|
|
--- |
|
|
license: etalab-2.0 |
|
|
pipeline_tag: image-segmentation |
|
|
tags: |
|
|
- semantic segmentation |
|
|
- pytorch |
|
|
- landcover |
|
|
model-index: |
|
|
- name: FLAIR-HUB_LC-A_RVB_swinlarge-upernet |
|
|
results: |
|
|
- task: |
|
|
type: semantic-segmentation |
|
|
dataset: |
|
|
name: IGNF/FLAIR-HUB/ |
|
|
type: earth-observation-dataset |
|
|
metrics: |
|
|
- type: mIoU |
|
|
value: 63.356 |
|
|
name: mIoU |
|
|
- type: OA |
|
|
value: 76.954 |
|
|
name: Overall Accuracy |
|
|
- type: IoU |
|
|
value: 83.972 |
|
|
name: IoU building |
|
|
- type: IoU |
|
|
value: 77.247 |
|
|
name: IoU greenhouse |
|
|
- type: IoU |
|
|
value: 61.59 |
|
|
name: IoU swimming pool |
|
|
- type: IoU |
|
|
value: 75.642 |
|
|
name: IoU impervious surface |
|
|
- type: IoU |
|
|
value: 57.941 |
|
|
name: IoU pervious surface |
|
|
- type: IoU |
|
|
value: 63.61 |
|
|
name: IoU bare soil |
|
|
- type: IoU |
|
|
value: 90.07 |
|
|
name: IoU water |
|
|
- type: IoU |
|
|
value: 54.777 |
|
|
name: IoU snow |
|
|
- type: IoU |
|
|
value: 53.235 |
|
|
name: IoU herbaceous vegetation |
|
|
- type: IoU |
|
|
value: 57.935 |
|
|
name: IoU agricultural land |
|
|
- type: IoU |
|
|
value: 38.391 |
|
|
name: IoU plowed land |
|
|
- type: IoU |
|
|
value: 78.814 |
|
|
name: IoU vineyard |
|
|
- type: IoU |
|
|
value: 69.909 |
|
|
name: IoU deciduous |
|
|
- type: IoU |
|
|
value: 59.468 |
|
|
name: IoU coniferous |
|
|
- type: IoU |
|
|
value: 30.173 |
|
|
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 --> |
|
|
<div style="background:#FFFFFF; color:black; padding:20px; border-radius:8px; box-shadow:0 2px 5px rgba(0,0,0,0.05); margin-bottom:20px;"> |
|
|
<h1 style="margin-top:0; color:black;">🌐 FLAIR-HUB Model Collection</h1> |
|
|
<ul style="padding-left:0; list-style:none; line-height:1.6; margin:0;"> |
|
|
<li> |
|
|
<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> |
|
|
<b>Trained on</b>: <span style="color:black;">FLAIR-HUB dataset</span> |
|
|
<a href="https://huggingface.co/datasets/IGNF/FLAIR-HUB" target="_blank" style="margin-left:5px;">🔗</a> |
|
|
</li> |
|
|
<li> |
|
|
<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> |
|
|
<b>Available modalities</b>: Aerial images, SPOT images, Topographic info, Sentinel-2 yearly time-series, Sentinel-1 yearly time-series, Historical aerial images |
|
|
</li> |
|
|
<li> |
|
|
<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> |
|
|
<b>Encoders</b>: ConvNeXTV2, Swin (Tiny, Small, Base, Large) |
|
|
</li> |
|
|
<li> |
|
|
<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> |
|
|
<b>Decoders</b>: UNet, UPerNet |
|
|
</li> |
|
|
<li> |
|
|
<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> |
|
|
<b>Tasks</b>: Land-cover mapping (LC), Crop-type mapping (LPIS) |
|
|
</li> |
|
|
<li> |
|
|
<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> |
|
|
<b>Class nomenclature</b>: 15 classes for LC, 23 classes for LPIS |
|
|
</li> |
|
|
</ul> |
|
|
<table border="1" style="border-collapse: collapse; width:100%; margin-bottom:15px; table-layout: fixed;"> |
|
|
<thead> |
|
|
<tr> |
|
|
<th style="padding:1px; text-align:center; color:black; width:5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">🆔<br>Model ID</th> |
|
|
<th style="padding:1px; text-align:center; color:black; width:5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">🗺️<br>Land-cover</th> |
|
|
<th style="padding:1px; text-align:center; color:black; width:5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">🌾<br>Crop-types</th> |
|
|
<th style="padding:1px; text-align:center; color:black; width:5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">🛩️<br>Aerial</th> |
|
|
<th style="padding:1px; text-align:center; color:black; width:5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">⛰️<br>Elevation</th> |
|
|
