Add library_name, project page URL, and Github URL to metadata
#1
by
nielsr
HF Staff
- opened
README.md
CHANGED
|
@@ -1,10 +1,11 @@
|
|
| 1 |
---
|
| 2 |
license: etalab-2.0
|
|
|
|
| 3 |
tags:
|
| 4 |
- semantic segmentation
|
| 5 |
- pytorch
|
| 6 |
- landcover
|
| 7 |
-
|
| 8 |
model-index:
|
| 9 |
- name: FLAIR-HUB_LC-L_swinbase-upernet
|
| 10 |
results:
|
|
@@ -14,63 +15,61 @@ model-index:
|
|
| 14 |
name: IGNF/FLAIR-HUB/
|
| 15 |
type: earth-observation-dataset
|
| 16 |
metrics:
|
| 17 |
-
-
|
| 18 |
-
type: mIoU
|
| 19 |
value: 65.777
|
| 20 |
-
|
| 21 |
-
|
| 22 |
value: 78.238
|
| 23 |
-
|
| 24 |
-
|
| 25 |
value: 85.306
|
| 26 |
-
|
| 27 |
-
|
| 28 |
value: 79.091
|
| 29 |
-
|
| 30 |
-
|
| 31 |
value: 61.59
|
| 32 |
-
|
| 33 |
-
|
| 34 |
value: 76.579
|
| 35 |
-
|
| 36 |
-
|
| 37 |
value: 58.249
|
| 38 |
-
|
| 39 |
-
|
| 40 |
value: 64.664
|
| 41 |
-
|
| 42 |
-
|
| 43 |
value: 90.521
|
| 44 |
-
|
| 45 |
-
|
| 46 |
value: 73.412
|
| 47 |
-
|
| 48 |
-
|
| 49 |
value: 55.133
|
| 50 |
-
|
| 51 |
-
|
| 52 |
value: 58.63
|
| 53 |
-
|
| 54 |
-
|
| 55 |
value: 37.548
|
| 56 |
-
|
| 57 |
-
|
| 58 |
value: 78.56
|
| 59 |
-
|
| 60 |
-
|
| 61 |
value: 72.26
|
| 62 |
-
|
| 63 |
-
|
| 64 |
value: 63.548
|
| 65 |
-
|
| 66 |
-
|
| 67 |
value: 31.121
|
| 68 |
-
|
| 69 |
-
|
|
|
|
| 70 |
---
|
| 71 |
|
| 72 |
-
|
| 73 |
-
|
| 74 |
<div style="font-family:sans-serif; color:black; background-color:#F8F5F5; padding:25px; border-radius:10px; margin:auto; border:0px; ">
|
| 75 |
|
| 76 |
<!-- Collection Section -->
|
|
@@ -289,7 +288,6 @@ pipeline_tag: image-segmentation
|
|
| 289 |
|
| 290 |
---
|
| 291 |
|
| 292 |
-
|
| 293 |
### Training Config Hyperparameters
|
| 294 |
|
| 295 |
```yaml
|
|
@@ -386,37 +384,4 @@ pipeline_tag: image-segmentation
|
|
| 386 |
|
| 387 |
<div style="flex: 1;">
|
| 388 |
<p style="margin: 0;">Aerial ROI</p>
|
| 389 |
-
<img src="./model_utils/AerialROI.png" alt="AERIAL" style="width: 100%; display: block;" />
|
| 390 |
-
</div>
|
| 391 |
-
<div style="flex: 1;">
|
| 392 |
-
<p style="margin: 0;">Inference ROI</p>
|
| 393 |
-
<img src="./model_utils/FLAIR-HUB_LC-L_swinbase-upernet_inferenceROI.png" alt="INFERENCE" style="width: 100%; display: block;" />
|
| 394 |
-
</div>
|
| 395 |
-
</div>
|
| 396 |
-
|
| 397 |
-
|
| 398 |
-
---
|
| 399 |
-
|
| 400 |
-
|
| 401 |
-
## Cite
|
| 402 |
-
|
| 403 |
-
|
| 404 |
-
**BibTeX:**
|
| 405 |
-
|
| 406 |
-
```
|
| 407 |
-
@article{ign2025flairhub,
|
| 408 |
-
doi = {10.48550/arXiv.2506.07080},
|
| 409 |
-
url = {https://arxiv.org/abs/2506.07080},
|
| 410 |
-
author = {Garioud, Anatol and Giordano, Sébastien and David, Nicolas and Gonthier, Nicolas},
|
| 411 |
-
title = {FLAIR-HUB: Large-scale Multimodal Dataset for Land Cover and Crop Mapping},
|
| 412 |
-
publisher = {arXiv},
|
| 413 |
-
year = {2025}
|
| 414 |
-
}
|
| 415 |
-
```
|
| 416 |
-
|
| 417 |
-
**APA:**
|
| 418 |
-
```
|
| 419 |
-
Anatol Garioud, Sébastien Giordano, Nicolas David, Nicolas Gonthier.
