{"id":21556,"date":"2025-12-17T07:26:05","date_gmt":"2025-12-17T15:26:05","guid":{"rendered":"https:\/\/unlocked.microsoft.com\/?post_type=stories&#038;p=21556"},"modified":"2026-04-17T09:35:05","modified_gmt":"2026-04-17T16:35:05","slug":"gardiens-de-leur-environnement","status":"publish","type":"stories","link":"https:\/\/unlocked.microsoft.com\/fr\/gardiens-de-leur-environnement\/","title":{"rendered":"Gardiens de leur environnement"},"content":{"rendered":"\n<style>\n[data-theme=analogous-dark-red-orange] {\n    --theme-text: #fbee99;\n    --theme-text-secondary: #fbee99;\n    --theme-text-tertiary: #fbee99;\n    --theme-button: #fbee99;\n    --theme-filter: #fbee99;\n    --theme-focus: #fbee99;\n    --theme-overlay-text: #fbee99;\n    --theme-overlay-text-secondary: #fbee99;\n    --theme-overlay-button: #fbee99;\n    --theme-overlay-focus: #fbee99;\n}\n<\/style>\n\n\n\n    <div id=\"block_92f6b15633f25c03c00bec29fc56345c\" class=\"js-card js-full-width-feature fullwidth-feature 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class=\"fullwidth-feature__excerpt\">\n                                    Le syst\u00e8me de cartographie du camp de r\u00e9fugi\u00e9s de Kakuma a \u00e9t\u00e9 am\u00e9lior\u00e9 gr\u00e2ce \u00e0 l&rsquo;implication concr\u00e8te de ses r\u00e9sidents                                 <\/div>\n        \n                <!-- CTA -->\n                \n                <!-- Download CTA -->\n                \n            <\/div>\n        <\/div>\n\n        <!-- Media -->\n        \n<div class=\"unlocked-media media-image js-media-image media--no-radius media-video--overlay-ultradark theme-overlay\">\n                        <picture class=\"\">\n                        <source\n            srcset=\"https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Hero-01.jpg 1200w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Hero-01-256x144.jpg 256w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Hero-01-480x270.jpg 480w, 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7.29624V9.43753H7.86719V12.7476H9.71821C9.71821 16.9957 9.71821 22.1141 9.71821 22.1141H13.6116C13.6116 22.1141 13.6116 16.9452 13.6116 12.7476H16.2387L16.5782 9.43753Z\" fill=\"currentColor\"\/><title id=\"icon-69e6304aa8c94\">Facebook<\/title><\/svg>    <\/a>\n\n        <a\n        href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&#038;url=https%3A%2F%2Funlocked.microsoft.com%2Ffr%2Fgardiens-de-leur-environnement%2F\"\n        class=\"social-share__link js-social-share__new-window\"\n        target=\"_blank\"\n        aria-label=\"Share on LinkedIn\"\n            >\n        <svg class=\"svg-icon\" width=\"24\" height=\"24\" aria-hidden=\"true\" aria-labelledby=\"icon-69e6304aa8ca8\" role=\"img\" focusable=\"false\" viewBox=\"0 0 24 24\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M7.35547 9.06274H3.41797V22.0002H7.35547V9.06274Z\" fill=\"currentColor\"\/><path d=\"M16.9197 9.06274C14.668 9.06274 14.0436 9.80074 13.543 10.7502V9.06274H9.60547V22.0002H13.543V14.6877C13.543 13.5627 13.543 12.4377 15.5117 12.4377C17.4805 12.4377 17.4805 13.5627 17.4805 14.6877V22.0002H21.418V14.6877C21.418 11.3127 20.8555 9.06274 16.9197 9.06274Z\" fill=\"currentColor\"\/><path d=\"M5.38672 7.9375C6.47403 7.9375 7.35547 7.05606 7.35547 5.96875C7.35547 4.88144 6.47403 4 5.38672 4C4.29941 4 3.41797 4.88144 3.41797 5.96875C3.41797 7.05606 4.29941 7.9375 5.38672 7.9375Z\" fill=\"currentColor\"\/><title id=\"icon-69e6304aa8ca8\">LinkedIn<\/title><\/svg>    <\/a>\n\n        \n    <\/div>\n\n    \n    <div\n        class=\"sr-text js-social-status\"\n        role=\"status\"\n    ><\/div>\n<\/section>\n<\/div>\n\n\n<\/div>\n\n\n<div id=\"block-column_69e6304aa978e\" class=\"column column-vertical-align--top\">\n    \n\n<div\n    id=\"block_69e6304aa923d\"\n    class=\"rich-text transition--in-up \">\n    <p>Dans l&rsquo;\u00e9tendue aride du nord-ouest du Kenya, le camp de r\u00e9fugi\u00e9s de Kakuma est devenu une vaste communaut\u00e9 de plus de 300 000 personnes d\u00e9plac\u00e9es, originaires de plus de 20 pays. Cr\u00e9\u00e9 \u00e0 l&rsquo;origine en 1992 pour accueillir les jeunes fuyant la guerre au Soudan, le camp de r\u00e9fugi\u00e9s est le plus grand d&rsquo;Afrique, couvrant environ 40 km\u00b2, avec des r\u00e9sidents du Soudan du Sud, de Somalie et d&rsquo;autres pays voisins.<\/p>\n<p>Pendant des ann\u00e9es, les cartes du camp de r\u00e9fugi\u00e9s ont \u00e9t\u00e9 gravement obsol\u00e8tes, ce qui a entrav\u00e9 l&rsquo;acheminement de l&rsquo;aide, la planification des infrastructures et les interventions d&rsquo;urgence. La disposition irr\u00e9guli\u00e8re du camp et la diversit\u00e9 des types d&rsquo;abris rendaient difficiles les m\u00e9thodes traditionnelles de cartographie. Mais ce d\u00e9fi a d\u00e9clench\u00e9 une collaboration remarquable qui a red\u00e9fini ce que la technologie humanitaire pouvait accomplir.<\/p>\n<blockquote>\n<h6 class=\"--h6\">\u00ab Je pense que la collaboration a \u00e9t\u00e9 essentielle, car chaque personne a apport\u00e9 quelque chose d&rsquo;unique \u00bb, explique Simone Fobi Nsutezo, chercheuse appliqu\u00e9e au Microsoft AI for Good Lab.<\/h6>\n<\/blockquote>\n<p>Au c\u0153ur de la collaboration visant \u00e0 mettre \u00e0 jour le syst\u00e8me de cartographie du camp de r\u00e9fugi\u00e9s de Kakuma, une triade d&rsquo;innovation \u00e9tait essentielle. Chaque partenaire a apport\u00e9 quelque chose d&rsquo;unique et, ensemble, ils ont cr\u00e9\u00e9 un r\u00e9el impact. La Ruche du HCR, le laboratoire d&rsquo;innovation de l&rsquo;Agence des Nations Unies pour les r\u00e9fugi\u00e9s, a identifi\u00e9 les probl\u00e8mes auxquels le camp de r\u00e9fugi\u00e9s \u00e9tait confront\u00e9, tandis que l&rsquo;\u00e9quipe humanitaire OpenStreetMap (HOT) a fourni une collecte de donn\u00e9es sur le terrain et l\u2019int\u00e9gration indispensable de la communaut\u00e9.<\/p>\n<\/div>\n\n\n<\/div>\n\n\n<\/div>\n\n\n\n\n<div\n    id=\"block_69e6304aaa730\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n\n\n<div id=\"block_ad71d1ed21605b54346b4bc7c730be0f\" class=\"video-player\">\n    <div id=\"videoplayer-1\" class=\"video-player__wrapper js-video-player theme-overlay  has-overlay-image\" aria-label=\"Regarder \u00ab Cartographier une communaut\u00e9 avec l&#039;IA \u00bb\">\n        <div\n            id=\"video-player-overlay-60ecaffe-630a-48a9-adf2-66d102ebf343\"\n            class=\"video-player__overlay js-video-player-overlay\"\n            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5.80067C30.3737 7.07133 30.3025 8.32741 29.8949 9.55587C29.4247 10.9736 28.5799 12.1529 27.2554 13.0195C27.0653 13.1438 26.8739 13.2172 26.6309 13.2062C26.2346 13.1883 25.837 13.2016 25.4397 13.2011C25.3965 13.2013 25.3532 13.1973 25.3413 13.1965Z\" fill=\"currentColor\"\/><path d=\"M15.1878 0.796099C15.2529 0.796099 15.303 0.796099 15.3532 0.796099C16.7843 0.796099 18.2157 0.787148 19.6469 0.798402C21.2321 0.810935 22.6546 1.26006 23.8666 2.21843C24.7773 2.93867 25.3476 3.8597 25.6562 4.92139C25.9084 5.78845 25.9788 6.67239 25.9145 7.56758C25.8491 8.47786 25.6321 9.35054 25.1747 10.1639C24.5174 11.3328 23.5122 12.1566 22.214 12.6835C21.3412 13.038 20.4285 13.2065 19.4723 13.1994C18.1013 13.1891 16.73 13.1968 15.3587 13.1968C15.3044 13.1968 15.2504 13.1968 15.1875 13.1968C15.1878 9.06025 15.1878 4.937 15.1878 0.796099ZM18.5469 10.0951C18.8802 10.0951 19.2066 10.1015 19.533 10.0938C20.5939 10.069 21.4496 9.65644 22.0262 8.84259C22.6876 