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32 pages, 6234 KB  
Article
LandXML and LandInfra: A Technical Comparison for 3D Cadastre Data Modelling in New South Wales, Australia
by Kyle Gillespie and Dev Raj Paudyal
ISPRS Int. J. Geo-Inf. 2026, 15(5), 207; https://doi.org/10.3390/ijgi15050207 - 9 May 2026
Viewed by 820
Abstract
The development of a 3D digital cadastre is a key objective of Australia’s Cadastre 2034 strategy for modernising land information infrastructure. Jurisdictions across Australia are progressively transitioning from conventional 2D cadastral systems towards 3D cadastral models to better represent complex land and property [...] Read more.
The development of a 3D digital cadastre is a key objective of Australia’s Cadastre 2034 strategy for modernising land information infrastructure. Jurisdictions across Australia are progressively transitioning from conventional 2D cadastral systems towards 3D cadastral models to better represent complex land and property rights, particularly in dense urban environments. In New South Wales (NSW), LandXML is currently the standard for digital cadastral lodgement. However, its limitations in supporting 3D spatial data representation have prompted investigation of alternative standards such as LandInfra and its InfraGML encoding. The aim of this study is to investigate how LandInfra handles existing cadastral information in New South Wales, Australia. In particular, this study is a technical and structural comparison of LandXML and InfraGML, examining data modelling workflows and geometric encoding. A hybrid research methodology integrating Design Science Research (DSR) and Case Study Research (CSR) was applied. Two representative cadastral plans—a standard deposited plan and a strata plan—were digitised using LISCAD 2025 v25.9.23.1 and AutoCAD Civil 3D 2026 V1 and subsequently modelled in both LandXML and InfraGML formats. Validation was conducted using KITModelViewer and schema validators, with comparative analysis of development cycle, modelling structure, usability, and workflow. This study demonstrates that InfraGML offers semantic richness and structural flexibility compared to LandXML within the scope of the examined case studies, although its practical adoption is constrained by limited commercial software support and may present adoption challenges for practitioners. The findings of this research suggest that LandInfra offers considerable potential for advancing the future development of 3D cadastre in Australia. In this context, InfraGML is positioned as a promising data standard for ongoing investigation and future research, rather than an immediate substitute for LandXML. Within the scope of this study, a fully operational 3D cadastral implementation is neither developed nor validated within existing legal or institutional frameworks, and complex 3D scenarios are not addressed. Future research should explore integration with CAD platforms, legislative implications of 3D survey features, complex volumetric cases, and formal 3D topological validation, and alternative modelling approaches, such as using Nested Parcels method and InfraJSON encoding. Full article
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22 pages, 2689 KB  
Article
Three-Dimensional Variation of the Human Hard Palate Across Populations: A Geometric Morphometrics Study
by Thao Liang Chiam, Angela Gurr, Toby Hughes, Lyle Palmer and Denice Higgins
Dent. J. 2026, 14(5), 258; https://doi.org/10.3390/dj14050258 - 29 Apr 2026
Viewed by 910
Abstract
Background/Objectives: This study evaluated 3D palatal shape variation to distinguish population affinities, aiming to enhance forensic and anthropological assessments of unknown human remains. Methods: Maxillary dental casts (n = 100 per group) from four population groups, Australian Europeans, Malaysian Malays, [...] Read more.
