Terrestrial LiDAR scans (TLS) are being increasingly used to create ultra-high resolution digital elevation models (DEMs) on a local scale. Applications include measuring surface roughness \cite{Hugenholtz_2013}, predicting rockfalls, scene classification, mapping hillslope vegetation patterns, determining woody areas, and monitoring erosion.