IGNF
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AGarioud nielsr HF Staff commited on
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Add library_name and GitHub link to model card (#1)

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- Add library_name and GitHub link to model card (d00a18145401597df4a30439c50e4e49617b64bc)


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

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  1. README.md +41 -89
README.md CHANGED
@@ -1,10 +1,11 @@
1
  ---
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  license: etalab-2.0
 
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  tags:
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  - semantic segmentation
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  - pytorch
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  - landcover
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-
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  model-index:
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  - name: FLAIR-HUB_LPIS-J_swinbase-upernet
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  results:
@@ -14,63 +15,59 @@ model-index:
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  name: IGNF/FLAIR-HUB/
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  type: earth-observation-dataset
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  metrics:
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- - name: mIoU
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- type: mIoU
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  value: 32.349
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- - name: Overall Accuracy
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- type: OA
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  value: 87.967
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- - name: IoU building
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- type: IoU
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  value: 83.86
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- - name: IoU greenhouse
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- type: IoU
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  value: 78.38
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- - name: IoU swimming pool
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- type: IoU
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  value: 61.59
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- - name: IoU impervious surface
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- type: IoU
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  value: 61.59
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- - name: IoU pervious surface
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- type: IoU
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  value: 57.17
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- - name: IoU bare soil
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- type: IoU
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  value: 62.94
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- - name: IoU water
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- type: IoU
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  value: 90.35
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- - name: IoU snow
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- type: IoU
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  value: 63.38
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- - name: IoU herbaceous vegetation
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- type: IoU
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  value: 54.34
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- - name: IoU agricultural land
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- type: IoU
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  value: 57.14
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- - name: IoU plowed land
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- type: IoU
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  value: 34.85
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- - name: IoU vineyard
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- type: IoU
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  value: 44.552
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- - name: IoU deciduous
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- type: IoU
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  value: 71.73
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- - name: IoU coniferous
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- type: IoU
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  value: 62.6
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- - name: IoU brushwood
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- type: IoU
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  value: 30.19
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-
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- pipeline_tag: image-segmentation
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  ---
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-
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-
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  <div style="font-family:sans-serif; color:black; background-color:#F8F5F5; padding:25px; border-radius:10px; margin:auto; border:0px; ">
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  <!-- Collection Section -->
@@ -270,6 +267,10 @@ pipeline_tag: image-segmentation
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  <span style="display:inline-block; width:10px; height:10px; background:#555; border-radius:2px; margin-right:10px; box-shadow:1px 1px 2px rgba(0,0,0,0.2); vertical-align:middle;"></span>
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  <b>Params.</b>: <i>186.9</i>
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  </li>
 
 
 
 
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  </ul>
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  </div>
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  </div>
@@ -375,53 +376,4 @@ pipeline_tag: image-segmentation
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  | other arable crops | 22.10 | 36.20 | 39.78 | 33.22 |
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  | vineyard | 44.55 | 61.64 | 56.82 | 67.36 |
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  | olive groves | 16.38 | 28.14 | 55.59 | 18.84 |
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- | fruits orchards | 36.57 | 53.55 | 47.56 | 61.27 |
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- | nut orchards | 6.60 | 12.38 | 19.69 | 9.03 |
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- | other permanent crops | 12.12 | 21.62 | 84.16 | 12.40 |
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- | mixed crops | 2.30 | 4.50 | 7.39 | 3.24 |
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- | background | 88.73 | 94.03 | 92.86 | 95.22 |
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-
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-
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- ---
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-
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-
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- ## Inference
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-
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- <div style="display: flex; justify-content: center; text-align: center; gap: 20px;">
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-
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- <div style="flex: 1;">
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- <p style="margin: 0;">Aerial ROI</p>
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- <img src="./model_utils/AerialROI.png" alt="AERIAL" style="width: 100%; display: block;" />
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- </div>
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- <div style="flex: 1;">
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- <p style="margin: 0;">Inference ROI</p>
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- <img src="./model_utils/FLAIR-HUB_LPIS-J_swinbase-upernet_inferenceROI.png" alt="INFERENCE" style="width: 100%; display: block;" />
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- </div>
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- </div>
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-
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-
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- ---
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-
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-
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- ## Cite
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-
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-
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- **BibTeX:**
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-
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- ```
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- @article{ign2025flairhub,
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- doi = {10.48550/arXiv.2506.07080},
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- url = {https://arxiv.org/abs/2506.07080},
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- author = {Garioud, Anatol and Giordano, Sébastien and David, Nicolas and Gonthier, Nicolas},
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- title = {FLAIR-HUB: Large-scale Multimodal Dataset for Land Cover and Crop Mapping},
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- publisher = {arXiv},
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- year = {2025}
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- }
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- ```
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-
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- **APA:**
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- ```
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- Anatol Garioud, Sébastien Giordano, Nicolas David, Nicolas Gonthier.
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- FLAIR-HUB: Large-scale Multimodal Dataset for Land Cover and Crop Mapping. (2025).
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- DOI: https://doi.org/10.48550/arXiv.2506.07080
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- ```
 
