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# Codex Pass 04 — Detection and QA Skeleton
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Goal: prepare object detection and QA/QC without requiring heavy model artifacts yet.
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Implement:
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- model registry schema/service
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- detection run API contract
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- detection result storage model
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- GeoJSON export of detection results
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- QA/QC service with IoU, precision, recall, F1 calculations using polygon fixtures
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Acceptance:
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- QA calculations are tested with simple polygons.
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- Detection outputs can be stored and exported.
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- Heavy model execution is behind a service interface.
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