Background/Objectives: This study evaluated 3D palatal shape variation to distinguish population affinities, aiming to enhance forensic and anthropological assessments of unknown human remains. Methods: Maxillary dental casts (n = 100 per group) from four population groups, Australian Europeans, Malaysian Malays, Malaysian Chinese and Malaysian Indians, were digitised using a 3D scanner. Fourteen gingival and two mid-palatal landmarks and 99 surface points (semi-landmarks) were placed to capture the overall palatal shape. Shape data were aligned using Generalised Procrustes Analysis (GPA) followed by Principal Component Analysis (PCA) to explore shape variation. Canonical Variate Analysis (CVA) and Mahalanobis distances were used to assess group differences. Classification performance was evaluated using accuracy, sensitivity, specificity, precision, and F1 score. Results: The first five principal components (each explaining ≥5% of the observed variation) were retained for CVA. CV1 accounted for 88% of the between-group variance, showing clear separation of Europeans from the clustered Malay–Chinese group, with Indians appearing intermediate. European palates were longer, narrower, deeper, and more anteriorly tapered. Significant shape differences were found between all groups, except between Malays and Chinese. The overall classification accuracy was 45%, with better performance for European and Indian groups. Specificity was higher across all groups (0.70–0.90), while sensitivity, precision, and F1 scores were moderate. Conclusions: Geometric morphometric analysis revealed population-level differences in palatal shape, with moderate accuracy and high specificity. These findings support its role as a complementary tool alongside other data in forensic and anthropological applications. While palatal shape alone cannot definitively classify populations, it may be useful for excluding certain groups. Full article
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15 pages, 2189 KB  
Review
Advances in Geomatics Data Acquisition for Architectural Heritage: A Critical Review Toward Sustainable, Data-Driven Conservation
by Agustí Costa-Jover, M. Amparo Núñez-Andrés and Felipe Buill Pozuelo
Sustainability 2026, 18(6), 3003; https://doi.org/10.3390/su18063003 - 19 Mar 2026
Cited by 1 | Viewed by 626
Abstract
This article presents a critical analysis of the evolution of geomatics data acquisition technologies in architectural heritage. The review traces this progression from 15th-century scientific drawings through discrete surveying methods and early analogue photogrammetry, culminating in modern massive capture systems such as digital [...] Read more.
This article presents a critical analysis of the evolution of geomatics data acquisition technologies in architectural heritage. The review traces this progression from 15th-century scientific drawings through discrete surveying methods and early analogue photogrammetry, culminating in modern massive capture systems such as digital photogrammetry and laser scanning. These advanced techniques have fundamentally transformed traditional approaches to 3D modelling. Based on the recent literature, we explore how this data is increasingly integrated into heritage building information modelling (HBIM), digital twins, and AI-based tools, driving a paradigm shift in the development of sustainable conservation strategies for historic buildings. Finally, while digital tools can actively reduce the environmental impact of buildings, we critically weigh these benefits against the direct energy and carbon costs of the digitisation process itself. Full article
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23 pages, 13439 KB  
Article
Quality Assessment of Digital 3D Models of Museum Artefacts from the Mobile LiDAR iPhone and Structured Light Scanners
by Jerzy Montusiewicz, Marek Milosz, Wojciech Sarnowski and Rahim Kayumov
Appl. Sci. 2026, 16(4), 2100; https://doi.org/10.3390/app16042100 - 21 Feb 2026
Cited by 1 | Viewed by 1282
Abstract
Creating a digital 3D model of museum artefacts has been a common practice for many years. Such models can be used for archiving, research, and marketing purposes, as well as to counteract various types of exclusion. A digital copy created using professional 3D [...] Read more.
Creating a digital 3D model of museum artefacts has been a common practice for many years. Such models can be used for archiving, research, and marketing purposes, as well as to counteract various types of exclusion. A digital copy created using professional 3D scanners using 3D structured-light scanning (3D SLS) or terrestrial laser scanning technology requires expensive equipment, specialised software for postprocessing, and a trained team. The introduction of mobile phones with Light Detection and Ranging (LiDAR) sensors and the development of appropriate open-access software have enabled the use of phones to generate digital 3D models. This study compares the quality of 3D models created with 3D SLS and mobile LiDAR technologies using three identical small museum artefacts from the Silk Road area of the Samarkand State University museum in Uzbekistan. They were digitised in 2017 and 2025. The results indicate that digital 3D models generated with an iPhone 16 PRO MAX device using Scaniverse LiDAR software are incomplete and thus less versatile. Therefore, they cannot serve as archival models. Their accuracy and quality (mesh density, size, and texture quality), as well as the speed of generating 3D models, make them ideal for marketing purposes and digital tourism. Full article
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21 pages, 2775 KB  
Article
Assessment of Organisational Innovation: An Analytical Framework for Higher Education Institutions
by María Begoña Peña-Lang and Aurelio Villa
Systems 2026, 14(2), 214; https://doi.org/10.3390/systems14020214 - 18 Feb 2026
Viewed by 841
Abstract
This study analyses the degree of organisational innovation (OI) in Spanish universities and its relationship with institutional competitiveness, proposing a robust analytical framework for its assessment. A mixed, sequential and explanatory design was used, integrating a documentary analysis of R&D indicators, semi-structured interviews [...] Read more.
