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FLAIR-HUB_LPIS-I_swinbase-upernet

Image Segmentation
PyTorch
semantic segmentation
landcover
Eval Results
Model card Files
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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-I_swinbase-upernet
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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: 35.76
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+ - name: Overall Accuracy
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+ type: OA
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+ value: 87.189
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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: 33.017
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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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+
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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_LPIS-I_swinbase-upernet</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>swin_base_patch4_window12_384</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>upernet</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;">35.76%</td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">87.19%</td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">46.66%</td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">52.77%</td>
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+ <td style="padding:1px; text-align:center; width5%; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;">44.45%</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>97.5</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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+
278
+ ---
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+
280
+
281
+ ### Training Config Hyperparameters
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+
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+ ```yaml
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+ - Model architecture: swin_base_patch4_window12_384-upernet
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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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+ - SPOT_RGBI: [4, 1, 2]
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+ - SENTINEL2_TS: [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]
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+ - SENTINEL1-ASC_TS: [1, 2]
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+ - SENTINEL1-DESC_TS: [1, 2]
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+ - Input normalization (custom):
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+ - SPOT_RGBI:
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+ mean: [1137.03, 433.26, 508.75]
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+ std: [543.11, 312.76, 284.61]
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+ ```
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+
306
+ ---
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+
308
+ ### Training Data
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+
310
+ ```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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+
320
+ ---
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+
322
+ ### 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_LPIS-I_swinbase-upernet_logs.png" alt="Training logging." style="width: 100%; display: block; margin: 0 auto;"/>
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+ </div>
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+
328
+ ---
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+
330
+
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+ ## Metrics
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+
333
+
334
+ | Metric | Value |
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+ | ---------------- | ------ |
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+ | mIoU | 35.76% |
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+ | Overall Accuracy | 87.19% |
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+ | F-score | 46.66% |
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+ | Precision | 52.77% |
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+ | Recall | 44.45% |
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+
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+ | Class | IoU (%) | F-score (%) | Precision (%) | Recall (%) |
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+ | --------------------- | ------- | ----------- | ------------- | ---------- |
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+ | grasses | 47.65 | 64.54 | 68.36 | 61.13 |
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+ | wheat | 65.72 | 79.32 | 76.87 | 81.93 |
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+ | barley | 45.99 | 63.00 | 69.21 | 57.82 |
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+ | maize | 74.46 | 85.36 | 79.16 | 92.61 |
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+ | other cereals | 13.98 | 24.54 | 26.33 | 22.97 |
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+ | rice | 0.00 | 0.00 | 0.00 | 0.00 |
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+ | flax/hemp/tobacco | 56.98 | 72.59 | 85.52 | 63.06 |
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+ | sunflower | 44.07 | 61.17 | 62.25 | 60.14 |
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+ | rapeseed | 81.60 | 89.87 | 86.69 | 93.29 |
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+ | other oilseed crops | 0.00 | 0.00 | 0.00 | 0.00 |
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+ | soy | 51.80 | 68.24 | 75.15 | 62.50 |
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+ | other protein crops | 8.65 | 15.93 | 18.03 | 14.26 |
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+ | fodder legumes | 28.25 | 44.05 | 50.58 | 39.01 |
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+ | beetroots | 75.18 | 85.83 | 91.19 | 81.07 |
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+ | potatoes | 7.18 | 13.41 | 51.09 | 7.71 |
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+ | other arable crops | 22.77 | 37.10 | 32.97 | 42.41 |
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+ | vineyard | 33.02 | 49.64 | 58.03 | 43.37 |
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+ | olive groves | 14.16 | 24.80 | 25.63 | 24.02 |
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+ | fruits orchards | 27.82 | 43.53 | 49.41 | 38.90 |
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+ | nut orchards | 29.83 | 45.95 | 68.55 | 34.56 |
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+ | other permanent crops | 0.27 | 0.53 | 20.92 | 0.27 |
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+ | mixed crops | 5.49 | 10.42 | 25.67 | 6.53 |
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+ | background | 87.62 | 93.40 | 92.01 | 94.84 |
367
+
368
+
369
+ ---
370
+
371
+
372
+ ## Inference
373
+
374
+ <div style="display: flex; justify-content: center; text-align: center; gap: 20px;">
375
+
376
+ <div style="flex: 1;">
377
+ <p style="margin: 0;">Aerial ROI</p>
378
+ <img src="./model_utils/AerialROI.png" alt="AERIAL" style="width: 100%; display: block;" />
379
+ </div>
380
+ <div style="flex: 1;">
381
+ <p style="margin: 0;">Inference ROI</p>
382
+ <img src="./model_utils/FLAIR-HUB_LPIS-I_swinbase-upernet_inferenceROI.png" alt="INFERENCE" style="width: 100%; display: block;" />
383
+ </div>
384
+ </div>
385
+
386
+
387
+ ---
388
+
389
+
390
+ ## Cite
391
+
392
+
393
+ **BibTeX:**
394
+
395
+ ```
396
+ @article{ign2025flairhub,
397
+ doi = {10.13140/RG.2.2.30183.73128/1},
398
+ url = {https://arxiv.org/pdf/2211.12979.pdf},
399
+ author = {Garioud, Anatol and Giordano, Sébastien and David, Nicolas and Gonthier, Nicolas},
400
+ title = {FLAIR-HUB: Large-scale Multimodal Dataset for Land Cover and Crop Mapping},
401
+ publisher = {arXiv},
402
+ year = {2025}
403
+ }
404
+ ```
405
+
406
+ **APA:**
407
+ ```
408
+ Anatol Garioud, Sébastien Giordano, Nicolas David, Nicolas Gonthier.
409
+ FLAIR-HUB: Large-scale Multimodal Dataset for Land Cover and Crop Mapping. (2025).
410
+ DOI: https://doi.org/10.13140/RG.2.2.30183.73128/1
411
+ ```