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<!DOCTYPE html>
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<title>AI Applications in Remote Sensing — Data Science for Copernicus Data</title>
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Data Science for Copernicus Data
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<a class="reference internal" href="program.html">
Preliminary Program
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<a class="reference internal" href="crop_dataset.html">
Crop Use Case
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Image Use Case
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AI Applications in Remote Sensing
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<a class="reference internal nav-link" href="#field-boundary-detection-from-sentinel-2-images">
Field Boundary Detection From Sentinel-2 Images
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Sentinel-2 Image Super Resolution
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<a class="reference internal nav-link" href="#detecting-areas-of-fire-risk-in-vhr-images-bdortho">
Detecting Areas of Fire Risk in VHR Images (BDORTHO)
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<div class="section" id="ai-applications-in-remote-sensing">
<h1>AI Applications in Remote Sensing<a class="headerlink" href="#ai-applications-in-remote-sensing" title="Permalink to this headline">¶</a></h1>
<div class="section" id="field-boundary-detection-from-sentinel-2-images">
<h2>Field Boundary Detection From Sentinel-2 Images<a class="headerlink" href="#field-boundary-detection-from-sentinel-2-images" title="Permalink to this headline">¶</a></h2>
<p>This challenge is tackled in multiple approaches:</p>
<ul class="simple">
<li><p>as an objecte detection and segmentation problem.</p></li>
<li><p>as a segmentation problem.</p></li>
</ul>
<p><img alt="alt text" src="_images/parcel_detection1.png" /></p>
<p><img alt="alt text" src="_images/parcel_detection2.png" /></p>
<p><img alt="alt text" src="_images/parcel_detection3.png" /></p>
</div>
<div class="section" id="sentinel-2-image-super-resolution">
<h2>Sentinel-2 Image Super Resolution<a class="headerlink" href="#sentinel-2-image-super-resolution" title="Permalink to this headline">¶</a></h2>
<table class="colwidths-auto table">
<thead>
<tr class="row-odd"><th class="head"><p>Low Resolution</p></th>
<th class="head"><p>Super Resolution</p></th>
</tr>
</thead>
<tbody>
<tr class="row-even"><td><p><img alt="alt text" src="_images/zone2_lr.png" /></p></td>
<td><p><img alt="alt text" src="_images/zone2_sr.png" /></p></td>
</tr>
<tr class="row-odd"><td><p><img alt="alt text" src="_images/zone1_lr.png" /></p></td>
<td><p><img alt="alt text" src="_images/zone1_sr.png" /></p></td>
</tr>
</tbody>
</table>
</div>
<div class="section" id="detecting-areas-of-fire-risk-in-vhr-images-bdortho">
<h2>Detecting Areas of Fire Risk in VHR Images (BDORTHO)<a class="headerlink" href="#detecting-areas-of-fire-risk-in-vhr-images-bdortho" title="Permalink to this headline">¶</a></h2>
<p><img alt="alt text" src="_images/forest_detection1.png" /></p>
<p><img alt="alt text" src="_images/forest_detection2.png" /></p>
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By Mohanad Albughdadi<br/>
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