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FLAIR-HUB_LC-G_utae

Image Segmentation
PyTorch
semantic segmentation
landcover
Eval Results
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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_LC-G_utae
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+ results:
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+ - task:
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+ type: semantic-segmentation
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+ dataset:
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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: 34.239
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+ - name: Overall Accuracy
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+ type: OA
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+ value: 57.826
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+ - name: IoU building
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+ type: IoU
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+ value: 34.908
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+ - name: IoU greenhouse
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+ type: IoU
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+ value: 0.0
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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: 38.267
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+ - name: IoU pervious surface
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+ type: IoU
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+ value: 27.432
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+ - name: IoU bare soil
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+ type: IoU
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+ value: 33.594
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+ - name: IoU water
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+ type: IoU
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+ value: 65.32
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+ - name: IoU snow
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+ type: IoU
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+ value: 67.543
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+ - name: IoU herbaceous vegetation
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+ type: IoU
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+ value: 34.435
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+ - name: IoU agricultural land
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+ type: IoU
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+ value: 42.083
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+ - name: IoU plowed land
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+ type: IoU
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+ value: 10.228
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+ - name: IoU vineyard
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+ type: IoU
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+ value: 41.105
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+ - name: IoU deciduous
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+ type: IoU
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+ value: 55.992
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+ - name: IoU coniferous
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+ type: IoU
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+ value: 48.219
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+ - name: IoU brushwood
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+ type: IoU
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+ value: 14.462
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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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+
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+ <div style="font-family:sans-serif; background-color:#F8F5F5; padding:25px; border-radius:10px; margin:auto; border:0px; ">
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+
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+ <!-- Collection Section -->
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+ <div style="background:#FFFFFF; padding:20px; border-radius:8px; box-shadow:0 2px 5px rgba(0,0,0,0.05); margin-bottom:20px;">
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+ <h1 style="margin-top:0;">🌐 FLAIR-HUB Model Collection</h1>
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+ <ul style="padding-left:0; list-style:none; line-height:1.6; margin:0;">
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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>Trained on</b>: <a href="https://huggingface.co/datasets/IGNF/FLAIR-HUB"><strong>FLAIR-HUB</strong> dataset</a>
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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>Available modalities</b>: Aerial images, SPOT images, Topographic info, Sentinel-2 yearly time-series, Sentinel-1 yearly time-series, Historical aerial images
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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>Encoders</b>: ConvNeXTV2, Swin (Tiny, Small, Base, Large)
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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>Decoders</b>: UNet, UPerNet
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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>Tasks</b>: Land-cover mapping (LC), Crop-type mapping (LPIS)
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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>Class nomenclature</b>: 15 classes for LC, 23 classes for LPIS
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+ </li>
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+ </ul>
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+ <table border="1" style="border-collapse: collapse; width:100%; margin-bottom:15px; table-layout: fixed;">
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+ <thead>
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+ <tr>
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+ <th style="padding:1px; text-align:center; width:5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">🆔<br>Model ID</th>
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+ <th style="padding:1px; text-align:center; width:5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">🗺️<br>Land-cover</th>
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+ <th style="padding:1px; text-align:center; width:5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">🌾<br>Crop-types</th>
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+ <th style="padding:1px; text-align:center; width:5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">🛩️<br>Aerial</th>
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+ <th style="padding:1px; text-align:center; width:5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">⛰️<br>Elevation</th>
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+ <th style="padding:1px; text-align:center; width:5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">🛰️<br>SPOT</th>
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+ <th style="padding:1px; text-align:center; width:5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">🛰️<br>S2 t.s.</th>
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+ <th style="padding:1px; text-align:center; width:5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">🛰️<br>S1 t.s.</th>
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+ <th style="padding:1px; text-align:center; width:5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">🛩️<br>Historical</th>
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+ </tr>
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+ </thead>
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+ <tbody>
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+ <tr>
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+ <td style="padding:1px; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">LC-A</td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ </tr>
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+ <tr>
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+ <td style="padding:1px; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">LC-D</td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ </tr>
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+ <tr>
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+ <td style="padding:1px; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">LC-F</td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ </tr>
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+ <tr>
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+ <td style="padding:1px; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">LC-G</td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ </tr>
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+ <tr>
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+ <td style="padding:1px; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">LC-I</td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ </tr>
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+ <tr>
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+ <td style="padding:1px; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">LPIS-A</td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ </tr>
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+ <tr>
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+ <td style="padding:1px; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">LPIS-F</td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ </tr>
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+ <tr>
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+ <td style="padding:1px; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">LPIS-I</td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ </tr>
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+ <tr>
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+ <td style="padding:1px; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">LPIS-J</td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">✓</td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;"></td>
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+ </tr>
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+ </tbody>
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+ </table>
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+ </div>
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+
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+ <!-- Model-Specific Section -->
