SEMANTIC ANNOTATIONS ON HERITAGE MODELS: 2D/3D APPROACHES AND FUTURE RESEARCH CHALLENGES

28 citations as recorded by crossref.

1. Machine Learning and Deep Learning for the Built Heritage Analysis: Laser Scanning and UAV-Based Surveying Applications on a Complex Spatial Grid Structure D. Billi et al. https://doi.org/10.3390/rs15081961
2. Digital 3D models for medieval heritage: diachronic analysis and documentation of its architecture and paintings I. Munoz-Pandiella et al. https://doi.org/10.1007/s00779-024-01816-6
3. Semi-automatic classification of digital heritage on the Aïoli open source 2D/3D annotation platform via machine learning and deep learning V. Croce et al. https://doi.org/10.1016/j.culher.2023.05.017
4. Balancing Visual Credibility and Transparency: A FAIR Approach to 3D Digitisation for Cultural Heritage documentation and dissemination A. Bordignon et al. https://doi.org/10.24072/pcjournal.696
5. Point cloud semantic segmentation of grotto scenes using the knowledge-guided deep learning method S. Yang et al. https://doi.org/10.1080/17538947.2024.2385081
6. Image annotation of ancient chinese architecture based on visual attention mechanism and GCN S. Zhang et al. https://doi.org/10.1007/s11042-022-12618-4
7. Conservation and Enhancement of the Pietrabbondante Archaeological Site between History, Geology and Emerging Crowd-Based Digital Technologies A. Marra et al. https://doi.org/10.3390/heritage5030079
8. Multimodal Dictionaries for Traditional Craft Education X. Zabulis et al. https://doi.org/10.3390/mti8070063
9. From the Semantic Point Cloud to Heritage-Building Information Modeling: A Semiautomatic Approach Exploiting Machine Learning V. Croce et al. https://doi.org/10.3390/rs13030461
10. A Stratigraphic Information System for the Study of Architectural Heritage Assets’ Morphogenesis F. Haouacha et al. https://doi.org/10.1080/15583058.2025.2492239
11. Metodología de captura y procesado para el desarrollo de una base de datos gráfica 3D del patrimonio arquitectónico M. Quintilla Castán & L. Agustín Hernández https://doi.org/10.37558/gec.v21i1.1048
12. Systematic integration of 2D and 3D sources for the virtual reconstruction of lost heritage artefacts: the equestrian monument of Francesco III d’Este (1774–1796, Modena, Italy) F. Gherardini & S. Sirocchi https://doi.org/10.1186/s40494-022-00711-8
13. Knowledge graph representation method for semantic 3D modeling of Chinese grottoes S. Yang & M. Hou https://doi.org/10.1186/s40494-023-01084-2
14. Ontology and collaborative data annotation for the standardisation of documentation processes of underground heritage spaces A. Galera-Rodríguez et al. https://doi.org/10.1016/j.culher.2024.06.003
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16. Digital Heritage Classification via Machine Learning and H-BIM V. Croce https://doi.org/10.1007/s00004-023-00725-0
17. Evaluation of an Augmented Reality for Historical Context Experiences of 3D Restored Court Paintings E. Yoo et al. https://doi.org/10.1109/ACCESS.2023.3268528
18. A novel approach for exploring annotated data with interactive lenses F. Bettio et al. https://doi.org/10.1111/cgf.14315
19. Semantic segmentation of Buddha facial point clouds through knowledge-guided region growing S. Wei et al. https://doi.org/10.1038/s40494-026-02377-y
20. Combining Multiband Imaging, Photogrammetric Techniques, and FOSS GIS for Affordable Degradation Mapping of Stone Monuments E. Adamopoulos & F. Rinaudo https://doi.org/10.3390/buildings11070304
21. Propagation of semantic information between orthophoto and 3D replica: a H-BIM system for the north transept of Pisa Cathedral V. Croce et al. https://doi.org/10.1080/19475705.2021.1960432
22. From Earth to Interface: Towards a 3D Semantic Virtual Stratigraphy of the Funerary Ara of Ofilius Ianuarius from the Via Appia Antica 39 Burial Complex M. Lombardi & R. Dubbini https://doi.org/10.3390/heritage8080305
23. Combining Integrated Informative System and Historical Digital Twin for Maintenance and Preservation of Artistic Assets A. Marra et al. https://doi.org/10.3390/s21175956
24. Digital Visualization Infrastructures of 3D Models in a Scientific Contest S. Münster & F. Apollonio https://doi.org/10.3390/heritage9020059
25. ConSE: An ontology for visual representation and semantic enrichment of digital images in construction sites C. Zeng et al. https://doi.org/10.1016/j.aei.2024.102446
26. Virtual Return of Italian Architectural Heritage: The KNOW.it Project A. Ippolito et al. https://doi.org/10.3390/su18115417
27. Application of computer vision techniques for 3D matching and retrieval of archaeological objects D. Jiménez-Badillo et al. https://doi.org/10.12688/f1000research.127095.2
28. How Architectural Heritage Is Moving to Smart: A Systematic Review of HBIM H. Cui & J. Wu https://doi.org/10.3390/buildings15152664