{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,22]],"date-time":"2026-04-22T19:55:49Z","timestamp":1776887749554,"version":"3.51.2"},"reference-count":61,"publisher":"MDPI AG","issue":"7","license":[{"start":{"date-parts":[[2021,7,16]],"date-time":"2021-07-16T00:00:00Z","timestamp":1626393600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["J. Imaging"],"abstract":"<jats:p>This study aims to enrich the knowledge of the monument Arco della Pace in Milan, surveying and modelling the sculpture that crowns the upper part of the building. The statues and the decorative apparatus are recorded with the photogrammetric technique using both a terrestrial camera and an Unmanned Aerial Vehicle (UAV). Research results and performance are oriented to improve computer vision and image processing integration with Unmanned Aerial System (UAS) photogrammetric data to enhance interactivity and information sharing between user and digital heritage models. The vast number of images captured from terrestrial and aerial photogrammetry will also permit to use of the Historic Building Information Modelling (HBIM) model in an eXtended Reality (XR) project developed ad-hoc, allowing different types of users (professionals, non-expert users, virtual tourists, and students) and devices (mobile phones, tablets, PCs, VR headsets) to access details and information that are not visible from the ground.<\/jats:p>","DOI":"10.3390\/jimaging7070118","type":"journal-article","created":{"date-parts":[[2021,7,18]],"date-time":"2021-07-18T21:16:48Z","timestamp":1626643008000},"page":"118","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":15,"title":["Computer Vision Meets Image Processing and UAS PhotoGrammetric Data Integration: From HBIM to the eXtended Reality Project of Arco della Pace in Milan and Its Decorative Complexity"],"prefix":"10.3390","volume":"7","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-5193-0043","authenticated-orcid":false,"given":"Fabrizio","family":"Banfi","sequence":"first","affiliation":[{"name":"Architecture, Built Environment and Construction Engineering (ABC) Department, Politecnico di Milano, 20133 Milano, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6657-2536","authenticated-orcid":false,"given":"Alessandro","family":"Mandelli","sequence":"additional","affiliation":[{"name":"Architecture, Built Environment and Construction Engineering (ABC) Department, Politecnico di Milano, 20133 Milano, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2021,7,16]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","unstructured":"Rahaman, H., and Champion, E. (2019). To 3D or Not 3D: Choosing a Photogrammetry Workflow for Cultural Heritage Groups. Heritage, 2.","DOI":"10.3390\/heritage2030112"},{"key":"ref_2","doi-asserted-by":"crossref","unstructured":"Mar\u00edn-Buz\u00f3n, C., P\u00e9rez-Romero, A., L\u00f3pez-Castro, J.L., Jerbania, I.B., and Manzano-Agugliaro, F. (2021). Photogrammetry as a New Scientific Tool in Archaeology: Worldwide Research Trends. Sustainability, 13.","DOI":"10.3390\/su13095319"},{"key":"ref_3","doi-asserted-by":"crossref","unstructured":"Honarmand, M., and Shahriari, H. (2021). Geological Mapping Using Drone-Based Photogrammetry: An Application for Exploration of Vein-Type Cu Mineralization. Minerals, 11.","DOI":"10.3390\/min11060585"},{"key":"ref_4","doi-asserted-by":"crossref","unstructured":"Zanutta, A., Lambertini, A., and Vittuari, L. (2020). UAV Photogrammetry and Ground Surveys as a Mapping Tool for Quickly Monitoring Shoreline and Beach Changes. J. Mar. Sci. Eng., 8.","DOI":"10.3390\/jmse8010052"},{"key":"ref_5","doi-asserted-by":"crossref","unstructured":"Luchowski, L., Pojda, D., Tomaka, A.A., Skabek, K., and Kowalski, P. (2021). Multimodal Imagery in Forensic Incident Scene Documentation. Sensors, 21.","DOI":"10.3390\/s21041407"},{"key":"ref_6","doi-asserted-by":"crossref","unstructured":"Paoli, A., Neri, P., Razionale, A.V., Tamburrino, F., and Barone, S. (2020). Sensor Architectures and Technologies