Measure

Reprojection error

You might say: calibration error

Reprojection error is the image-space distance between an observed calibration point and the point predicted by the calibrated camera model.

What it does
It measures how well the estimated camera model explains the calibration observations.
Ask
Is the error low and consistent across views, image regions and target poses?
Typical
OpenCV reports reprojection error in pixels; lower is better, and per-view errors help expose a bad image or target pose. There is no universal pixel threshold independent of camera, resolution and data quality.

Sources

  1. OpenCV, Camera Calibration, Re-projection ErrorRe-projection error gives a good estimation of just how exact is the found parameters. This should be as close to zero as possible.

Use it on your project

teardown-apply: hold "Reprojection error" (reprojection-error) from the teardown at https://teardownatlas.com/robotics/ against my project

Paste it into a coding agent that has the teardown skills.

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