Update README.md

README.md

@@ -370,4 +370,50 @@ library_name: pytorch
 | fruit orchards        | 27.82   | 43.53       | 49.41         | 38.90      |
 | nut orchards          | 29.83   | 45.95       | 68.55         | 34.56      |
 | other permanent crops | 0.27    | 0.53        | 20.92         | 0.27       |
-| mixed crops           | 5.49    | 10
+| mixed crops           | 5.49    | 10.42       | 25.67         | 6.53       |
+| background            | 87.62   | 93.40       | 92.01         | 94.84      |
+
+
+---
+
+
+## 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-I_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
+```