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    <title>Featured on MTD Geospatial Data Center</title>
    <link>https://www.preprod.stac.teledetection.fr/en/tags/featured/</link>
    <description>Recent content in Featured on MTD Geospatial Data Center</description>
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    <item>
      <title>Thematics</title>
      <link>https://www.preprod.stac.teledetection.fr/en/page/thematics/</link>
      <pubDate>Sun, 15 Jun 2025 00:00:00 +0200</pubDate>
      <guid>https://www.preprod.stac.teledetection.fr/en/page/thematics/</guid>
      <description>&lt;img alt=&#34;Hugo&#34; class=&#34;w-75 rounded mx-auto d-block&#34; src=&#34;https://www.preprod.stac.teledetection.fr/en/page/thematics/image.png&#34;&gt;&lt;p&gt;We cover various thematics such as forestry, agriculture, soils, land cover mapping and southern countries.&lt;/p&gt;</description>
    </item>
    <item>
      <title>Organization</title>
      <link>https://www.preprod.stac.teledetection.fr/en/page/organization/</link>
      <pubDate>Fri, 16 May 2025 00:00:00 +0200</pubDate>
      <guid>https://www.preprod.stac.teledetection.fr/en/page/organization/</guid>
      <description>&lt;h1 id=&#34;governance&#34;&gt;Governance&lt;/h1&gt;&#xA;&lt;p&gt;Our project is lead by INRAE (French institute of research in agriculture, food and environment) and IRD (French institute of research and development).&lt;/p&gt;&#xA;&lt;img alt=&#34;Logo IRD, INRAE&#34; class=&#34;w-25 rounded mx-auto d-block&#34; src=&#34;https://forge.inrae.fr/teledec/gdc-media/-/raw/main/ird-inrae.png&#34;&gt;&lt;p&gt;The MTD geospatial data infrastructure has been developed at &lt;em&gt;La maison de la télédétection&lt;/em&gt; by people from UMR TETIS, UMR Espace-Dev and UAR Data-Terra.&lt;/p&gt;&#xA;&lt;img alt=&#34;Logo IRD, INRAE&#34; class=&#34;w-25 rounded mx-auto d-block&#34; src=&#34;https://forge.inrae.fr/teledec/gdc-media/-/raw/main/tetis-ed-dt.png&#34;&gt;&lt;h1 id=&#34;partners&#34;&gt;Partners&lt;/h1&gt;&#xA;&lt;p&gt;Our partners include the TETIS and Espace-Dev research labs, the ISDM (data science institute of Montpellier, France) and the CROCc (Occitanie research cloud initiative, located in Montpellier, France), the DiPSO (department for open and reproducible science from INRAE), and Data-Terra (french research infrastructure).&lt;/p&gt;</description>
    </item>
    <item>
      <title>STAC in QGIS</title>
      <link>https://www.preprod.stac.teledetection.fr/en/page/qgis/</link>
      <pubDate>Sun, 05 Jan 2025 00:00:00 +0100</pubDate>
      <guid>https://www.preprod.stac.teledetection.fr/en/page/qgis/</guid>
      <description>&lt;img alt=&#34;QGIS&#34; class=&#34;w-25 rounded mx-auto d-block&#34; src=&#34;https://www.preprod.stac.teledetection.fr/en/page/qgis/qgis-logo.png&#34;&gt;&lt;p&gt;QGIS is a powerful and popular geographic information system software.&#xA;Among its so-called extensions, &lt;a href=&#34;https://plugins.qgis.org/plugins/qgis_stac/&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;STAC API Browser&lt;/a&gt;&#xA;offers to browse any STAC endpoint with ease, and use directly the geospatial data into QGIS.&lt;/p&gt;&#xA;&#xA;&#xA;&lt;center&gt;&#xA;&lt;video autoplay controls&gt;&#xA;  &lt;source src=&#34;https://www.stac.teledetection.fr/video/video.webm&#34; type=&#34;video/webm&#34; /&gt;&#xA;&lt;/video&gt;&#xA;&lt;/center&gt;&#xA;&#xA;&lt;p&gt;&lt;em&gt;In this video, we perform some searches in the STAC catalog using the STAC browser plugin. Then we manipulate STAC assets in full resolution (S1 images, S2 images, buildings footprints product) without downloading anything: raster files are in Cloud-Optimized-Geotiff format, streamed through HTTP, read on-the-fly by QGIS.&lt;/em&gt;&lt;/p&gt;</description>