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+ <div style="border:1px solid black; padding:25px; background-color:#FDFFF4; border-radius:8px; box-shadow:0 2px 5px rgba(0,0,0,0.05);">
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+ <h2 style="margin-top:0;">🔍 Model: <strong>FLAIR-HUB_LC-G_utae</strong></h2>
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+ <ul style="padding-left:0; list-style:none; line-height:1.6; margin:0;">
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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>Encoder</b>: <i>UTAE</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>Decoder</b>: <i>UTAE</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>Metrics</b>:
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+ </li>
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+ <table border="1" style="border-collapse: collapse; width:100%; margin-bottom:15px; table-layout: fixed;">
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+ <thead>
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+ <tr>
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+ <th style="padding:1px; text-align:center; width:5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">mIoU</th>
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+ <th style="padding:1px; text-align:center; width:5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">O.A.</th>
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+ <th style="padding:1px; text-align:center; width:5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">F-score</th>
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+ <th style="padding:1px; text-align:center; width:5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">Precision</th>
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+ <th style="padding:1px; text-align:center; width:5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">Recall</th>
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+ </tr>
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+ </thead>
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+ <tr>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">34.24%</td>
251
+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">57.83%</td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">47.30%</td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">48.12%</td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">47.59%</td>
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+ </tr>
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+ </table>
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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>Params.</b>: <i>0.9</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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+
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+
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+ ---
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+
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+ ## General Informations
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+ - **Contact:** [email protected]
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+ - **Code repository:** https://github.com/IGNF/FLAIR-HUB
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+ - **Paper:** https://arxiv.org/pdf/2211.12979.pdf
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+ - **Developed by:** IGN
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+ - **Compute infrastructure:**
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+ - software: python, pytorch-lightning
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+ - hardware: HPC/AI resources provided by GENCI-IDRIS
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+ - **License:** Etalab 2.0
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+
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+ ---
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+
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+
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+ ### Training Config Hyperparameters
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+
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+ ```yaml
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+ - Model architecture: UTAE
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+ - Optimizer: AdamW (betas=[0.9, 0.999], weight_decay=0.01)
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+ - Learning rate: 5e-5
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+ - Scheduler: one_cycle_lr (warmup_fraction=0.2)
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+ - Epochs: 150
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+ - Batch size: 5
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+ - Seed: 2025
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+ - Early stopping: patience 20, monitor val_miou (mode=max)
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+ - Class weights:
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+ - default: 1.0
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+ - masked classes: [clear cut, ligneous, mixed, other] → weight = 0
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+ - Input channels:
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+ - SENTINEL2_TS : [1,2,3,4,5,6,7,8,9,10]
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+
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+ ```
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+
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+ ---
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+
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+ ### Training Data
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+
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+ ```yaml
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+ - Train patches: 152225
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+ - Validation patches: 38175
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+ - Test patches: 50700
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+ ```
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+
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+ <div style="position: relative; text-align: center;">
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+ <img src="./model_utils/FLAIR-HUB_split1_classesfreq.png" alt="Classes distribution." style="width: 100%; display: block; margin: 0 auto;"/>
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+ </div>
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+
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+ ---
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+
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+ ### Training Logging
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+
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+ <div style="position: relative; text-align: center;">
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+ <img src="./model_utils/FLAIR-HUB_LC-G_utae_logs.png" alt="Training logging." style="width: 100%; display: block; margin: 0 auto;"/>
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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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+ ## Metrics
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+
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+
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+ | Metric | Value |
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+ | ---------------- | ------ |
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+ | mIoU | 34.24% |
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+ | Overall Accuracy | 57.83% |
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+ | F-score | 47.30% |
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+ | Precision | 48.12% |
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+ | Recall | 47.59% |
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+
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+ | Class | IoU (%) | F-score (%) | Precision (%) | Recall (%) |
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+ | --------------------- | ------- | ----------- | ------------- | ---------- |
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+ | building | 34.91 | 51.75 | 54.37 | 49.37 |
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+ | greenhouse | 0.00 | 0.00 | 0.00 | 0.00 |
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+ | swimming pool | 0.00 | 0.00 | 0.00 | 0.00 |
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+ | impervious surface | 38.27 | 55.35 | 51.43 | 59.92 |
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+ | pervious surface | 27.43 | 43.05 | 51.24 | 37.12 |
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+ | bare soil | 33.59 | 50.29 | 56.33 | 45.42 |
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+ | water | 65.32 | 79.02 | 71.19 | 88.79 |
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+ | snow | 67.54 | 80.63 | 69.71 | 95.61 |
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+ | herbaceous vegetation | 34.44 | 51.23 | 51.81 | 50.66 |
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+ | agricultural land | 42.08 | 59.24 | 57.01 | 61.65 |
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+ | plowed land | 10.23 | 18.56 | 19.29 | 17.88 |
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+ | vineyard | 41.10 | 58.26 | 67.59 | 51.20 |
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+ | deciduous | 55.99 | 71.79 | 67.97 | 76.06 |
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+ | coniferous | 48.22 | 65.06 | 77.39 | 56.12 |
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+ | brushwood | 14.46 | 25.27 | 26.54 | 24.12 |
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+ Selection deleted
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+
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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_LC-G_utae_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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+
380
+
381
+ **BibTeX:**
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+
383
+ ```
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+ @article{ign2025flairhub,
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+ doi = {10.13140/RG.2.2.30183.73128/1},
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+ url = {https://arxiv.org/pdf/2211.12979.pdf},
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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/10.13140/RG.2.2.30183.73128/1
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+ ```