1
  ---
2
  license: etalab-2.0
3
+ pipeline_tag: image-segmentation
4
  tags:
5
  - semantic segmentation
6
  - pytorch
7
  - landcover
8
+ library_name: pytorch
9
  model-index:
10
  - name: FLAIR-HUB_LPIS-J_swinbase-upernet
11
  results:
 
15
  name: IGNF/FLAIR-HUB/
16
  type: earth-observation-dataset
17
  metrics:
18
+ - type: mIoU
 
19
  value: 32.349
20
+ name: mIoU
21
+ - type: OA
22
  value: 87.967
23
+ name: Overall Accuracy
24
+ - type: IoU
25
  value: 83.86
26
+ name: IoU building
27
+ - type: IoU
28
  value: 78.38
29
+ name: IoU greenhouse
30
+ - type: IoU
31
  value: 61.59
32
+ name: IoU swimming pool
33
+ - type: IoU
34
  value: 61.59
35
+ name: IoU impervious surface
36
+ - type: IoU
37
  value: 57.17
38
+ name: IoU pervious surface
39
+ - type: IoU
40
  value: 62.94
41
+ name: IoU bare soil
42
+ - type: IoU
43
  value: 90.35
44
+ name: IoU water
45
+ - type: IoU
46
  value: 63.38
47
+ name: IoU snow
48
+ - type: IoU
49
  value: 54.34
50
+ name: IoU herbaceous vegetation
51
+ - type: IoU
52
  value: 57.14
53
+ name: IoU agricultural land
54
+ - type: IoU
55
  value: 34.85
56
+ name: IoU plowed land
57
+ - type: IoU
58
  value: 44.552
59
+ name: IoU vineyard
60
+ - type: IoU
61
  value: 71.73
62
+ name: IoU deciduous
63
+ - type: IoU
64
  value: 62.6
65
+ name: IoU coniferous
66
+ - type: IoU
67
  value: 30.19
68
+ name: IoU brushwood
 
69
  ---
70
 
 
 
71
  <div style="font-family:sans-serif; color:black; background-color:#F8F5F5; padding:25px; border-radius:10px; margin:auto; border:0px; ">
72
 
73
  <!-- Collection Section -->
 
267
  <span style="display:inline-block; width:10px; height:10px; background:#555; border-radius:2px; margin-right:10px; box-shadow:1px 1px 2px rgba(0,0,0,0.2); vertical-align:middle;"></span>
268
  <b>Params.</b>: <i>186.9</i>
269
  </li>
270
+ <li>
271
+ <span style="display:inline-block; width:10px; height:10px; background:#555; border-radius:2px; margin-right:10px; box-shadow:1px 1px 2px rgba(0,0,0,0.2); vertical-align:middle;"></span>
272
+ <b>Code</b>: <a href="https://github.com/IGNF/FLAIR-HUB">GitHub</a>
273
+ </li>
274
  </ul>
275
  </div>
276
  </div>
 
376
  | other arable crops | 22.10 | 36.20 | 39.78 | 33.22 |
377
  | vineyard | 44.55 | 61.64 | 56.82 | 67.36 |
378
  | olive groves | 16.38 | 28.14 | 55.59 | 18.84 |
379
+ | fruits orchards | 36.57 | 53.55 | 47.56 | 61.27 |