|
| 420 |
-
FLAIR-HUB: Large-scale Multimodal Dataset for Land Cover and Crop Mapping. (2025).
|
| 421 |
-
DOI: https://doi.org/10.48550/arXiv.2506.07080
|
| 422 |
-
```
|
|
|
|
| 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_LC-L_swinbase-upernet
|
| 11 |
results:
|
|
|
|
| 15 |
name: IGNF/FLAIR-HUB/
|
| 16 |
type: earth-observation-dataset
|
| 17 |
metrics:
|
| 18 |
+
- type: mIoU
|
|
|
|
| 19 |
value: 65.777
|
| 20 |
+
name: mIoU
|
| 21 |
+
- type: OA
|
| 22 |
value: 78.238
|
| 23 |
+
name: Overall Accuracy
|
| 24 |
+
- type: IoU
|
| 25 |
value: 85.306
|
| 26 |
+
name: IoU building
|
| 27 |
+
- type: IoU
|
| 28 |
value: 79.091
|
| 29 |
+
name: IoU greenhouse
|
| 30 |
+
- type: IoU
|
| 31 |
value: 61.59
|
| 32 |
+
name: IoU swimming pool
|
| 33 |
+
- type: IoU
|
| 34 |
value: 76.579
|
| 35 |
+
name: IoU impervious surface
|
| 36 |
+
- type: IoU
|
| 37 |
value: 58.249
|
| 38 |
+
name: IoU pervious surface
|
| 39 |
+
- type: IoU
|
| 40 |
value: 64.664
|
| 41 |
+
name: IoU bare soil
|
| 42 |
+
- type: IoU
|
| 43 |
value: 90.521
|
| 44 |
+
name: IoU water
|
| 45 |
+
- type: IoU
|
| 46 |
value: 73.412
|
| 47 |
+
name: IoU snow
|
| 48 |
+
- type: IoU
|
| 49 |
value: 55.133
|
| 50 |
+
name: IoU herbaceous vegetation
|
| 51 |
+
- type: IoU
|
| 52 |
value: 58.63
|
| 53 |
+
name: IoU agricultural land
|
| 54 |
+
- type: IoU
|
| 55 |
value: 37.548
|
| 56 |
+
name: IoU plowed land
|
| 57 |
+
- type: IoU
|
| 58 |
value: 78.56
|
| 59 |
+
name: IoU vineyard
|
| 60 |
+
- type: IoU
|
| 61 |
value: 72.26
|
| 62 |
+
name: IoU deciduous
|
| 63 |
+
- type: IoU
|
| 64 |
value: 63.548
|
| 65 |
+
name: IoU coniferous
|
| 66 |
+
- type: IoU
|
| 67 |
value: 31.121
|
| 68 |
+
name: IoU brushwood
|
| 69 |
+
project_page: https://ignf.github.io/FLAIR/FLAIR-HUB/flairhub
|
| 70 |
+
github: https://github.com/IGNF/FLAIR-HUB
|
| 71 |
---
|
| 72 |
|
|
|
|
|
|
|
| 73 |
<div style="font-family:sans-serif; color:black; background-color:#F8F5F5; padding:25px; border-radius:10px; margin:auto; border:0px; ">
|
| 74 |
|
| 75 |
<!-- Collection Section -->
|
|
|
|
| 288 |
|
| 289 |
---
|
| 290 |
|
|
|
|
| 291 |
### Training Config Hyperparameters
|
| 292 |
|
| 293 |
```yaml
|
|
|
|
| 384 |
|
| 385 |
<div style="flex: 1;">
|
| 386 |
<p style="margin: 0;">Aerial ROI</p>
|
| 387 |
+
<img src="./model_utils/AerialROI.png" alt="AERIAL" style="width: 100%; display: block;" />
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|