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🌳 Pabna Urban Forest — Phase 7 Inference Outputs
Tree crown segmentation results for 3 UAV ortho fields in Pabna, Bangladesh.
Model
- Architecture: S4 SegFormer RGB+ExG (MIT-B2 backbone)
- IoU: 0.8741 | F1-Score: 0.9328
- Input channels: 4 (R, G, B, ExG)
- Training: 100 epochs
Results
| Field | Crowns | Canopy Area (ha) | Mean Crown (m²) | Cover (%) |
|---|---|---|---|---|
| Field1 | 630 | 1.9232 | 30.53 | 12.96 |
| Field2 | 334 | 1.0372 | 31.05 | 9.72 |
| Field3 | 356 | 1.7318 | 48.65 | 11.98 |
| Total | 1,320 | 4.6922 | – | – |
Files
| File | Description |
|---|---|
treecrowns_phase7.geojson |
All detected tree crowns (polygons) |
treecrowns_phase7_stats.csv |
Per-crown stats (area, diameter, centroid) |
phase7_field_summary.csv |
Per-field summary statistics |
Field1/2/3_mask.tif |
Binary prediction GeoTIFF (LZW compressed) |
Field1/2/3_prob.tif |
Probability heatmap GeoTIFF |
Field1/2/3_result.png |
6-panel result figure |
Phase7_Crown_Distribution.png |
Crown distribution charts |
Phase7_Output.zip |
All files zipped |
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