for Upper Limb 3D Surface Reconstruction: A Review. Sensors, 20.","DOI":"10.3390\/s20226584"},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"30784","DOI":"10.3390\/s151229828","article-title":"Sinusoidal Wave Estimation Using Photogrammetry and Short Video Sequences","volume":"15","author":"Rupnik","year":"2015","journal-title":"Sensors"},{"key":"ref_8","doi-asserted-by":"crossref","unstructured":"Nikolakopoulos, K., Kyriou, A., Koukouvelas, I., Zygouri, V., and Apostolopoulos, D. (2019). Combination of Aerial, Satellite, and UAV Photogrammetry for Mapping the Diachronic Coastline Evolution: The Case of Lefkada Island. ISPRS Int. J. Geo Inf., 8.","DOI":"10.3390\/ijgi8110489"},{"key":"ref_9","doi-asserted-by":"crossref","unstructured":"Mancini, F., and Salvini, R. (2020). Applications of photogrammetry for environmental research (Editorial). ISPRS Int. J. Geo Inf., 8.","DOI":"10.3390\/ijgi8120542"},{"key":"ref_10","doi-asserted-by":"crossref","unstructured":"Burdziakowski, P. (2020). Increasing the Geometrical and Interpretation Quality of Unmanned Aerial Vehicle Photogrammetry Products using Super-Resolution Algorithms. Remote Sens., 12.","DOI":"10.3390\/rs12050810"},{"key":"ref_11","doi-asserted-by":"crossref","unstructured":"Rocha, G., Mateus, L., Fern\u00e1ndez, J., and Ferreira, V. (2020). A Scan-to-BIM Methodology Applied to Heritage Buildings. Heritage, 3.","DOI":"10.3390\/heritage3010004"},{"key":"ref_12","doi-asserted-by":"crossref","unstructured":"Wang, Q., Guo, J., and Kim, M.-K. (2019). An Application Oriented Scan-to-BIM Framework. Remote Sens., 11.","DOI":"10.3390\/rs11030365"},{"key":"ref_13","doi-asserted-by":"crossref","unstructured":"Yang, Y., Xu, C., Dong, F., and Wang, X. (2019). A New Multi-Scale Convolutional Model Based on Multiple Attention for Image Classification. Appl. Sci., 10.","DOI":"10.3390\/app10010101"},{"key":"ref_14","doi-asserted-by":"crossref","unstructured":"Butt, F.S., Blunda, L.L., Wagner, M.F., Sch\u00e4fer, J., Medina-Bulo, I., and G\u00f3mez-Ullate, D. (2021). Fall Detection from Electrocardiogram (ECG) Signals and Classification by Deep Transfer Learning. Information, 12.","DOI":"10.3390\/info12020063"},{"key":"ref_15","doi-asserted-by":"crossref","unstructured":"Gochoo, M., Rizwan, S.A., Ghadi, Y.Y., Jalal, A., and Kim, K. (2021). A Systematic Deep Learning Based Overhead Tracking and Counting System Using RGB-D Remote Cameras. Appl. Sci., 11.","DOI":"10.3390\/app11125503"},{"key":"ref_16","doi-asserted-by":"crossref","unstructured":"Neptune, N., and Mothe, J. (2021). Automatic Annotation of Change Detection Images. Sensors, 21.","DOI":"10.3390\/s21041110"},{"key":"ref_17","unstructured":"Dore, C. (2012, January 22\u201323). Integration of HBIM and 3D GIS for Digital Heritage Modelling. Proceedings of the Digital Documentation International Conference, Edinburgh, UK."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"433","DOI":"10.1260\/2047-4970.2.3.433","article-title":"HBIM for Documentation, Dissemination and Management of Built Heritage. The Case Study of St. Maria in Scaria d\u2019Intelvi","volume":"2","author":"Brumana","year":"2013","journal-title":"Int. J. Herit. Digit. Era"},{"key":"ref_19","unstructured":"Inzerillo, L., Lo Turco, M., Parrinello, S., Santagati, C., Valenti, G.M., and Inzerillo, L. (2016). BIM and architectural heritage: Towards an operational methodology for the knowledge and the management of Cultural Heritage. Disegnarecon, 9."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"633","DOI":"10.5194\/isprs-archives-XLI-B5-633-2016","article-title":"Historical buildings models and their handling via 3D survey: From points clouds to user-oriented HBIM","volume":"XLI-B5","author":"Chiabrando","year":"2016","journal-title":"Int. Arch. Photogramm. Remote Sens. Spat. Inf. Sci."