This study analyses the degree of organisational innovation (OI) in Spanish universities and its relationship with institutional competitiveness, proposing a robust analytical framework for its assessment. A mixed, sequential and explanatory design was used, integrating a documentary analysis of R&D indicators, semi-structured interviews with 15 university managers and the validation of an OI questionnaire applied to 387 engineering students and graduates. Qualitative data were analysed with ATLAS.ti 9 and quantitative data were analysed using confirmatory factor analysis and structural equation modelling (SEM) in AMOS v.27, obtaining satisfactory fit indices (CFI = 0.970; RMSEA = 0.051). The results reveal moderate development of OI (Organisational Innovation), with significant differences between institutions according to their level of digitisation, strategic policies and organisational culture. Creativity emerged as the main predictor of key competencies such as active learning and technological design, while excessive institutional openness had negative effects on self-management. Full article
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27 pages, 1668 KB  
Review
Digital Visualization Infrastructures of 3D Models in a Scientific Contest
by Sander Münster and Fabrizio I. Apollonio
Heritage 2026, 9(2), 59; https://doi.org/10.3390/heritage9020059 - 4 Feb 2026
Cited by 4 | Viewed by 1854
Abstract
Over recent decades, various projects—especially at the European level—have developed platforms for storing 2D and 3D digital models of cultural heritage. These platforms aim to preserve, organise, and make heritage data accessible for research, education, and public engagement. However, they face challenges due [...] Read more.
Over recent decades, various projects—especially at the European level—have developed platforms for storing 2D and 3D digital models of cultural heritage. These platforms aim to preserve, organise, and make heritage data accessible for research, education, and public engagement. However, they face challenges due to diverse data formats, increasing user demands, and a lack of standardisation and metadata consistency. Advancements in digital technologies have enabled more efficient systems for acquiring, processing, and preserving cultural heritage data. Three-dimensional digitisation, in particular, supports multidimensional analysis and modernises documentation practices. Despite significant experience in creating 3D data repositories, comprehensive Information Systems for managing the full lifecycle of cultural heritage—especially those that integrate existing platforms—or web-based platforms designed to support collaborative scientific research by integrating data, tools, and computational resources remain limited and are not established at national levels. This paper explores this evolving landscape, highlighting key methodological and technological foundations for future systems. It also addresses open questions, opportunities, limitations, and ongoing challenges, emphasizing the need for semantic-based approaches to integrate fragmented data and foster collaboration between public and private stakeholders. Full article
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19 pages, 6432 KB  
Article
Storage and Production Aspects of Reservoir Fluids in Sedimentary Core Rocks
by Jumana Sharanik, Ernestos Sarris and Constantinos Hadjistassou
Geosciences 2025, 15(10), 386; https://doi.org/10.3390/geosciences15100386 - 3 Oct 2025
Cited by 1 | Viewed by 1165
Abstract
Understanding the fluid storage and production mechanisms in sedimentary rocks is vital for optimising natural gas extraction and subsurface resource management. This study applies high-resolution X-ray computed tomography (≈15 μm) to digitise rock samples from onshore Cyprus, producing digital rock models from DICOM [...] Read more.
Understanding the fluid storage and production mechanisms in sedimentary rocks is vital for optimising natural gas extraction and subsurface resource management. This study applies high-resolution X-ray computed tomography (≈15 μm) to digitise rock samples from onshore Cyprus, producing digital rock models from DICOM images. The workflow, including digitisation, numerical simulation of natural gas flow, and experimental validation, demonstrates strong agreement between digital and laboratory-measured porosity, confirming the methods’ reliability. Synthetic sand packs generated via particle-based modelling provide further insight into the gas storage mechanisms. A linear porosity–permeability relationship was observed, with porosity increasing from 0 to 35% and permeability from 0 to 3.34 mD. Permeability proved critical for production, as a rise from 1.5 to 3 mD nearly doubled the gas flow rate (14 to 30 fm3/s). Grain morphology also influenced gas storage. Increasing roundness enhanced porosity from 0.30 to 0.41, boosting stored gas volume by 47.6% to 42 fm3. Although based on Cyprus retrieved samples, the methodology is applicable to sedimentary formations elsewhere. The findings have implications for enhanced oil recovery, CO2 sequestration, hydrogen storage, and groundwater extraction. This work highlights digital rock physics as a scalable technology for investigating transport behaviour in porous media and improving characterisation of complex sedimentary reservoirs. Full article
(This article belongs to the Special Issue Advancements in Geological Fluid Flow and Mechanical Properties)
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15 pages, 4067 KB  
Article
Survey and Analysis of Hieroglyphic Inscriptions in the Postern of Yerkapı–Ḫattuša
by Leopoldo Repola, Giovanni Varriale, Massimiliano Marazzi, Vincenzo Morra and Andreas Schachner
Heritage 2025, 8(8), 321; https://doi.org/10.3390/heritage8080321 - 11 Aug 2025
Cited by 1 | Viewed by 1988
Abstract
Yerkapı, a prominent structure within Ḫattuša, the capital of the Hittite Empire (17th–12th century BC), exemplifies the sophisticated architectural and cultural practices of this ancient civilisation. The monument, encompassing a Sphinx Gate and an underground tunnel (postern) featuring 249 hieroglyphic inscriptions, is hypothesised [...] Read more.
