{"id":597754,"date":"2020-02-19T09:03:12","date_gmt":"2019-07-17T21:30:46","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-project&#038;p=597754"},"modified":"2022-03-21T15:32:01","modified_gmt":"2022-03-21T22:32:01","slug":"accelerating-biodiversity-surveys","status":"publish","type":"msr-project","link":"https:\/\/www.microsoft.com\/en-us\/research\/project\/accelerating-biodiversity-surveys\/","title":{"rendered":"Accelerating Biodiversity Surveys with AI"},"content":{"rendered":"<section class=\"mb-3 moray-highlight\">\n\t<div class=\"card-img-overlay mx-lg-0\">\n\t\t<div class=\"card-background  has-background- card-background--full-bleed\">\n\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"2000\" height=\"1331\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2019\/07\/fox2000.jpg\" class=\"attachment-full size-full\" alt=\"\" style=\"\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2019\/07\/fox2000.jpg 2000w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2019\/07\/fox2000-300x200.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2019\/07\/fox2000-768x511.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2019\/07\/fox2000-1024x681.jpg 1024w\" sizes=\"auto, (max-width: 2000px) 100vw, 2000px\" \/>\t\t<\/div>\n\t\t<!-- Foreground -->\n\t\t<div class=\"card-foreground d-flex mt-md-n5 my-lg-5 px-g px-lg-0\">\n\t\t\t<!-- Container -->\n\t\t\t<div class=\"container d-flex mt-md-n5 my-lg-5 align-self-center\">\n\t\t\t\t<!-- Card wrapper -->\n\t\t\t\t<div class=\"w-100 w-lg-col-5\">\n\t\t\t\t\t<!-- Card -->\n\t\t\t\t\t<div class=\"card material-md-card py-5 px-md-5\">\n\t\t\t\t\t\t<div class=\"card-body \">\n\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\n\n<h1 id=\"accelerating-biodiversity-surveys-with-ai\" class=\"h2\">Accelerating Biodiversity Surveys with AI<\/h1>\n\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n<\/section>\n\n\n\n\n\n<p>Biodiversity is declining across the globe at a catastrophic rate, as threats from human settlement expansion, illegal wildlife killing, and climate change place enormous pressure on wildlife populations. Conservation biologists are faced with the daunting \u2013 but urgent \u2013 task of surveying wildlife populations and making policy recommendations to governments and industry. What species need legal protection from hunting? A road needs to connect two cities; which route will have the least detrimental impact on wildlife habitat? Where will it be most effective to build underpasses as wildlife migration corridors? Where should we deploy anti-poaching resources? Informed policy decisions on questions like these start with data: just as your doctor can only prescribe treatment after running trusted diagnostic tests, policymakers and protected area managers can only act to protect biodiversity if robust, up-to-date data is available when they need it.<\/p>\n\n\n\n<p>Data, in this case, is wildlife population estimates, for which remote sensing has become the most powerful tool in the conservation toolbox. But currently, collecting data about how animals use their habitats \u2013 or even how many animals live in a given area \u2013 is dependent on tremendous amounts of manual data annotation: it often takes years for a small NGO to annotate millions of images or audio recordings for a single project. This bottleneck precludes real-time applications, and often delays critical answers to conservation questions so long that by the time they\u2019re available, they\u2019re no longer relevant. <i>Machine learning is poised to break this annotation logjam, and to greatly accelerate conservation decision-making.<\/i><\/p>\n\n\n\n<p>We apply machine learning tools to a variety of image sources &#8211; including motion-triggered camera traps, aerial cameras, and microphones &#8211; to accelerate ecologists&#8217; workflows. Our team spans Microsoft Research, <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/aka.ms\/aiforearth\" target=\"_blank\" rel=\"noopener noreferrer\">Microsoft AI for Earth<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, and the <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"http:\/\/aka.ms\/aiforgood\">AI for Good Research Lab<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>. We also collaborate with organizations such as <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/www.fisheries.noaa.gov\/\" target=\"_blank\" rel=\"noopener noreferrer\">NOAA Fisheries<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/www.sieve-analytics.com\/\" target=\"_blank\" rel=\"noopener noreferrer\">Sieve Analytics<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, and <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/lila.science\/\" target=\"_blank\" rel=\"noopener noreferrer\">LILA BC<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-outline is-style-outline--1\"><a data-bi-type=\"button\" class=\"wp-block-button__link\" href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/accelerating-biodiversity-surveys\/publications\/\">See our publications<\/a><\/div>\n\n\n\n<div class=\"wp-block-button is-style-outline is-style-outline--2\"><a data-bi-type=\"button\" class=\"wp-block-button__link\" href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/accelerating-biodiversity-surveys\/downloads\/\">Get the code and datasets<\/a><\/div>\n\n\n\n<div class=\"wp-block-button is-style-outline is-style-outline--3\"><a data-bi-type=\"button\" class=\"wp-block-button__link\" href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/accelerating-biodiversity-surveys\/news-and-awards\/\">Read more<\/a><\/div>\n<\/div>\n\n\n\n<h3 id=\"data\">Data<\/h3>\n\n\n\n<p>In collaboration with many partners, we maintain a repository of labeled conservation images, the <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/lila.science\" target=\"_blank\" rel=\"noopener noreferrer\">Labeled Information Library of Alexandria: Biology and Conservation<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> (LILA).