| CPC G01S 7/497 (2013.01) [G01S 7/4817 (2013.01); G01S 17/931 (2020.01)] | 19 Claims |

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1. A computer-implemented method of calibrating multi-beam lidar intensity, comprising:
directing multi-beam lidar at a target comprising at least two panels of different reflectance standards covering a calibration range and measuring intensity response curves of reflectance data for each beam of the multi-beam lidar reflected by the at least two panels;
evaluating the intensity response curves of the reflectance data for each beam of the multi-beam lidar to compute a learned reflectance value from an intensity response of each beam and an associated confidence defined as a measure of a probability that a range and raw intensity pair is generated from a surface with reflectance equal to the learned reflectance value; and
from the computed learned reflectance value and associated confidence, determining continuous reflectance for each beam.
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