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README.md
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learning methods, and will continue to grow with new modalities and annotations.
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<p align="center"><img src="datacard_imgs/FLAIR-
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## 🔗 Links
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<tr><td style="border: none; padding: 4px 20px;">📄 <a href="https://arxiv.org/pdf/2211.12979.pdf" target="_blank" style="color: lightgreen;"><b>Data Paper</b></a> – Learn more about the dataset in the official publication</td></tr>
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<tr><td style="border: none; padding: 4px 20px;">💻 <a href="https://github.com/IGNF/FLAIR-HUB" target="_blank" style="color: lightgreen;"><b>Source Code (GitHub)</b></a> – Explore training, preprocessing, and benchmark scripts</td></tr>
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<tr><td style="border: none; padding: 4px 20px;">✉️ <a href="mailto:flair@ign.fr" style="color: lightgreen;"><b>Contact Us</b></a> – flair@ign.fr – Questions or collaboration inquiries welcome!</td></tr>
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## 🎯 Key Figures
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<table>
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<tr><td>🗺️</td><td>ROI / Area Covered</td><td>➡️ 2,822 ROIs / 2,528 km²</td></tr>
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<tr><td>🧠</td><td>Modalities</td><td>➡️ 6 modalities</td></tr>
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<tr><td>📁</td><td>Total Files</td><td>➡️ ~2.5 million</td></tr>
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<tr><td>💾</td><td>Total Dataset Size</td><td>➡️ ~750 GB</td></tr>
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</table>
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### 🗂️ Data Modalities Overview
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<thead>
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<tr>
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</center>
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<p align="center"><img src="datacard_imgs/FLAIR-
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### 🏷️ Supervision
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learning methods, and will continue to grow with new modalities and annotations.
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<p align="center"><img src="datacard_imgs/FLAIR-HUB_Overview.png" alt="" style="width:50%;max-width:1300px;" /></p>
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## 🔗 Links
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📄 <a href="https://arxiv.org/pdf/2211.12979.pdf" target="_blank"><b>Data Paper</b></a> – Learn more about the dataset in the official publication<br>
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💻 <a href="https://github.com/IGNF/FLAIR-HUB" target="_blank"><b>Source Code (GitHub)</b></a> – Explore training, preprocessing, and benchmark scripts<br>
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✉️ <a href="mailto:flair@ign.fr"><b>Contact Us</b></a> – flair@ign.fr – Questions or collaboration inquiries welcome!<br>
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## 🎯 Key Figures
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<table>
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<tr><td>🗺️</td><td>ROI / Area Covered</td><td>➡️ 2,822 ROIs / 2,528 km²</td></tr>
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<tr><td>🧠</td><td>Modalities</td><td>➡️ 6 modalities</td></tr>
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<tr><td>📁</td><td>Total Files</td><td>➡️ ~2.5 million</td></tr>
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<tr><td>💾</td><td>Total Dataset Size</td><td>➡️ ~750 GB</td></tr>
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</table>
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### 🗂️ Data Modalities Overview
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<table>
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<thead>
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<tr>
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</table>
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<p align="center"><img src="datacard_imgs/FLAIR-HUB_Patches.png" alt="" style="width:100%;max-width:1300px;" /></p>
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### 🏷️ Supervision
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