GeoNUSAF TC-SegFormer -- block split, fold 1
Kathmandu Valley land-use segmentation, 6 classes, ignore_index=255, 512x512 @ 0.586 m/px.
| backbone | nvidia/segformer-b0-finetuned-ade-512-512 |
| split mode | block (sequence-block CV, export-order proxy) |
| fold | 1 of 3 |
| seed | 42 |
| best epoch | 116 |
| detail path | True |
| CSA reweighting | True (tau=[0.6, 0.35, 0.35, 0.6, 0.6, 0.6], w_min=0.25) |
| soft-clDice | True (mu=0.3) |
| balanced sampler | True |
Validation
mIoU 0.5582 | mF1 0.6999 | OA 0.8281 | kappa 0.6913
| class | IoU | UA (prec) | PA (rec) |
|---|---|---|---|
| Residential | 0.8450 | 0.9408 | 0.8925 |
| Road | 0.4382 | 0.5229 | 0.7302 |
| River | 0.4806 | 0.6788 | 0.6221 |
| Forest | 0.6996 | 0.9132 | 0.7495 |
| UnusedLand | 0.3031 | 0.5644 | 0.3957 |
| Agricultural | 0.5826 | 0.6288 | 0.8882 |
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