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How to handle outliers in calibration?

I would like to calibrate cameras as well as possible. Among many calibration images, I can see by eye that certain chessboard corner locations have been affected by noise (water droplets). I would like to exclude these from the calibration.

I tried to set these imagepoints and their corresponding objectpoints to None: this did not work-- calibratecamera never converges.

What is the proper approach to mask outliers from the calibration computation?