Literature indicates lidar helps a great deal with road/building classification (and also with obscured footpaths?) Here are some sources to consider: - There is a complete set of SF lidar data: http://wiki.openstreetmap.org/wiki/San_Francisco_Building_Height_Import - Maryland also provides some data. URL?