Update README.md

README.md

@@ -376,4 +376,53 @@ model-index:
 | other arable crops    | 22.10   | 36.20       | 39.78         | 33.22      |
 | vineyard              | 44.55   | 61.64       | 56.82         | 67.36      |
 | olive groves          | 16.38   | 28.14       | 55.59         | 18.84      |
-| fruits orchards       | 36.57   | 53.55       | 47.56         | 61.27      |
+| fruits orchards       | 36.57   | 53.55       | 47.56         | 61.27      |
+| nut orchards          | 6.60    | 12.38       | 19.69         | 9.03       |
+| other permanent crops | 12.12   | 21.62       | 84.16         | 12.40      |
+| mixed crops           | 2.30    | 4.50        | 7.39          | 3.24       |
+| background            | 88.73   | 94.03       | 92.86         | 95.22      |
+
+
+---
+
+
+## Inference
+
+<div style="display: flex; justify-content: center; text-align: center; gap: 20px;">
+
+  <div style="flex: 1;">
+    <p style="margin: 0;">Aerial ROI</p>
+    <img src="./model_utils/AerialROI.png" alt="AERIAL" style="width: 100%; display: block;" />
+  </div>
+  <div style="flex: 1;">
+    <p style="margin: 0;">Inference ROI</p>
+    <img src="./model_utils/FLAIR-HUB_LPIS-J_swinbase-upernet_inferenceROI.png" alt="INFERENCE" style="width: 100%; display: block;" />
+  </div>
+</div>
+
+
+---
+
+
+## Cite
+
+
+**BibTeX:**
+
+```
+@article{ign2025flairhub,
+  doi = {10.48550/arXiv.2506.07080},
+  url = {https://arxiv.org/abs/2506.07080},
+  author = {Garioud, Anatol and Giordano, Sébastien and David, Nicolas and Gonthier, Nicolas},
+  title = {FLAIR-HUB: Large-scale Multimodal Dataset for Land Cover and Crop Mapping},
+  publisher = {arXiv},
+  year = {2025}
+}
+```
+
+**APA:**
+```
+Anatol Garioud, Sébastien Giordano, Nicolas David, Nicolas Gonthier. 
+FLAIR-HUB: Large-scale Multimodal Dataset for Land Cover and Crop Mapping. (2025). 
+DOI: https://doi.org/10.48550/arXiv.2506.07080
+```