Fragmented 3D objects’ computational reassembly is an innovative field of research with widespread applications, in particular within the cultural heritage sector for museums engaged in preservation, academic study, and public display of artifacts, but also for medical purposes. This thesis work, undertaken in collaboration with the Museo Egizio in Turin, investigates the potential for high-level computational techniques to aid in the reconstruction of archaeological artifacts, enhancing scholarly interpretation as well as accessibility. Restoring broken artifacts not only brings them to their former shape but also provides new opportunities for research, conservation, and exhibition. However, the work is compounded by heterogeneity and diversity of fragments as well as the absence of standardised data sources.