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Codex Phase 6 Prompt — QA/QC Engine

Implement detection/reference QA.

Goals

  • Compare detection polygons against reference polygons.
  • Compute IoU-based matches.
  • Calculate precision, recall, F1.
  • Persist quality check result.
  • Return false positives and false negatives.

Rules

  • Default IoU threshold: 0.5.
  • One detection can match at most one reference.
  • Use greedy matching by highest IoU for V1.
  • Document limitations.

Done when

  • Deterministic fixture test passes.
  • QA endpoint returns metrics and findings.
  • Frontend QA panel can display the result.