},{"key":"ref_21","doi-asserted-by":"crossref","unstructured":"Costantino, D., Pepe, M., and Restuccia, A.G. (2021). Scan-to-HBIM for conservation and preservation of Cultural Heritage building: The case study of San Nicola in Montedoro church (Italy). Appl. Geomat.","DOI":"10.1007\/s12518-021-00359-2"},{"key":"ref_22","doi-asserted-by":"crossref","unstructured":"Gironacci, I.M. (2020). State of the Art of Extended Reality Tools and Applications in Business. Transdisciplinary Perspectives on Risk Management and Cyber Intelligence, IGI Global.","DOI":"10.4018\/978-1-7998-4339-9.ch008"},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"57","DOI":"10.5194\/isprs-archives-XLII-2-W5-57-2017","article-title":"BIM orientation: Grades of generation and information for different type of analysis and management process","volume":"42","author":"Banfi","year":"2017","journal-title":"Int. Arch. Photogramm. Remote Sens. Spat. Inf. Sci."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"152","DOI":"10.1108\/IJBPA-09-2017-0036","article-title":"Digitalising asset management: Concomitant benefits and persistent challenges","volume":"36","author":"Roberts","year":"2018","journal-title":"Int. J. Build. Pathol. Adapt."},{"key":"ref_25","first-page":"1137","article-title":"Advanced 3d modeling versus building information modeling: The case study of palazzo ettoreo in sacile (Italy)","volume":"42","author":"Visintini","year":"2019","journal-title":"ISPRS Ann. Photogramm. Remote Sens. Spat. Inf. Sci."},{"key":"ref_26","first-page":"309","article-title":"Holistic heritage building information modelling (hhbim): From nodes to hub networking, vocabularies and repositories","volume":"42","author":"Brumana","year":"2019","journal-title":"ISPRS Ann. Photogramm. Remote Sens. Spat. Inf. Sci."},{"key":"ref_27","unstructured":"L\u00f3pez, F.J., Lerones, P.M., Llamas, J.M., G\u00f3mez-Garcia-Bermejo, J., and Zalama, E. Linking HBIM graphical and semantic information through the Getty AAT: Practical application to the Castle of Torrelobat\u00f3n. Proceedings of the IOP Conference Series: Materials Science and Engineering."},{"key":"ref_28","first-page":"143","article-title":"Interoperability for the design and construction industry through semantic web technology","volume":"Volume 6725 LNCS","author":"Pauwels","year":"2011","journal-title":"Proceedings of the Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)"},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"239","DOI":"10.1016\/j.autcon.2015.05.007","article-title":"Connecting building component catalogues with BIM models using semantic technologies: An application for precast concrete components","volume":"57","author":"Costa","year":"2015","journal-title":"Autom. Constr."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"958","DOI":"10.1016\/j.aei.2015.09.004","article-title":"BIM perspective definition metadata for interworking facility management data","volume":"29","author":"Kang","year":"2015","journal-title":"Adv. Eng. Inform."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"22","DOI":"10.1016\/j.autcon.2017.03.013","article-title":"A shared ontology approach to semantic representation of BIM data","volume":"80","author":"Niknam","year":"2017","journal-title":"Autom. Constr."},{"key":"ref_32","unstructured":"(2021, July 02). A Semantic Web Primer for Object-Oriented Software Developers. Available online: https:\/\/www.w3.org\/TR\/sw-oosd-primer\/."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"100","DOI":"10.1016\/j.autcon.2015.12.003","article-title":"EXPRESS to OWL for construction industry: Towards a recommendable and usable ifcOWL ontology","volume":"63","author":"Pauwels","year":"2016","journal-title":"Autom. Constr."},{"key":"ref_34","unstructured":"Simeone, D., Cursi, S., Toldo, I., and Carrara, G. (2014, January 10\u201312). B(H)IM -Built Heritage Information Modelling. Proceedings of the 32nd eCAADe Conference, Newcastle Upon Tyne, UK."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"171","DOI":"10.5194\/isprs-archives-XLII-2-171-2018","article-title":"A restoration oriented HBIM system for cultural heritage documentation: The case study of Parma cathedral","volume":"42","author":"Bruno","year":"2018","journal-title":"Int. Arch. Photogramm. Remote Sens. Spat. Inf. Sci."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"605","DOI":"10.5194\/isprs-archives-XLII-2-W5-605-2017","article-title":"Modeling the decay in an HBIM starting from 3D point clouds. A followed approach for cultural heritage knowledge","volume":"42","author":"Chiabrando","year":"2017","journal-title":"Int. Arch. Photogramm. Remote Sens. Spat. Inf. Sci."},{"key":"ref_37","first-page":"586","article-title":"Method for registration of 3-D shapes","volume":"Volume 1611","author":"Besl","year":"1992","journal-title":"Proceedings of the Sensor Fusion IV: Control Paradigms and Data Structures"},{"key":"ref_38","doi-asserted-by":"crossref","unstructured":"Altun, M., and Akcamete, A. (2019). A Method for facilitating 4D modeling by automating task information generation and mapping. Advances in Informatics and Computing in Civil and Construction Engineering, Springer International Publishing.","DOI":"10.1007\/978-3-030-00220-6_57"},{"key":"ref_39","doi-asserted-by":"crossref","unstructured":"Cogima, C., Paiva, P., Dezen-Kempter, E., Carvalho, M.A.G., and Soibelman, L. (2019). The role of knowledge-based information on BIM for Built Heritage. Advances in Informatics and Computing in Civil and Construction Engineering, Springer International Publishing.","DOI":"10.1007\/978-3-030-00220-6_4"},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"413","DOI":"10.5194\/isprs-archives-XLII-2-W15-413-2019","article-title":"from reality to parametric models of cultural heritage assets for HBIM","volume":"42","author":"Diara","year":"2019","journal-title":"Int. Arch. Photogramm. Remote Sens. Spat. Inf. Sci."},{"key":"ref_41","unstructured":"Fai, S., and Sydor, M. (November, January 28). Building Information Modelling and the documentation of architectural heritage: Between the \u201ctypical\u201d and the \u201cspecific\u201d. Proceedings of the Digital Heritage International Congress (Digital Heritage), Marseille, France."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"72","DOI":"10.1108\/IJBPA-04-2019-0036","article-title":"Developing a collaborative HBIM to integrate tangible and intangible cultural heritage","volume":"39","author":"Heesom","year":"2021","journal-title":"Int. J. Build. Pathol. Adapt."},{"key":"ref_43","doi-asserted-by":"crossref","unstructured":"Ioannides, M., Magnenat-Thalmann, N., and Papagiannakis, G. (2017). Mixed Reality and Gamification for Cultural Heritage, Springer International Publishing.","DOI":"10.1007\/978-3-319-49607-8"},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"129","DOI":"10.1016\/j.culher.2017.05.004","article-title":"Knowledge-based data enrichment for HBIM: Exploring high-quality models using the semantic-web","volume":"28","author":"Quattrini","year":"2017","journal-title":"J. Cult. Herit."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"215","DOI":"10.5194\/isprsannals-II-5-W1-215-2013","article-title":"Hbim for conservation and management of built heritage: Towards a library of vaults and wooden bean floors","volume":"2","author":"Oreni","year":"2013","journal-title":"ISPRS Ann. Photogramm. Remote Sens. Spat. Inf. Sci."},{"key":"ref_46","doi-asserted-by":"crossref","unstructured":"Bagnolo, V., and Argiolas, R. (2021). Scan-to-BIM process versus 3D procedural modelling of gothic masonry vaults. Springer Tracts in Civil Engineering, Springer.","DOI":"10.1007\/978-3-030-49278-6_2"},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"6798","DOI":"10.1109\/ACCESS.2020.3048708","article-title":"Augmented Reality and Virtual Reality for Learning: An Examination Using an Extended Technology Acceptance Model","volume":"9","author":"Jang","year":"2021","journal-title":"IEEE Access"},{"key":"ref_48","doi-asserted-by":"crossref","unstructured":"Jung, K., Nguyen, V.T., and Lee, J. (2021). Blocklyxr: An interactive extended reality toolkit for digital storytelling. Appl. Sci., 11.","DOI":"10.3390\/app11031073"},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"499","DOI":"10.1016\/j.jas.2009.10.011","article-title":"Terrestrial laser scanning and close range photogrammetry for 3D archaeological documentation: The Upper Palaeolithic Cave of Parpall\u00f3 as a case study","volume":"37","author":"Lerma","year":"2010","journal-title":"J. Archaeol. Sci."