Ground classification errors do not scatter randomly. They cluster where the terrain changes character, and that is usually where the design decision is being made.
There is a pattern I have seen enough times to treat as a rule: when a LiDAR-derived contour map is wrong, it is wrong at the break of slope. Not everywhere. Not randomly. At the exact place where flat ground turns into embankment.
This matters more than it sounds, because the break of slope is usually where the engineering decision sits.
Why filters fail there
Ground classification algorithms work by assuming terrain changes gradually. They look at a neighbourhood of points, fit a surface, and reject anything sitting too far above it. That assumption holds beautifully across a field and breaks down at a retaining wall.
At a sharp break, the algorithm has a choice: treat the rise as terrain, or treat it as a structure. Get it wrong in one direction and your embankment disappears into a smooth ramp. Get it wrong in the other and a genuine slope is classified as building and removed entirely.
How to find it without specialist software
You do not need to reclassify anything to check. Generate a hillshade from the supplied surface and look along every linear feature — road edges, ditches, walls. Real breaks of slope produce a crisp shadow line. Misclassified ones produce a soft smear that looks slightly out of focus.
The other check is a cross-section. Take one perpendicular to the feature and overlay the raw points on the derived surface. If the surface floats above or cuts through the point cluster, you have found it.
What to ask the supplier
Ask which ground filter was used and what parameters. Ask whether break lines were manually digitised or left entirely to the algorithm. On any site with engineered slopes, the honest answer to the second question should be that somebody drew them by hand.
Manual break line editing is slow and it is the first thing cut when a quote gets squeezed. If the price looked unusually good, this is probably where the saving came from. Firms that handle classification as their main business, such as LiDAR Data Services, generally quote it as a separate line so you can see it.
The practical consequence
A contour map that is smooth where reality is sharp will pass every visual inspection and fail the first time someone sets out a level from it. Check the breaks. It takes twenty minutes.



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