<\/p>\n\n\n\n<h3 id=\"other-work-at-microsoft\">Other work at Microsoft<\/h3>\n\n\n\n<p>Work is being done in in the biodiversity space across Microsoft. Check out these other great projects that our Microsoft colleagues have worked on:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/news.microsoft.com\/en-gb\/features\/ai-is-helping-when-counting-puffins-is-not-black-and-white\/\" target=\"_blank\" rel=\"noopener noreferrer\">Counting Puffins with AI<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> (with SSE Renewables)<\/li><li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/news.microsoft.com\/transform\/snow-leopard-selfies-ai-save-species\/\" target=\"_blank\" rel=\"noopener noreferrer\">Accelerating camera trap workflows<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> (with the <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/www.snowleopard.org\/\" target=\"_blank\" rel=\"noopener noreferrer\">Snow Leopard Trust<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>)<\/li><li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/devblogs.microsoft.com\/cse\/active-learning-for-object-detection\/\" target=\"_blank\" rel=\"noopener noreferrer\">Accelerating seabird surveys with active learning<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> (with <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/conservationmetrics.com\/\" target=\"_blank\" rel=\"noopener noreferrer\">Conservation Metrics<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>)<\/li><li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/devblogs.microsoft.com\/cse\/bird-detection-with-azure-ml-workbench\/\" target=\"_blank\" rel=\"noopener noreferrer\">Accelerating seabird surveys with Azure ML Workbench<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> (with <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/conservationmetrics.com\/\" target=\"_blank\" rel=\"noopener noreferrer\">Conservation Metrics<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>)<\/li><li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/devblogs.microsoft.com\/cse\/preventing-rhino-poaching-though-microsoft-azure\/\" target=\"_blank\" rel=\"noopener noreferrer\">Accelerating poacher detection<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> (with <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/www.peaceparks.org\/\" target=\"_blank\" rel=\"noopener noreferrer\">Peace Parks<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>)<\/li><li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/news.microsoft.com\/en-au\/2018\/11\/30\/northern-territory-nets-advantage-with-cloud-and-ai-automates-fish-census-and-accelerates-scientists-ability-to-protect-the-environment\/\" target=\"_blank\" rel=\"noopener noreferrer\">Accelerating marine video surveys<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> (with the Northern Territory)<\/li><li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/www.wildnatureinstitute.org\/blog\/wild-nature-institute-penn-state-and-microsoft-azure-work-together-to-find-the-giraffe-in-the-bushes\" target=\"_blank\" rel=\"noopener noreferrer\">Accelerating giraffe surveys<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> (with the <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/www.wildnatureinstitute.org\/\">Wild Nature Institute<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>) (<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1574954118300426\">paper<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>)<\/li><li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/github.com\/microsoft\/HealthyCountryAI\" target=\"_blank\" rel=\"noopener noreferrer\">Accelerating drone-based wildlife surveys and land cover mapping<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> (with Kakadu National Park)<\/li><li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/www.worldwildlife.org\/blogs\/sustainability-works\/posts\/wwf-teams-up-with-microsoft-volunteers-to-protect-pangolins\" target=\"_blank\" rel=\"noopener noreferrer\">WWF\/Microsoft Hackathon to user computer vision to identify illegal pangolin products in online marketplaces<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> (with WWF)<\/li><li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/www.worldwildlife.org\/blogs\/sustainability-works\/posts\/wwf-teams-up-with-microsoft-volunteers-to-protect-pangolins\" target=\"_blank\" rel=\"noopener noreferrer\">WWF\/Microsoft Hackathon to use computer vision to identify illegal pangolin products in online marketplaces<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> (with WWF)<\/li><li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/news.microsoft.com\/en-gb\/2021\/11\/18\/first-of-its-kind-multispecies-ai-model-to-detect-illegal-wildlife-trafficking-is-ready-to-roll-out-to-airports\/\" target=\"_blank\" rel=\"noopener noreferrer\">Microsoft\/Heathrow collaboration that uses computer vision to screen for illegal wildlife products at Heathrow airport<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> (with