Comment by numpad0

A LIDAR point cloud from a single point of view is a mono-ocular depth map. Unless the LIDAR in question is like, using supernova level gamma rays or neutrino generators for the laser part to get density and albedo volumetric data for its whole distance range.

You just can't see the back of a thing by knowing the shape of the front side with current technologies.