7.90878 22.738 6.87445 22.3709 5.83781C22.0065 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0.799086Z\" fill=\"currentColor\"\/><path d=\"M28.6602 13.2007C28.9184 13.0224 29.1672 12.8692 29.3936 12.6917C30.4986 11.8247 31.2113 10.7249 31.6103 9.44678C31.9755 8.2769 32.0442 7.08476 31.8954 5.87855C31.7718 4.87875 31.4701 3.93011 30.935 3.05001C30.393 2.15865 29.6782 1.4136 28.735 0.86574C28.7158 0.854486 28.6973 0.84221 28.6787 0.829933C28.6759 0.827887 28.6757 0.822515 28.6704 0.808192C28.7128 0.805379 28.7521 0.800519 28.7918 0.800519C29.2534 0.800008 29.7153 0.797707 30.1769 0.802822C30.2506 0.803589 30.3335 0.823538 30.3961 0.85909C31.2761 1.35656 31.9547 2.03767 32.4869 2.84641C33.1276 3.81961 33.472 4.88336 33.5908 6.01206C33.7208 7.24564 33.6335 8.46182 33.2243 9.6491C32.8319 10.7875 32.1822 11.7786 31.2138 12.5782C30.9641 12.7843 30.6806 12.9559 30.4094 13.1393C30.3634 13.1705 30.3008 13.1976 30.2456 13.1979C29.7244 13.2025 29.203 13.2007 28.6602 13.2007Z\" fill=\"currentColor\"\/><title id=\"icon-69e6304ae5c6a\">Audio Described<\/title><\/svg><\/a>\n            <\/div>\n    <\/div>\n\n\n\n\n<div\n    id=\"block_69e6304ae5e8c\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n\n\n<div id=\"block_69e6304ae6b20\" class=\"row row--space-between column__container mobile-column-gap-4 column--layout-40-60\">\n    \n<div id=\"block-column_69e6304ae63aa\" class=\"column column-vertical-align--top\">\n    \n\n<div\n    id=\"block_69e6304ae627d\"\n    class=\"rich-text transition--in-up \">\n    <\/div>\n\n\n<\/div>\n\n\n<div id=\"block-column_69e6304ae6879\" class=\"column column-vertical-align--top\">\n    \n\n<div\n    id=\"block_69e6304ae6583\"\n    class=\"rich-text transition--in-up \">\n    <h4 class=\"--h4\">Amplifier l&rsquo;impact gr\u00e2ce \u00e0 l&rsquo;engagement communautaire<\/h4>\n<p>Les forces motrices \u00e9taient le d\u00e9sir de r\u00e9aliser un travail significatif, la passion pour la t\u00e9l\u00e9d\u00e9tection et l&rsquo;imagerie satellitaire, ainsi que l&rsquo;objectif de r\u00e9pondre aux besoins des r\u00e9fugi\u00e9s. La cartographie manuelle, bien que pr\u00e9cieuse, \u00e9tait lente et demandait beaucoup de main-d&rsquo;\u0153uvre. l&rsquo;L\u2019\u00e9quipe du Microsoft AI for Good Lab a toutefois identifi\u00e9 une opportunit\u00e9 : utiliser l\u2019intelligence artificielle et l\u2019apprentissage automatique pour fournir aux cartographes humains les outils dont ils avaient besoin.<\/p>\n<p class=\"unformatted\">\u00ab Une fois que vous avez entra\u00een\u00e9 un mod\u00e8le sur une petite quantit\u00e9 de donn\u00e9es, il est tr\u00e8s rapide d&rsquo;obtenir des pr\u00e9dictions sur de nouveaux domaines. Nous disposons d&rsquo;un code open source pour cartographier les panneaux solaires, les b\u00e2timents, les types de toits, les installations sanitaires, et tout le monde peut l&rsquo;utiliser de mani\u00e8re ind\u00e9pendante \u00bb, explique le Dr Amrita Gupta, chercheuse appliqu\u00e9e au laboratoire de recherche Microsoft AI for Good.<\/p>\n<p><span data-contrast=\"none\">Pour mieux comprendre les conditions sur le terrain, l&rsquo;\u00e9quipe de cartographie de HOT a document\u00e9 les indicateurs visibles de l&rsquo;acc\u00e8s \u00e0 l&rsquo;\u00e9lectricit\u00e9, tels que des panneaux solaires et des lignes \u00e9lectriques pr\u00e9sentes dans le camp. Bien que la majeure partie de l&rsquo;\u00e9lectricit\u00e9 soit autoproduite au niveau des b\u00e2timents individuels, ces informations ont permis de dresser un tableau plus pr\u00e9cis des endroits o\u00f9 les services essentiels pourraient fonctionner de mani\u00e8re r\u00e9aliste et ont mis en \u00e9vidence les lacunes dans l\u2019infrastructure globale.