<th style="padding:1px; text-align:center; color:black; width:5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">🛰️<br>SPOT</th> |
|
|
<th style="padding:1px; text-align:center; color:black; width:5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">🛰️<br>S2 t.s.</th> |
|
|
<th style="padding:1px; text-align:center; color:black; width:5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">🛰️<br>S1 t.s.</th> |
|
|
<th style="padding:1px; text-align:center; color:black; width:5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">🛩️<br>Historical</th> |
|
|
</tr> |
|
|
</thead> |
|
|
<tbody> |
|
|
<tr> |
|
|
<td style="padding:1px; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">LC-A</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
</tr> |
|
|
<tr> |
|
|
<td style="padding:1px; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">LC-D</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
</tr> |
|
|
<tr> |
|
|
<td style="padding:1px; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">LC-F</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
</tr> |
|
|
<tr> |
|
|
<td style="padding:1px; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">LC-G</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
</tr> |
|
|
<tr> |
|
|
<td style="padding:1px; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">LC-I</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
</tr> |
|
|
<tr> |
|
|
<td style="padding:1px; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">LC-L</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
</tr> |
|
|
<tr> |
|
|
<td style="padding:1px; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">LPIS-A</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
</tr> |
|
|
<tr> |
|
|
<td style="padding:1px; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">LPIS-F</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
</tr> |
|
|
<tr> |
|
|
<td style="padding:1px; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">LPIS-I</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
</tr> |
|
|
<tr> |
|
|
<td style="padding:1px; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">LPIS-J</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td> |
|
|
</tr> |
|
|
</tbody> |
|
|
</table> |
|
|
</div> |
|
|
|
|
|
<!-- Model-Specific Section --> |
|
|
<div style="border:1px solid black; color:black; padding:25px; background-color:#FDFFF4; border-radius:8px; box-shadow:0 2px 5px rgba(0,0,0,0.05);"> |
|
|
<h2 style="margin-top:0; color:black;">🔍 Model: FLAIR-HUB_LC-A_RVB_swinlarge-upernet</h2> |
|
|
<ul style="padding-left:0; list-style:none; line-height:1.6; margin:0;"> |
|
|
<li> |
|
|
<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> |
|
|
<b>Encoder</b>: <i>swin_large_patch4_window12_384</i> |
|
|
</li> |
|
|
<li> |
|
|
<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> |
|
|
<b>Decoder</b>: <i>upernet</i> |
|
|
</li> |
|
|
<li> |
|
|
<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> |
|
|
<b>Metrics</b>: |
|
|
</li> |
|
|
<table border="1" style="border-collapse: collapse; width:100%; margin-bottom:15px; table-layout: fixed;"> |
|
|
<thead> |
|
|
<tr> |
|
|
<th style="padding:1px; text-align:center; color:black; width:5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">mIoU</th> |
|
|
<th style="padding:1px; text-align:center; color:black; width:5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">O.A.</th> |
|
|
<th style="padding:1px; text-align:center; color:black; width:5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">F-score</th> |
|
|
<th style="padding:1px; text-align:center; color:black; width:5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">Precision</th> |
|
|
<th style="padding:1px; text-align:center; color:black; width:5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">Recall</th> |
|
|
</tr> |
|
|
</thead> |
