Calibration Pattern

The Phase 10 workflow accepts checkerboard images, distinguishes usable and poor images, records detected-corner coverage, estimated intrinsics/distortion, and residual error, then saves an exportable profile.

The current deterministic UI and mathematical boundary do not claim physical Apple-framework corner detection or laboratory-grade calibration. Physical pattern image capture remains unvalidated.