1. A method comprising: receiving a depth map for a location in a path network; identifying, using a processor, physical structures within the depth map; dividing the depth map, at each physical structure, into one or more horizontal planes one or more elevations from a road level; extracting two-dimensional feature geometries from the horizontal planes; and encoding at least a portion of the extracted feature geometries into a database.