|
|
<tr> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">63.36%</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">76.95%</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">76.35%</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">77.04%</td> |
|
|
<td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">76.37%</td> |
|
|
</tr> |
|
|
</table> |
|
|
<li> |
|
|
<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> |
|
|
<b>Params.</b>: <i>199.4</i> |
|
|
</li> |
|
|
</ul> |
|
|
</div> |
|
|
</div> |
|
|
|
|
|
|
|
|
--- |
|
|
|
|
|
## General Informations |
|
|
- **Contact:** [email protected] |
|
|
- **Code repository:** https://github.com/IGNF/FLAIR-HUB |
|
|
- **Paper:** http://arxiv.org/abs/2506.07080 |
|
|
- **Project Page:** https://ignf.github.io/FLAIR/FLAIR-HUB/flairhub |
|
|
- **Developed by:** IGN |
|
|
- **Compute infrastructure:** |
|
|
- software: python, pytorch-lightning |
|
|
- hardware: HPC/AI resources provided by GENCI-IDRIS |
|
|
- **License:** Etalab 2.0 |
|
|
|
|
|
--- |
|
|
|
|
|
|
|
|
### Training Config Hyperparameters |
|
|
|
|
|
```yaml |
|
|
- Model architecture: swin_large_patch4_window12_384-upernet |
|
|
- Optimizer: AdamW (betas=[0.9, 0.999], weight_decay=0.01) |
|
|
- Learning rate: 5e-5 |
|
|
- Scheduler: one_cycle_lr (warmup_fraction=0.2) |
|
|
- Epochs: 150 |
|
|
- Batch size: 5 |
|
|
- Seed: 2025 |
|
|
- Early stopping: patience 20, monitor val_miou (mode=max) |
|
|
- Class weights: |
|
|
- default: 1.0 |
|
|
- masked classes: [clear cut, ligneous, mixed, other] → weight = 0 |
|
|
- Input channels: |
|
|
- AERIAL_RGBI : [1,2,3] |
|
|
- Input normalization (custom): |
|
|
- AERIAL_RGBI: |
|
|
mean: [105.66, 111.35, 102.18] |
|
|
std: [52.23, 45.62, 44.30] |
|
|
``` |
|
|
|
|
|
--- |
|
|
|
|
|
### Training Data |
|
|
|
|
|
```yaml |
|
|
- Train patches: 152225 |
|
|
- Validation patches: 38175 |
|
|
- Test patches: 50700 |
|
|
``` |
|
|
|
|
|
<div style="position: relative; text-align: center;"> |
|
|
<img src="./model_utils/FLAIR-HUB_split1_classesfreq.png" alt="Classes distribution." style="width: 100%; display: block; margin: 0 auto;"/> |
|
|
</div> |
|
|
|
|
|
--- |
|
|
|
|
|
### Training Logging |
|
|
|
|
|
<div style="position: relative; text-align: center;"> |
|
|
<img src="./model_utils/FLAIR-HUB_LC-A_RGB_swinlarge-upernet_logs.png" alt="Training logging." style="width: 100%; display: block; margin: 0 auto;"/> |
|
|
</div> |
|
|
|
|
|
--- |
|
|
|
|
|
|
|
|
## Metrics |
|
|
|
|
|
|
|
|
| Metric | Value | |
|
|
| ---------------- | ------ | |
|
|
| mIoU | 63.36% | |
|
|
| Overall Accuracy | 76.95% | |
|
|
| F-score | 76.35% | |
|
|
| Precision | 77.04% | |
|
|
| Recall | 76.37% | |
|
|
|
|
|
| Class | IoU (%) | F-score (%) | Precision (%) | Recall (%) | |
|
|
| --------------------- | ------- | ----------- | ------------- | ---------- | |
|
|
| building | 83.97 | 91.29 | 91.49 | 91.08 | |
|
|
| greenhouse | 77.25 | 87.16 | 84.38 | 90.14 | |
|
|
| swimming pool | 59.15 | 74.33 | 73.53 | 75.15 | |
|
|
| impervious surface | 75.64 | 86.13 | 86.24 | 86.02 | |
|
|
| pervious surface | 57.94 | 73.37 | 71.93 | 74.87 | |
|
|
| bare soil | 63.61 | 77.76 | 73.29 | 82.81 | |
|
|
| water | 90.07 | 94.78 | 94.50 | 95.05 | |
|
|
| snow | 54.78 | 70.78 | 92.39 | 57.37 | |
|
|
| herbaceous vegetation | 53.23 | 69.48 | 72.51 | 66.69 | |
|
|
| agricultural land | 57.93 | 73.37 | 69.54 | 77.64 | |
|
|
| plowed land | 38.39 | 55.48 | 53.90 | 57.16 | |
|
|
| vineyard | 78.81 | 88.15 | 85.33 | 91.17 | |
|
|
| deciduous | 69.91 | 82.29 | 81.36 | 83.24 | |
|
|
| coniferous | 59.47 | 74.58 | 78.84 | 70.76 | |
|
|
| brushwood | 30.17 | 46.36 | 46.41 | 46.31 | |
|
|
|
|
|
|
|
|
--- |
|
|
|
|
|
|
|
|
## 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_LC-A_RGB_swinlarge-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 |
|
|
``` |
