{"name": "beaconGIS \u2014 Building Damage Assessment", "package_name": "beacongis", "version": "1.0.0", "experimental": false, "qgis_min": "3.16.0", "qgis_max": "4.99.0", "downloads": 72, "uploaded_by": "azeldev", "upload_datetime": "2026-06-05T01:48:40.703103", "changelog": "1.0.0 (2026-06-02):\n- Initial public release on the QGIS Plugin Repository.\n- Two-network architecture: LocalizationUNet + SiameseUNet ensemble (M1+M2).\n- SeResNeXt-50 (32x4d) encoder, ImageNet -> Inria Aerial -> xBD training.\n- Combined F1 = 0.7358 (xView2 official scorer, full plugin pipeline).\n- Two-model softmax-averaged ensemble for more robust per-pixel predictions.\n- CPU Fast Mode for laptops without GPU (~8x speedup, ~0.5pt F1 cost).\n- GSD normalization to ~0.5 m/px training scale.\n- Watershed-based touching-building separation with user-tunable strength.\n- Optional 4-way TTA (default off), Hanning-blended tile inference, AOI clipping.\n- GeoPackage / per-pixel mask GeoTIFF / JSON metadata sidecar exports.\n- Assessment Reports dock with offline template-driven SitRep generation (no LLM API).\n- Satellite imagery downloader dock (ESRI World Imagery / OSM).\n- Distribution: ONNX Runtime (no PyTorch required at runtime).\n- Weights distributed via GitHub releases with SHA-256 verification.\n- GPU acceleration via onnxruntime-directml or onnxruntime-gpu (auto-detected).", "external_deps": null, "download_url": "https://plugins.qgis.org/plugins/beacongis/version/1.0.0/download/"}