www.innovationsforetagen.se\/2023\/03\/banbrytande-ai-system-kan-skydda-marint-liv\/#primaryimage"},"thumbnailUrl":"https:\/\/www.innovationsforetagen.se\/app\/uploads\/sites\/6\/2023\/03\/pexels-berend-de-kort-1452701-scaled.jpg","keywords":["Case"],"articleSection":["Forskning och innovation"],"inLanguage":"sv-SE"},{"@type":"WebPage","@id":"https:\/\/www.innovationsforetagen.se\/2023\/03\/banbrytande-ai-system-kan-skydda-marint-liv\/","url":"https:\/\/www.innovationsforetagen.se\/2023\/03\/banbrytande-ai-system-kan-skydda-marint-liv\/","name":"Banbrytande AI-system kan skydda marint liv - Innovations\u00adf\u00f6retagen","isPartOf":{"@id":"https:\/\/www.innovationsforetagen.se\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.innovationsforetagen.se\/2023\/03\/banbrytande-ai-system-kan-skydda-marint-liv\/#primaryimage"},"image":{"@id":"https:\/\/www.innovationsforetagen.se\/2023\/03\/banbrytande-ai-system-kan-skydda-marint-liv\/#primaryimage"},"thumbnailUrl":"https:\/\/www.innovationsforetagen.se\/app\/uploads\/sites\/6\/2023\/03\/pexels-berend-de-kort-1452701-scaled.jpg","datePublished":"2023-03-28T12:04:44+00:00","dateModified":"2025-09-16T12:08:03+00:00","breadcrumb":{"@id":"https:\/\/www.innovationsforetagen.se\/2023\/03\/banbrytande-ai-system-kan-skydda-marint-liv\/#breadcrumb"},"inLanguage":"sv-SE","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.innovationsforetagen.se\/2023\/03\/banbrytande-ai-system-kan-skydda-marint-liv\/"]}]},{"@type":"ImageObject","inLanguage":"sv-SE","@id":"https:\/\/www.innovationsforetagen.se\/2023\/03\/banbrytande-ai-system-kan-skydda-marint-liv\/#primaryimage","url":"https:\/\/www.innovationsforetagen.se\/app\/uploads\/sites\/6\/2023\/03\/pexels-berend-de-kort-1452701-scaled.jpg","contentUrl":"https:\/\/www.innovationsforetagen.se\/app\/uploads\/sites\/6\/2023\/03\/pexels-berend-de-kort-1452701-scaled.jpg","width":2560,"height":1437},{"@type":"BreadcrumbList","@id":"https:\/\/www.innovationsforetagen.se\/2023\/03\/banbrytande-ai-system-kan-skydda-marint-liv\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.innovationsforetagen.se\/"},{"@type":"ListItem","position":2,"name":"Banbrytande AI-system kan skydda marint liv"}]},{"@type":"WebSite","@id":"https:\/\/www.innovationsforetagen.se\/#website","url":"https:\/\/www.innovationsforetagen.se\/","name":"Innovations\u00adf\u00f6retagen","description":"Vi skapar m\u00f6jligheterna","publisher":{"@id":"https:\/\/www.innovationsforetagen.se\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.innovationsforetagen.se\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"sv-SE"},{"@type":"Organization","@id":"https:\/\/www.innovationsforetagen.se\/#organization","name":"Innovations\u00adf\u00f6retagen","url":"https:\/\/www.innovationsforetagen.se\/","logo":{"@type":"ImageObject","inLanguage":"sv-SE","@id":"https:\/\/www.innovationsforetagen.se\/#\/schema\/logo\/image\/","url":"https:\/\/www.innovationsforetagen.se\/app\/uploads\/sites\/6\/2023\/06\/Innovationsforetagen_rgb.png","contentUrl":"https:\/\/www.innovationsforetagen.se\/app\/uploads\/sites\/6\/2023\/06\/Innovationsforetagen_rgb.png","width":4203,"height":351,"caption":"Innovations\u00adf\u00f6retagen"},"image":{"@id":"https:\/\/www.innovationsforetagen.se\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/facebook.com\/innovationsforetagen","https:\/\/x.com\/innovationsftg","https:\/\/instagram.com\/innovationsforetagen"]},{"@type":"Person","@id":"https:\/\/www.innovationsforetagen.se\/#\/schema\/person\/678adc8fcbcf33daff18178058a37cda","name":"Linnea Kvist","image":{"@type":"ImageObject","inLanguage":"sv-SE","@id":"https:\/\/www.innovationsforetagen.se\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/d6d47e4bb426edd1f168bfb91aac5daab94861a9b451fdd87d3ba4b923ce03a9?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/d6d47e4bb426edd1f168bfb91aac5daab94861a9b451fdd87d3ba4b923ce03a9?s=96&d=mm&r=g","caption":"Linnea Kvist"},"description":"Linnea arbetar som kommunikationschef p\u00e5 Innovationsf\u00f6retagen.","url":"https:\/\/www.innovationsforetagen.se\/person\/linneakvist\/"}]}},"_links":{"self":[{"href":"https:\/\/www.innovationsforetagen.se\/api\/wp\/v2\/posts\/20416","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.innovationsforetagen.se\/api\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.innovationsforetagen.se\/api\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.innovationsforetagen.se\/api\/wp\/v2\/users\/127"}],"replies":[{"embeddable":true,"href":"https:\/\/www.innovationsforetagen.se\/api\/wp\/v2\/comments?post=20416"}],"version-history":[{"count":14,"href":"https:\/\/www.innovationsforetagen.se\/api\/wp\/v2\/posts\/20416\/revisions"}],"predecessor-version":[{"id":29558,"href":"https:\/\/www.innovationsforetagen.se\/api\/wp\/v2\/posts\/20416\/revisions\/29558"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.innovationsforetagen.se\/api\/wp\/v2\/media\/20419"}],"wp:attachment":[{"href":"https:\/\/www.innovationsforetagen.se\/api\/wp\/v2\/media?parent=20416"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.innovationsforetagen.se\/api\/wp\/v2\/categories?post=20416"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.innovationsforetagen.se\/api\/wp\/v2\/tags?post=20416"},{"taxonomy":"type","embeddable":true,"href":"https:\/\/www.innovationsforetagen.se\/api\/wp\/v2\/article_type?post=20416"},{"taxonomy":"agreement","embeddable":true,"href":"https:\/\/www.innovationsforetagen.se\/api\/wp\/v2\/agreement?post=20416"},{"taxonomy":"for-members","embeddable":true,"href":"https:\/\/www.innovationsforetagen.se\/api\/wp\/v2\/for-members?post=20416"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}