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<h1 id="Few-Shot-Learning-for-Rooftop-Detection-in-Satellite-Imagery">Few-Shot Learning for Rooftop Detection in Satellite Imagery<a class="anchor-link" href="#Few-Shot-Learning-for-Rooftop-Detection-in-Satellite-Imagery">¶</a></h1><h2 id="GRAD-E1394-Deep-Learning">GRAD-E1394 Deep Learning<a class="anchor-link" href="#GRAD-E1394-Deep-Learning">¶</a></h2><p><a href="https://colab.research.google.com/github/hertie-data-science-lab/tutorial-new-tutorial-group-1/blob/main/notebooks/tutorial_few_shot_learning.ipynb"><img alt="Open In Colab" src="https://colab.research.google.com/assets/colab-badge.svg"/></a></p>
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<p><strong>Author(s):</strong> Elena Dreyer, Giorgio Coppola, Nadine Daum, Nicolas Reichardt</p>
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<h1 id="Few-Shot-Learning-for-Rooftop-Detection-in-Satellite-Imagery">Few-Shot Learning for Rooftop Detection in Satellite Imagery<a class="anchor-link" href="#Few-Shot-Learning-for-Rooftop-Detection-in-Satellite-Imagery">¶</a></h1><h3 id="GRAD-E1394-Deep-Learning">GRAD-E1394 Deep Learning<a class="anchor-link" href="#GRAD-E1394-Deep-Learning">¶</a></h3><p><a href="https://colab.research.google.com/github/hertie-data-science-lab/tutorial-new-tutorial-group-1/blob/main/notebooks/tutorial_few_shot_learning.ipynb"><img alt="Open In Colab" src="https://colab.research.google.com/assets/colab-badge.svg"/></a></p>
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<p>This tutorial demonstrates few-shot learning techniques for semantic segmentation of satellite imagery. We focus on rooftop detection using high-resolution satellite images of Geneva, Switzerland.</p>
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<h3 id="Learning-Outcomes">Learning Outcomes<a class="anchor-link" href="#Learning-Outcomes">¶</a></h3><ul>
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<li>Understanding few-shot learning concepts for image segmentation</li>

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