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:210,&quot;335559739&quot;:210,&quot;335559740&quot;:300}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">L&rsquo;objectif \u00e9tait d&rsquo;aider le camp \u00e0 se sentir moins comme un abri temporaire et plus comme une installation permanente. <\/span><span data-contrast=\"auto\">La cartographie a \u00e9t\u00e9 la premi\u00e8re \u00e9tape pour s&rsquo;assurer que <\/span><span data-contrast=\"none\">le projet restait ancr\u00e9 dans les besoins humanitaires. <\/span><span data-contrast=\"none\">L&rsquo;engagement du projet en faveur du libre acc\u00e8s signifiait que toutes les donn\u00e9es et images g\u00e9n\u00e9r\u00e9es seraient librement disponibles. Cela a permis d\u2019\u00e9tendre l\u2019impact bien au-del\u00e0 de Kakuma, en promouvant l\u2019inclusion des r\u00e9fugi\u00e9s.<\/span><span data-ccp-props=\"{&quot;134245417&quot;:false,&quot;134245529&quot;:true,&quot;201341983&quot;:0,&quot;335559738&quot;:210,&quot;335559739&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<\/div>\n\n\n<\/div>\n\n\n<\/div>\n\n\n\n\n<div\n    id=\"block_69e6304ae6e34\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n\n\n<section\n    id=\"block_64e764a9cbf86a356fe1db8149d77064\"\n    class=\"card-crosslink js-card-crosslink card-crosslink--3-up card-crosslink--mobile-layout-vertical \"\n    aria-labelledby=\"\">\n    <h2 class=\"sr-text\">More stories<\/h2>\n\n    \n    <ul class=\"card-crosslink__wrapper\">\n            <li class=\"card-crosslink__item transition--in-up \" style=\"--anim-delay: 100ms; --anim-delay-mobile: 0ms;\">\n            \n<article\n    class=\"story-card js-story-card js-delay --no-pointer\"\n    aria-labelledby=\"card-2\">\n    <div class=\"story-card__content\">\n        \n        \n                    <div class=\"story-card__text\">HOT a travaill\u00e9 avec les r\u00e9sidents, qui \u00e9taient pleinement acteurs du processus de cartographie.<\/div>\n        \n        \n        <div class=\"story-card__wrapper transition--media\">\n            \n            \n<div class=\"unlocked-media media-image js-media-image media--no-radius\">\n                        <picture class=\"\">\n                        <source\n            srcset=\"https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-01.jpg 640w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-01-80x80.jpg 80w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-01-256x256.jpg 256w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-01-480x480.jpg 480w\"\n                         \/>\n                        <img\n            src=\"https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-01.jpg\"\n                                    width=\"640\"\n            height=\"640\"\n                        class=\"ratio--1-1\"\n            alt=\"Two people stand outdoors looking at a tablet. The person on the left has long braids and wears a white shirt; the person on the right wears glasses, a cap, and a beige vest. A green electronic shop sign is visible behind them.\"\n            loading=\"lazy\"\n            decoding=\"async\" \/>\n            <\/picture>\n            <\/div>\n        <\/div>\n    <\/div>\n<\/article>\n        <\/li>\n            <li class=\"card-crosslink__item transition--in-up \" style=\"--anim-delay: 200ms; --anim-delay-mobile: 0ms;\">\n            \n<article\n    class=\"story-card js-story-card js-delay --no-pointer\"\n    aria-labelledby=\"card-3\">\n    <div class=\"story-card__content\">\n        \n        \n                    <div class=\"story-card__text\">Les mod\u00e8les ont \u00e9t\u00e9 entra\u00een\u00e9s pour identifier des caract\u00e9ristiques telles que des panneaux solaires.