Document multi-sample detection quality baseline
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- Added `scripts/run_multi_sample_detection_quality_matrix.sh` to run the existing real-data quality matrix for every prepared sample and combine the results.
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- The combined summary writes `multi_sample_quality_summary.json` with overall score/recall/precision rankings and per-sample best configurations.
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- Added readiness coverage and regression tests for the sample-preparation and multi-sample matrix contracts.
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- Ran the full 24-run Tower matrix for Geel, Mol and Turnhout. Best overall score/recall was Turnhout with `yolov8n-building-segmentation-pt`, tile `512`, overlap `64`, threshold `0.15`, 142 detections, 18 matches, 124 false positives, 755 false negatives and F1 `0.03934426229508197`; generic `yolov8n-pt` produced zero building detections across all samples.
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## Sprint 126 Detection quality matrix tooling (2026-07-07)
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