Improve model card: Add library name, link to paper, project page, and improve formatting (#1)

- Improve model card: Add library name, link to paper, project page, and improve formatting (0d1001b090817cd9c8dcadbadb445e08c039c62b)


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_LC-A_RVB_swinlarge-upernet
   results:
@@ -14,63 +14,60 @@ model-index:
       name: IGNF/FLAIR-HUB/
       type: earth-observation-dataset
     metrics:
-    - name: mIoU
-      type: mIoU
+    - type: mIoU
       value: 63.356
-    - name: Overall Accuracy
-      type: OA
+      name: mIoU
+    - type: OA
       value: 76.954
-    - name: IoU building
-      type: IoU
+      name: Overall Accuracy
+    - type: IoU
       value: 83.972
-    - name: IoU greenhouse
-      type: IoU
+      name: IoU building
+    - type: IoU
       value: 77.247
-    - 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: 75.642
-    - name: IoU pervious surface
-      type: IoU
+      name: IoU impervious surface
+    - type: IoU
       value: 57.941
-    - name: IoU bare soil
-      type: IoU
+      name: IoU pervious surface
+    - type: IoU
       value: 63.61
-    - name: IoU water
-      type: IoU
+      name: IoU bare soil
+    - type: IoU
       value: 90.07
-    - name: IoU snow
-      type: IoU
+      name: IoU water
+    - type: IoU
       value: 54.777
-    - name: IoU herbaceous vegetation
-      type: IoU
+      name: IoU snow
+    - type: IoU
       value: 53.235
-    - name: IoU agricultural land
-      type: IoU
+      name: IoU herbaceous vegetation
+    - type: IoU
       value: 57.935
-    - name: IoU plowed land
-      type: IoU
+      name: IoU agricultural land
+    - type: IoU
       value: 38.391
-    - name: IoU vineyard
-      type: IoU
+      name: IoU plowed land
+    - type: IoU
       value: 78.814
-    - name: IoU deciduous
-      type: IoU
+      name: IoU vineyard
+    - type: IoU
       value: 69.909
-    - name: IoU coniferous
-      type: IoU
+      name: IoU deciduous
+    - type: IoU
       value: 59.468
-    - name: IoU brushwood
-      type: IoU
+      name: IoU coniferous
+    - type: IoU
       value: 30.173
-
-pipeline_tag: image-segmentation
+      name: IoU brushwood
+library_name: pytorch
 ---
 
-
-
 <div style="font-family:sans-serif; color:black; background-color:#F8F5F5; padding:25px; border-radius:10px; margin:auto; border:0px; ">
 
   <!-- Collection Section -->
@@ -280,7 +277,8 @@ pipeline_tag: image-segmentation
 ## General Informations
 - **Contact:** [email protected]
 - **Code repository:** https://github.com/IGNF/FLAIR-HUB
-- **Paper:** https://arxiv.org/abs/2506.07080
+- **Paper:** https://huggingface.co/papers/2506.07080
+- **Project Page:** https://ignf.github.io/FLAIR/FLAIR-HUB/flairhub
 - **Developed by:** IGN
 - **Compute infrastructure:** 
     - software: python, pytorch-lightning
@@ -380,7 +378,7 @@ pipeline_tag: image-segmentation
   </div>
   <div style="flex: 1;">
     <p style="margin: 0;">Inference ROI</p>
-    <img src="./model_utils/FLAIR-HUB_LC-A_RVB_swinlarge-upernet_inferenceROI.png" alt="INFERENCE" style="width: 100%; display: block;" />
+    <img src="./model_utils/FLAIR-HUB_LC-A_RVB_swinlarge-upernet_inferenceROI.png" alt="INFERENCE" style="width: 100%; display: block;\" />
   </div>
 </div>
 
@@ -399,14 +397,4 @@ pipeline_tag: image-segmentation
   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
-```
+  publisher =