Heathrow) (<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/techcommunity.microsoft.com\/t5\/video-hub\/azure-ai-and-machine-learning-using-azure-stack-edge-to-help\/ba-p\/1834046\" target=\"_blank\" rel=\"noopener noreferrer\">video<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>)<\/li><\/ul>\n\n\n\n<h3 id=\"literature-reviews\">Literature reviews<\/h3>\n\n\n\n<ul class=\"wp-block-list\"><li>Survey of <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/aka.ms\/cameratrapsurvey\" target=\"_blank\" rel=\"noopener noreferrer\">everything we know about machine learning and camera traps<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li><li>Survey of <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/aka.ms\/aerialwildlifesurvey\" target=\"_blank\" rel=\"noopener noreferrer\">everything we know about machine learning and aerial wildlife surveys<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li><\/ul>\n\n\n","protected":false},"excerpt":{"rendered":"<p>Biodiversity is declining across the globe at a catastrophic rate, as threats from human settlement expansion, illegal wildlife killing, and climate change place enormous pressure on wildlife populations. Conservation biologists are faced with the daunting \u2013 but urgent \u2013 task of surveying wildlife populations and making policy recommendations to governments and industry. What species need [&hellip;]<\/p>\n","protected":false},"featured_media":597766,"template":"","meta":{"msr-url-field":"","msr-podcast-episode":"","msrModifiedDate":"","msrModifiedDateEnabled":false,"ep_exclude_from_search":false,"_classifai_error":"","footnotes":""},"research-area":[13556,13562,198583],"msr-locale":[268875],"msr-impact-theme":[],"msr-pillar":[],"class_list":["post-597754","msr-project","type-msr-project","status-publish","has-post-thumbnail","hentry","msr-research-area-artificial-intelligence","msr-research-area-computer-vision","msr-research-area-ecology-environment","msr-locale-en_us","msr-archive-status-active"],"msr_project_start":"","related-publications":[825829,998526,984435,927099,825907,825901,825892,825877,825859,825844,696730,808822,787663,787402,769912,757414,757309,696796,696769],"related-downloads":[],"related-videos":[],"related-groups":[696544,768895],"related-events":[],"related-opportunities":[],"related-posts":[],"related-articles":[],"tab-content":[],"slides":[],"related-researchers":[{"type":"guest","display_name":"Dan Morris","user_id":825838,"people_section":"Section name 1","alias":""},{"type":"guest","display_name":"Siyu Yang","user_id":597769,"people_section":"Section name 1","alias":""},{"type":"user_nicename","display_name":"Neel Joshi","user_id":33073,"people_section":"Section name 1","alias":"neel"},{"type":"user_nicename","display_name":"Nebojsa Jojic","user_id":32384,"people_section":"Section name 1","alias":"jojic"},{"type":"guest","display_name":"Sara Beery","user_id":597775,"people_section":"Section name 1","alias":""},{"type":"guest","display_name":"Amrita Gupta","user_id":597781,"people_section":"Section name 1","alias":""},{"type":"guest","display_name":"Marcel Simon","user_id":597790,"people_section":"Section name 1","alias":""},{"type":"guest","display_name":"Benjamin Kellenberger","user_id":597796,"people_section":"Section name 1","alias":""},{"type":"guest","display_name":"Arash Norouzzadeh","user_id":597802,"people_section":"Section name 1","alias":""},{"type":"guest","display_name":"Ming Zhong","user_id":645168,"people_section":"Section name 1","alias":""},{"type":"guest","display_name":"Christopher Yeh","user_id":685305,"people_section":"Section name 1","alias":""},{"type":"user_nicename","display_name":"Juan M. Lavista Ferres","user_id":39552,"people_section":"Section name 1","alias":"jlavista"},{"type":"user_nicename","display_name":"Meghana Kshirsagar","user_id":39736,"people_section":"Section name 1","alias":"mekshirs"},{"type":"user_nicename","display_name":"Shahrzad Gholami","user_id":39757,"people_section":"Section name 1","alias":"sgholami"},{"type":"user_nicename","display_name":"Rahul Dodhia","user_id":41401,"people_section":"Section name 1","alias":"radodhia"},{"type":"user_nicename","display_name":"Caleb Robinson","user_id":39606,"people_section":"Section name 1","alias":"davrob"},{"type":"user_nicename","display_name":"Anthony Ortiz","user_id":39715,"people_section":"Section name 1","alias":"anort"}],"msr_research_lab":[],"msr_impact_theme":[],"_links":{"self":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-project\/597754","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-project"}],"about":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/types\/msr-project"}],"version-history":[{"count":75,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-project\/597754\/revisions"}],"predecessor-version":[{"id":829000,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-project\/597754\/revisions\/829000"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media\/597766"}],"wp:attachment":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media?parent=597754"}],"wp:term":[{"taxonomy":"msr-research-area","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/research-area?post=597754"},{"taxonomy":"msr-locale","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-locale?post=597754"},{"taxonomy":"msr-impact-theme","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-impact-theme?post=597754"},{"taxonomy":"msr-pillar","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-pillar?post=597754"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}