Reference Look Calibration

This skill handles the final visual match after geometry and UVs are locked. It must not compensate for wrong shape, wrong UVs, or wrong camera framing.

Inputs

• accepted geometry / UV fit reports;
• reference/original image(s);
• product preview render(s);
• optional mask overlays and multiview fit reports.

Metrics

Use scripts/look_fit_report.py to compare: