 This paper reviews existing techniques for segmenting and classifying 3D point cloud data. It discusses the advantages and disadvantages of various approaches, as well as providing examples of how they have been applied in the cultural heritage sector. Open issues and future research directions are also identified. This article was authored by E. Greeley, F. Mena, and F. Riemondino.