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    <item>
      <title>Services overview</title>
      <link>https://www.preprod.stac.teledetection.fr/en/page/services-overview/</link>
      <pubDate>Sun, 24 Sep 2023 00:00:00 +0200</pubDate>
      <guid>https://www.preprod.stac.teledetection.fr/en/page/services-overview/</guid>
      <description>&lt;h1 id=&#34;technologies&#34;&gt;Technologies&lt;/h1&gt;&#xA;&lt;img alt=&#34;STAC&#34; class=&#34;w-25 rounded mx-auto d-block&#34; src=&#34;https://www.preprod.stac.teledetection.fr/en/page/services-overview/STAC.png&#34;&gt;&lt;img alt=&#34;COG&#34; class=&#34;w-25 rounded mx-auto d-block&#34; src=&#34;https://www.preprod.stac.teledetection.fr/en/page/services-overview/cog.png&#34;&gt;&lt;p&gt;We rely on the &lt;a href=&#34;https://stacspec.org/en&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;Spatio Temporal Assets Catalogs&lt;/a&gt; to build interoperable and understandable catalogs of geospatial products.&#xA;We deliver geospatial images in the &lt;a href=&#34;https://cogeo.org/&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;Cloud Optimized Geotiff&lt;/a&gt; format, which enables an unprecedent ease of use remotely.&#xA;Our infrastructure is cloud-native, and is currently hosted at &lt;a href=&#34;https://isdm.umontpellier.fr/&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;ISDM&lt;/a&gt;.&lt;/p&gt;&#xA;&lt;h1 id=&#34;services&#34;&gt;Services&lt;/h1&gt;&#xA;&lt;h2 id=&#34;stac&#34;&gt;STAC&lt;/h2&gt;&#xA;&lt;p&gt;Our STAC API delivers production from raw remote sensing images (Sentinel-2, Sentinel-1, Spot-6/7, etc) to value-added products on thematics such as Forest, Soil, Agriculture, Land-cover mapping, etc.&#xA;Most of the published items are automatically produced by processing chains.&#xA;Our API also offers the possiblity to any authenticated users of Data-Terra to publish their data.&lt;/p&gt;</description>
    </item>
    <item>
      <title>Our SDK 🔧</title>
      <link>https://www.preprod.stac.teledetection.fr/en/page/sdk/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
      <guid>https://www.preprod.stac.teledetection.fr/en/page/sdk/</guid>
      <description>&lt;h2 id=&#34;python-or-cli&#34;&gt;Python or CLI&lt;/h2&gt;&#xA;&lt;p&gt;&lt;code&gt;teledetection&lt;/code&gt; is a Python SDK (Software Development Kit) to interact with our servers.&#xA;It can be used in command-line or used as a dependency.&lt;/p&gt;&#xA;&lt;h3 id=&#34;installation&#34;&gt;Installation&lt;/h3&gt;&#xA;&lt;p&gt;Your can install our SDK from pip:&lt;/p&gt;&#xA;&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; style=&#34;color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;&#34;&gt;&lt;code class=&#34;language-bash&#34; data-lang=&#34;bash&#34;&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;pip install teledetection&#xA;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h3 id=&#34;usage&#34;&gt;Usage&lt;/h3&gt;&#xA;&lt;p&gt;Once the environment setup:&lt;/p&gt;&#xA;&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; style=&#34;color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;&#34;&gt;&lt;code class=&#34;language-python&#34; data-lang=&#34;python&#34;&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;&lt;span style=&#34;color:#f92672&#34;&gt;import&lt;/span&gt; teledetection &lt;span style=&#34;color:#66d9ef&#34;&gt;as&lt;/span&gt; tld&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;&lt;span style=&#34;color:#f92672&#34;&gt;import&lt;/span&gt; pystac_client&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;api &lt;span style=&#34;color:#f92672&#34;&gt;=&lt;/span&gt; pystac_client&lt;span style=&#34;color:#f92672&#34;&gt;.