Add library_name and GitHub link to model card (#1)
Browse files- Add library_name and GitHub link to model card (d00a18145401597df4a30439c50e4e49617b64bc)
Co-authored-by: Niels Rogge <[email protected]>
README.md
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---
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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:
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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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type: mIoU
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value: 32.349
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value: 87.967
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value: 83.86
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value: 78.38
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value: 61.59
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value: 61.59
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value: 57.17
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value: 62.94
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value: 90.35
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value: 63.38
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value: 54.34
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value: 57.14
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value: 34.85
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value: 44.552
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value: 71.73
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value: 62.6
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value: 30.19
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pipeline_tag: image-segmentation
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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 -->
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@@ -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>
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@@ -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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## Inference
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<div style="display: flex; justify-content: center; text-align: center; gap: 20px;">
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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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## Cite
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**BibTeX:**
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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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**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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```
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---
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license: etalab-2.0
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pipeline_tag: image-segmentation
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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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library_name: pytorch
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model-index:
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- name: FLAIR-HUB_LPIS-J_swinbase-upernet
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results:
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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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- type: mIoU
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value: 32.349
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name: mIoU
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- type: OA
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value: 87.967
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name: Overall Accuracy
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- type: IoU
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value: 83.86
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name: IoU building
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- type: IoU
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value: 78.38
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name: IoU greenhouse
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- type: IoU
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value: 61.59
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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: 57.17
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name: IoU pervious surface
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- type: IoU
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value: 62.94
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name: IoU bare soil
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- type: IoU
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value: 90.35
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name: IoU water
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- type: IoU
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value: 63.38
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name: IoU snow
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- type: IoU
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value: 54.34
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name: IoU herbaceous vegetation
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- type: IoU
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value: 57.14
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name: IoU agricultural land
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- type: IoU
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value: 34.85
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name: IoU plowed land
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- type: IoU
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value: 44.552
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name: IoU vineyard
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- type: IoU
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value: 71.73
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name: IoU deciduous
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- type: IoU
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value: 62.6
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name: IoU coniferous
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- type: IoU
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value: 30.19
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name: IoU brushwood
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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 -->
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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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<li>
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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>Code</b>: <a href="https://github.com/IGNF/FLAIR-HUB">GitHub</a>
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</li>
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</ul>
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</div>
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</div>
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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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