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Geometric calibration is critical for fleet safety camera systems, not just software post-processing. A 5% focal length error delays Forward Collision Warning, and a 1-degree extrinsic error causes 17 cm misalignment at 10 meters. Calibration accuracy depends on physical measurement infrastructure, not algorithms.
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