&lt;/span&gt;Client&lt;span style=&#34;color:#f92672&#34;&gt;.&lt;/span&gt;open(&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;   &lt;span style=&#34;color:#e6db74&#34;&gt;&amp;#39;https://api.stac.teledetection.fr&amp;#39;&lt;/span&gt;,&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;   modifier&lt;span style=&#34;color:#f92672&#34;&gt;=&lt;/span&gt;tld&lt;span style=&#34;color:#f92672&#34;&gt;.&lt;/span&gt;sign_inplace,&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;)&#xA;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h3 id=&#34;authentification&#34;&gt;Authentification&lt;/h3&gt;&#xA;&lt;p&gt;There are 2 different ways of authentificating on our servers during a development:&lt;/p&gt;&#xA;&lt;table&gt;&#xA;  &lt;thead&gt;&#xA;      &lt;tr&gt;&#xA;          &lt;th&gt;Method&lt;/th&gt;&#xA;          &lt;th&gt;Generation method&lt;/th&gt;&#xA;          &lt;th&gt;Duration&lt;/th&gt;&#xA;          &lt;th&gt;Usage&lt;/th&gt;&#xA;      &lt;/tr&gt;&#xA;  &lt;/thead&gt;&#xA;  &lt;tbody&gt;&#xA;      &lt;tr&gt;&#xA;          &lt;td&gt;OAuth2&lt;/td&gt;&#xA;          &lt;td&gt;By &lt;code&gt;teledetection&lt;/code&gt;&lt;/td&gt;&#xA;          &lt;td&gt;Temporary (5 days, renewed when &lt;code&gt;sign_inplace&lt;/code&gt; is called),&lt;br&gt; &lt;code&gt;teledetection&lt;/code&gt; asks to reauthentificate after expiration&lt;/td&gt;&#xA;          &lt;td&gt;When using &lt;code&gt;teledetection&lt;/code&gt; on Python&lt;/td&gt;&#xA;      &lt;/tr&gt;&#xA;      &lt;tr&gt;&#xA;          &lt;td&gt;API Key&lt;/td&gt;&#xA;          &lt;td&gt;- By &lt;code&gt;tld&lt;/code&gt; (binary provided with &lt;code&gt;teledetection&lt;/code&gt;) &lt;br&gt;- On our &lt;a href=&#34;https://gate.stac.teledetection.fr/&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;Gate website&lt;/a&gt;&lt;/td&gt;&#xA;          &lt;td&gt;Permanent&lt;/td&gt;&#xA;          &lt;td&gt;&lt;/td&gt;&#xA;      &lt;/tr&gt;&#xA;  &lt;/tbody&gt;&#xA;&lt;/table&gt;&#xA;&lt;h3 id=&#34;examples&#34;&gt;Examples&lt;/h3&gt;&#xA;&#xA;&#xA;&lt;div class=&#34;mx-auto text-center my-3 py-6&#34;&gt;&#xA;  &lt;div class=&#34;&#34; style=&#34;background: lightcoral; border-radius: 1rem;&#34;&gt;&#xA;    &lt;a class=&#34;btn btn-bd-primary &#34; target=&#34;_blank&#34;&#xA;      href=&#34;https://forge.inrae.fr/teledec/stac-remote-sensing-notebooks&#34; role=&#34;button&#34;&gt;&#xA;        To see how to play with our library, check our Jupyter notebooks examples&#xA;    &lt;/a&gt;&#xA;  &lt;/div&gt;&#xA;&lt;/div&gt;&#xA;&#xA;&#xA;&#xA;&lt;center&gt;&#xA;&lt;video autoplay width=&#34;70%&#34; controls&gt;&#xA;  &lt;source src=&#34;https://drive.ird.fr/s/t2A2S4LCf8ZnqSp/download/out.mp4&#34; type=&#34;video/webm&#34; /&gt;&#xA;&lt;/video&gt;&#xA;&lt;/center&gt;&#xA;&#xA;&lt;h3 id=&#34;upload-data&#34;&gt;Upload data&lt;/h3&gt;&#xA;&lt;p&gt;Our SDK also enables to push data on our database. For this, check &lt;a href=&#34;https://teledetection.readthedocs.io/en/latest/upload/&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;teledetection&amp;rsquo;s documentation&lt;/a&gt;.&lt;/p&gt;</description>
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