<\/div>\n        \n        \n        <div class=\"story-card__wrapper transition--media\">\n            \n            \n<div class=\"unlocked-media media-image js-media-image media--no-radius\">\n                        <picture class=\"\">\n                        <source\n            srcset=\"https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-02.jpg 640w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-02-80x80.jpg 80w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-02-256x256.jpg 256w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-02-480x480.jpg 480w\"\n                         \/>\n                        <img\n            src=\"https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-02.jpg\"\n                                    width=\"640\"\n            height=\"640\"\n                        class=\"ratio--1-1\"\n            alt=\"Solar panels installed on a slanted, red corrugated metal roof under a partly cloudy sky.\"\n            loading=\"lazy\"\n            decoding=\"async\" \/>\n            <\/picture>\n            <\/div>\n        <\/div>\n    <\/div>\n<\/article>\n        <\/li>\n            <li class=\"card-crosslink__item transition--in-up \" style=\"--anim-delay: 300ms; --anim-delay-mobile: 0ms;\">\n            \n<article\n    class=\"story-card js-story-card js-delay --no-pointer\"\n    aria-labelledby=\"card-4\">\n    <div class=\"story-card__content\">\n        \n        \n                    <div class=\"story-card__text\">Les r\u00e9sidents et les experts en IA ont collabor\u00e9 pour d\u00e9finir les structures uniques de Kakuma.<\/div>\n        \n        \n        <div class=\"story-card__wrapper transition--media\">\n            \n            \n<div class=\"unlocked-media media-image js-media-image media--no-radius\">\n                        <picture class=\"\">\n                        <source\n            srcset=\"https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-03.jpg 640w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-03-80x80.jpg 80w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-03-256x256.jpg 256w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-03-480x480.jpg 480w\"\n                         \/>\n                        <img\n            src=\"https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-03.jpg\"\n                                    width=\"640\"\n            height=\"640\"\n                        class=\"ratio--1-1\"\n            alt=\"A computer screen displays a detailed digital map with various shops and landmarks labeled along Jomo Kenyatta Avenue, including icons for fashion, services, and points of interest.\"\n            loading=\"lazy\"\n            decoding=\"async\" \/>\n            <\/picture>\n            <\/div>\n        <\/div>\n    <\/div>\n<\/article>\n        <\/li>\n        <\/ul>\n<\/section>\n\n\n\n<div\n    id=\"block_69e6304b61dd8\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n\n\n\n<div\n    id=\"block_69e6304b6212d\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n\n\n<div id=\"block_69e6304b64229\" class=\"row row--space-between column__container mobile-column-gap-6 column--layout-40-60\">\n    \n<div id=\"block-column_69e6304b63b45\" class=\"column column-vertical-align--top\">\n    \n\n<div\n    id=\"block_69e6304b624be\"\n    class=\"rich-text transition--in-up \">\n    <\/div>\n\n\n\n<div id=\"block_dc6aed4200ca9630a49b10c6c6c2027f\" class=\"transition--in-up \">\n    <div class=\"pullquote pullquote__left pullquote__h3\">\n        <blockquote class=\"quote quote__h3 quote--show-marks\">C\u2019est l\u2019\u0153uvre de toute la communaut\u00e9. Personne n\u2019a \u00e9t\u00e9 laiss\u00e9 de c\u00f4t\u00e9.