Add link to project page and acknowledgement section. (#1)

- Add link to project page and acknowledgement section. (cf6e5fbe3c9e23c39d4abbe77334a3f28dd62ec9)


Co-authored-by: Niels Rogge <[email protected]>

README.md

@@ -1,10 +1,10 @@
 ---
 license: etalab-2.0
+pipeline_tag: image-segmentation
 tags:
 - semantic segmentation
 - pytorch
 - landcover
-
 model-index:
 - name: FLAIR-HUB_LPIS-I_swinbase-upernet
   results:
@@ -14,63 +14,60 @@ model-index:
       name: IGNF/FLAIR-HUB/
       type: earth-observation-dataset
     metrics:
-    - name: mIoU
-      type: mIoU
+    - type: mIoU
       value: 35.76
-    - name: Overall Accuracy
-      type: OA
+      name: mIoU
+    - type: OA
       value: 87.189
-    - name: IoU building
-      type: IoU
+      name: Overall Accuracy
+    - type: IoU
       value: 83.86
-    - name: IoU greenhouse
-      type: IoU
+      name: IoU building
+    - type: IoU
       value: 78.38
-    - name: IoU swimming pool
-      type: IoU
+      name: IoU greenhouse
+    - type: IoU
       value: 61.59
-    - name: IoU impervious surface
-      type: IoU
+      name: IoU swimming pool
+    - type: IoU
       value: 61.59
-    - name: IoU pervious surface
-      type: IoU
+      name: IoU impervious surface
+    - type: IoU
       value: 57.17
-    - name: IoU bare soil
-      type: IoU
+      name: IoU pervious surface
+    - type: IoU
       value: 62.94
-    - name: IoU water
-      type: IoU
+      name: IoU bare soil
+    - type: IoU
       value: 90.35
-    - name: IoU snow
-      type: IoU
+      name: IoU water
+    - type: IoU
       value: 63.38
-    - name: IoU herbaceous vegetation
-      type: IoU
+      name: IoU snow
+    - type: IoU
       value: 54.34
-    - name: IoU agricultural land
-      type: IoU
+      name: IoU herbaceous vegetation
+    - type: IoU
       value: 57.14
-    - name: IoU plowed land
-      type: IoU
+      name: IoU agricultural land
+    - type: IoU
       value: 34.85
-    - name: IoU vineyard
-      type: IoU
+      name: IoU plowed land
+    - type: IoU
       value: 33.017
-    - name: IoU deciduous
-      type: IoU
+      name: IoU vineyard
+    - type: IoU
       value: 71.73
-    - name: IoU coniferous
-      type: IoU
+      name: IoU deciduous
+    - type: IoU
       value: 62.6
-    - name: IoU brushwood
-      type: IoU
+      name: IoU coniferous
+    - type: IoU
       value: 30.19
-
-pipeline_tag: image-segmentation
+      name: IoU brushwood
+library_name: pytorch
 ---
 
-
-
 <div style="font-family:sans-serif; background-color:#F8F5F5; color:black; padding:25px; border-radius:10px; margin:auto; border:0px; ">
 
   <!-- Collection Section -->
@@ -274,13 +271,13 @@ pipeline_tag: image-segmentation
   </div>
 </div>
 
-
 ---
 
 ## General Informations
 - **Contact:** [email protected]
 - **Code repository:** https://github.com/IGNF/FLAIR-HUB
 - **Paper:** https://arxiv.org/abs/2506.07080
+- **Project Page:** https://ignf.github.io/FLAIR/FLAIR-HUB/flairhub
 - **Developed by:** IGN
 - **Compute infrastructure:** 
     - software: python, pytorch-lightning
@@ -289,7 +286,6 @@ pipeline_tag: image-segmentation
 
 ---
 
-
 ### Training Config Hyperparameters
 
 ```yaml
@@ -371,53 +367,7 @@ pipeline_tag: image-segmentation
 | other arable crops    | 22.77   | 37.10       | 32.97         | 42.41      |
 | vineyard              | 33.02   | 49.64       | 58.03         | 43.37      |
 | olive groves          | 14.16   | 24.80       | 25.63         | 24.02      |
-| fruits orchards       | 27.82   | 43.53       | 49.41         | 38.90      |
+| 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    | 10.42       | 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
-```
+| mixed crops           | 5.49    | 10