Expand operator samples for YOLO hard negatives
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@@ -171,12 +171,17 @@ Documented operator samples can be prepared inside the all-in-one runtime
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container:
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```bash
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docker exec -it geointel python /app/scripts/prepare_operator_real_data_samples.py --samples geel,mol,turnhout
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docker exec -it geointel python3 /app/scripts/prepare_operator_real_data_samples.py
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```
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The helper fetches explicit Digitaal Vlaanderen orthophoto/GRB GBG sample pairs
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for the documented AOIs only and writes `operator_samples_manifest.json`. The
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application itself still does not perform live provider fetching.
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default corpus includes dense reference AOIs for Geel, Mol, Turnhout, Herentals,
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Balen, Retie and Westerlo plus explicitly marked background candidates for
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Postel-bos, Lommel-heide and Kasterlee-bos. Background candidates may persist
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empty GRB FeatureCollections for negative-tile training; normal reference AOIs
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still fail on empty GRB responses. The application itself still does not perform
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live provider fetching.
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For confidence-threshold calibration, use the sweep wrapper:
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