<\/blockquote>\n                    <div class=\"quote__attribution\">\n                                    <div class=\"attribution-name\">Akso Kaposho Mupenzi<\/div>\n                                                    <div class=\"attribution-description\">Contributeur \u00e0 la carte et r\u00e9fugi\u00e9<\/div>\n                            <\/div>\n                    <\/div>\n<\/div>\n\n\n<\/div>\n\n\n<div id=\"block-column_69e6304b6410d\" class=\"column column-vertical-align--top\">\n    \n\n<div\n    id=\"block_69e6304b63d11\"\n    class=\"rich-text transition--in-up \">\n    <\/div>\n\n\n\n<div\n    id=\"block_69e6304b63ea6\"\n    class=\"rich-text transition--in-up \">\n    <p>En op\u00e9rant sur le terrain au Kenya, l&rsquo;\u00e9quipe de HOT a apport\u00e9 la touche humaine. L&rsquo;activit\u00e9 de collecte de donn\u00e9es proprement dite a \u00e9t\u00e9 enti\u00e8rement dirig\u00e9e par les habitants, de la pr\u00e9sentation du projet au pilotage des drones, et les r\u00e9fugi\u00e9s du camp ont aid\u00e9 \u00e0 identifier manuellement les caract\u00e9ristiques de la r\u00e9gion. Les \u00e9quipes de HOT ont fait voler des drones pour capturer des images a\u00e9riennes \u00e0 haute r\u00e9solution et effectuer des validations sur le terrain avec les cartographes des r\u00e9fugi\u00e9s. Mais plus important encore, ils ont form\u00e9 et responsabilis\u00e9 les membres du camp de r\u00e9fugi\u00e9s, transformant la collecte de donn\u00e9es en engagement communautaire.<\/p>\n<p>Les r\u00e9fugi\u00e9s sont devenus des cartographes, des interpr\u00e8tes et des gardiens de leur propre environnement, cr\u00e9ant des donn\u00e9es de terrain fiables. Leurs connaissances locales ont apport\u00e9 de la profondeur et de la pr\u00e9cision, leur donnant pleinement la responsabilit\u00e9 du processus. L&rsquo;\u00e9quipe de HOT a \u00e9tiquet\u00e9 manuellement 16 km\u00b2 (10 milles carr\u00e9s) d&rsquo;images, cr\u00e9ant ainsi un riche ensemble de donn\u00e9es d&rsquo;entra\u00eenement pour le d\u00e9veloppement de l&rsquo;IA qui peut \u00eatre maintenu \u00e0 jour au fur et \u00e0 mesure de l&rsquo;\u00e9volution du camp.<\/p>\n<p class=\"unformatted\">\u00ab L&rsquo;IA a \u00e9t\u00e9 principalement utilis\u00e9e pour l&rsquo;appariement de mod\u00e8les et le gain de temps. Cela nous a aid\u00e9s \u00e0 trouver des signaux dans les donn\u00e9es qui seraient difficiles \u00e0 rep\u00e9rer manuellement \u00bb, explique le Dr Gupta.<\/p>\n<p>En s&rsquo;appuyant sur la richesse des images collect\u00e9es dans le camp de r\u00e9fugi\u00e9s, le laboratoire AI for Good de Microsoft a d\u00e9velopp\u00e9 des mod\u00e8les avanc\u00e9s d&rsquo;apprentissage automatique \u00e0 l&rsquo;aide des services cloud Azure. Ces mod\u00e8les ont \u00e9t\u00e9 entra\u00een\u00e9s pour identifier avec pr\u00e9cision un large \u00e9ventail d&rsquo;\u00e9l\u00e9ments \u2013 b\u00e2timents, blocs sanitaires, panneaux solaires sur les lampadaires et les toits, et des \u00e9l\u00e9ments du r\u00e9seau \u00e9lectrique tels que les poteaux et les lignes \u2013 refl\u00e9tant la diversit\u00e9 et l\u2019irr\u00e9gularit\u00e9 du paysage du camp.<\/p>\n<p>En tirant parti \u00e0 la fois de l&rsquo;expertise locale et de l&rsquo;IA, l&rsquo;\u00e9quipe a pu surmonter les d\u00e9fis pos\u00e9s par les structures uniques du camp de r\u00e9fugi\u00e9s, permettant une analyse rapide et une reconnaissance des formes qui auraient \u00e9t\u00e9 difficiles \u00e0 r\u00e9aliser manuellement.\u00a0Tous les mod\u00e8les et ensembles de donn\u00e9es ont \u00e9t\u00e9 publi\u00e9s en open source sur GitHub, ce qui permet aux d\u00e9veloppeurs, aux chercheurs et aux organisations humanitaires du monde entier de s&rsquo;appuyer sur ce travail et de l&rsquo;adapter \u00e0 d&rsquo;autres communaut\u00e9s dans le besoin.