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"234","DOI":"10.1016\/j.culher.2020.04.013","article-title":"Virtual museums. Captured reality and 3D modeling","volume":"45","author":"Morita","year":"2020","journal-title":"J. Cult. Herit."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"945","DOI":"10.5194\/isprs-archives-XLII-2-W15-945-2019","article-title":"New realities for Canada\u2019s parliament: A workflow for preparing heritage BIM for game engines and virtual reality","volume":"42","author":"Pybus","year":"2019","journal-title":"Int. Arch. Photogramm. Remote Sens. Spat. Inf. Sci."},{"key":"ref_52","doi-asserted-by":"crossref","unstructured":"Trunfio, M., Lucia, M.D., Campana, S., and Magnelli, A. (2020). Innovating the cultural heritage museum service model through virtual reality and augmented reality: The effects on the overall visitor experience and satisfaction. J. Herit. Tour.","DOI":"10.1080\/1743873X.2020.1850742"},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.catena.2015.04.004","article-title":"Measuring gullies by synergetic application of UAV and close range photogrammetry\u2014A case study from Andalusia, Spain","volume":"132","author":"Eltner","year":"2015","journal-title":"Catena"},{"key":"ref_54","unstructured":"(2021, July 02). Ente Nazionale per l\u2019Aviazione Civile\u2014Italian Civil Aviation Authority, Available online: https:\/\/www.enac.gov.it\/."},{"key":"ref_55","unstructured":"(2021, July 02). d-flight\u2014Enabling Autonomous Flight. Available online: https:\/\/www.d-flight.it\/new_portal\/."},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"139","DOI":"10.5194\/isprs-archives-XLII-2-W15-139-2019","article-title":"HBIM generation: Extending geometric primitives and BIM modelling tools for heritage structures and complex vaulted systems","volume":"42","author":"Banfi","year":"2019","journal-title":"Int. Arch. Photogramm. Remote Sens. Spat. Inf. Sci."},{"key":"ref_57","doi-asserted-by":"crossref","unstructured":"Brumana, R., Stanga, C., and Banfi, F. (2021). Models and scales for quality control: Toward the definition of specifications (GOA-LOG) for the generation and re-use of HBIM object libraries in a Common Data Environment. Appl. Geomat.","DOI":"10.1007\/s12518-020-00351-2"},{"key":"ref_58","first-page":"433","article-title":"Data modeling for museum collections","volume":"42","author":"Calvano","year":"2019","journal-title":"ISPRS Ann. Photogramm. Remote Sens. Spat. Inf. Sci."},{"key":"ref_59","unstructured":"Javidi, G. (1999). Virtual Reality and Education, University of South Florida."},{"key":"ref_60","first-page":"23","article-title":"Virtual Reality in the Classroom","volume":"33","author":"Pantelidis","year":"1993","journal-title":"Educ. Technol."},{"key":"ref_61","first-page":"59","article-title":"Reasons to Use Virtual Reality in Education and Training Courses and a Model to Determine When to Use Virtual Reality","volume":"2","author":"Pantelidis","year":"2010","journal-title":"Themes Sci. Technol. Educ."}],"container-title":["Journal of Imaging"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2313-433X\/7\/7\/118\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T06:31:04Z","timestamp":1760164264000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2313-433X\/7\/7\/118"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,7,16]]},"references-count":61,"journal-issue":{"issue":"7","published-online":{"date-parts":[[2021,7]]}},"alternative-id":["jimaging7070118"],"URL":"https:\/\/doi.org\/10.3390\/jimaging7070118","relation":{},"ISSN":["2313-433X"],"issn-type":[{"value":"2313-433X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,7,16]]}}}