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A pinhole model certainly isn't valid!

Never done it myself but the first thing to try would be to use the regular chessboard/circles target flat to your object. Record the positions of the markers and then use this to fit a warp/distortion to the scene.

Telecentric lenses tend to be bad near the edges so try and just use the center of the field.