<\/p>\n<\/div>\n\n\n<\/div>\n\n\n<\/div>\n\n\n\n\n<div\n    id=\"block_69e6304b644e5\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n\n\n<div id=\"block_69e6304b64ffd\" class=\"row row--space-between column__container mobile-column-gap-6 column--layout-40-60\">\n    \n<div id=\"block-column_69e6304b64957\" class=\"column column--empty\">\n    \n\n<div\n    id=\"block_69e6304b64844\"\n    class=\"rich-text transition--in-up \">\n    <\/div>\n\n\n<\/div>\n\n\n<div id=\"block-column_69e6304b64ee9\" class=\"column column-vertical-align--top\">\n    \n\n<div\n    id=\"block_69e6304b64b5c\"\n    class=\"rich-text transition--in-up \">\n    <\/div>\n\n\n\n<div\n    id=\"block_69e6304b64cc6\"\n    class=\"rich-text transition--in-up \">\n    <h4 class=\"--h4\">Un t\u00e9moignage du champ des possibles<\/h4>\n<p>Ce projet de cartographie open source d\u00e9montre comment la collaboration peut aider \u00e0 \u00e9tablir une base solide pour le d\u00e9veloppement durable. Au fur et \u00e0 mesure que les limites municipales de la ville de Kakuma ont \u00e9volu\u00e9, des donn\u00e9es spatiales pr\u00e9cises sont devenues essentielles pour la planification \u00e0 long terme et la prestation de services dans la ville et les colonies environnantes, garantissant ainsi que toute d\u00e9cision future d&rsquo;annexion ou d&rsquo;int\u00e9gration est ancr\u00e9e dans la r\u00e9alit\u00e9.<\/p>\n<p>GitHub est le point de d\u00e9part du prochain chapitre de ce projet, en connectant les d\u00e9veloppeurs, les techniciens civiques et les data scientists aux d\u00e9fis humanitaires du monde r\u00e9el. Et tout ce que nous avons appris fait d\u00e9sormais partie d&rsquo;une base de connaissances mondiale pour aider les r\u00e9fugi\u00e9s. En partageant ce code ouvertement, n&rsquo;importe qui, partout dans le monde, peut s&rsquo;en inspirer, l&rsquo;am\u00e9liorer et l&rsquo;utiliser pour faire la diff\u00e9rence. L&rsquo;histoire du camp de r\u00e9fugi\u00e9s de Kakuma t\u00e9moigne de ce qui est possible lorsque vision humanitaire et innovation se rencontrent.<\/p>\n<\/div>\n\n\n<\/div>\n\n\n<\/div>\n\n\n\n\n<div\n    id=\"block_69e6304b652ae\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n\n\n<div id=\"block_ea370667d6aa48b67b82eadc7d446937\" class=\"transition--in-up \">\n    <div class=\"pullquote pullquote__center pullquote__h3\">\n        <blockquote class=\"quote quote__h3 quote--show-marks\">Personne ne conna\u00eet mieux une communaut\u00e9 que les gens qui y vivent. L&rsquo;IA ne les a pas remplac\u00e9s, mais a \u00e9largi leurs capacit\u00e9s.<\/blockquote>\n                    <div class=\"quote__attribution\">\n                                    <div class=\"attribution-name\">JUAN M. LAVISTA FERRES<\/div>\n                                                    <div class=\"attribution-description\">Directeur de laboratoire AI For Good Lab, Microsoft<\/div>\n                            <\/div>\n                    <\/div>\n<\/div>\n\n\n\n\n<div\n    id=\"block_69e6304b65b79\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n\n\n    <div id=\"block_e7f395a47633ab646a0d65b98392339c\" class=\"js-card js-full-width-feature fullwidth-feature fullwidth-feature--f-bottom fullwidth-feature--overlay-none theme-overlay transition--media\" style=\"\">\n        <!-- Scrim -->\n        \n        <div class=\"fullwidth-feature__wrapper js-full-width-feature-wrapper\">\n                        <div class=\"fullwidth-feature__header-wrapper transition--in-up js-full-width-feature-header\">\n\n                <!-- Heading -->\n                \n                <!-- Eyebrow -->\n                \n                <!-- Author -->\n                \n            <\/div>\n       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