Point Clouds & LiDAR

Purpose: from raw returns to defensible elevation and structure products. The recurring failure modes: trusting vendor classification blindly, mixing return types in surfaces (DSM from last returns, DTM with vegetation), and ignoring point density when choosing output resolution.

First contact with any cloud

pdal info input.laz --summary        # counts, bounds, CRS, classes, returns