Version: [5381] beaconGIS — Building Damage Assessment 1.0.0

1.0.0 (2026-06-02):
- Initial public release on the QGIS Plugin Repository.
- Two-network architecture: LocalizationUNet + SiameseUNet ensemble
(M1+M2).
- SeResNeXt-50 (32x4d) encoder, ImageNet -> Inria Aerial -> xBD
training.
- Combined F1 = 0.7358 (xView2 official scorer, full plugin pipeline).
- Two-model softmax-averaged ensemble for more robust per-pixel
predictions.
- CPU Fast Mode for laptops without GPU (~8x speedup, ~0.5pt F1 cost).
- GSD normalization to ~0.5 m/px training scale.
- Watershed-based touching-building separation with user-tunable
strength.
- Optional 4-way TTA (default off), Hanning-blended tile inference,
AOI clipping.
- GeoPackage / per-pixel mask GeoTIFF / JSON metadata sidecar exports.
- Assessment Reports dock with offline template-driven SitRep
generation (no LLM API).
- Satellite imagery downloader dock (ESRI World Imagery / OSM).
- Distribution: ONNX Runtime (no PyTorch required at runtime).
- Weights distributed via GitHub releases with SHA-256 verification.
- GPU acceleration via onnxruntime-directml or onnxruntime-gpu
(auto-detected).

yes

azeldev

2026-06-05T06:48:40.703103+00:00

3.16.0

4.99.0

None

no

Version management

Plugin details