Yerkapı, a prominent structure within Ḫattuša, the capital of the Hittite Empire (17th–12th century BC), exemplifies the sophisticated architectural and cultural practices of this ancient civilisation. The monument, encompassing a Sphinx Gate and an underground tunnel (postern) featuring 249 hieroglyphic inscriptions, is hypothesised to have served ceremonial rather than defensive purposes. This study employs a multidisciplinary approach to document, analyse, and interpret the inscriptions and their architectural context through advanced methodologies. High-resolution 3D digitisation was conducted using drones, terrestrial laser scanning, and photogrammetric techniques, enabling the creation of detailed models of the site. Specific focus was given to the postern, with comprehensive surveys delineating the geometries of the inscriptions and their spatial relationships to the Sphinx Gate. Diagnostic pigment analysis provided insights into the mineralogical and chemical composition of the red figures, further informing the interpretation of the hieroglyphs. The integration of 3D models and petrographic data allowed for the identification of previously unobservable details and facilitated a sequential reading of the inscriptions within their architectural framework. The findings emphasise Yerkapı’s function as a site of symbolic and ritual importance, thereby advancing our comprehension of Hittite ceremonial practices and establishing a methodological paradigm for the integration of digital archaeology with the study of geo-materials in the investigation of complex ancient monuments. Full article
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36 pages, 2195 KB  
Article
And Now What? Three-Dimensional Scholarship and Infrastructures in the Post-Sketchfab Era
by Costas Papadopoulos, Kelly Gillikin Schoueri and Susan Schreibman
Heritage 2025, 8(3), 99; https://doi.org/10.3390/heritage8030099 - 7 Mar 2025
Cited by 13 | Viewed by 4509
Abstract
The transition of Sketchfab, a widely used platform for hosting and sharing 3D cultural heritage content, to Epic Games’ Fab marketplace has raised concerns within the cultural heritage community about the potential loss of years of work and thousands of 3D models, highlighting [...] Read more.
The transition of Sketchfab, a widely used platform for hosting and sharing 3D cultural heritage content, to Epic Games’ Fab marketplace has raised concerns within the cultural heritage community about the potential loss of years of work and thousands of 3D models, highlighting the risks of relying on commercial solutions for preservation and dissemination. This shift, together with the unprecedented investments by the European Commission on infrastructures for digitised heritage, present a critical opportunity to restart conversations about the future of 3D scholarship and infrastructures for cultural heritage. Using a mixed-methods approach, this paper analyses data from a literature review, two surveys, a focus group, and community responses to Sketchfab’s announced changes. Our findings reveal critical user requirements, including robust metadata and paradata for transparency, advanced analytical tools for scholarly use, flexible annotation systems, mechanisms for ownership, licensing, and citation, as well as community features for fostering engagement and recognition. This paper proposes models and key features for a new infrastructure and concludes by calling for collaborative efforts among stakeholders to develop a system that will ensure that 3D cultural heritage remains accessible, reusable, and meaningful in an ever-changing technological landscape. Full article
(This article belongs to the Section Digital Heritage)
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38 pages, 4440 KB  
Review
How to Digitise Bridge Structures—A Systematic Review of the Status Quo for Creating Digital BIM Models of Existing Bridge Structures in the Operational Phase
by Jan-Iwo Jäkel, Eva Heinlein, Peter Gölzhäuser, Maximilian Kellner, Katharina Klemt-Albert and Alexander Reiterer
Infrastructures 2025, 10(3), 47; https://doi.org/10.3390/infrastructures10030047 - 24 Feb 2025
Cited by 3 | Viewed by 3825
Abstract
In recent decades, the condition of many bridge structures has deteriorated and the need for maintenance measures has increased. Until now, these maintenance measures have mainly been carried out manually and reactively. The use of digital 3D models based on Building Information Modelling [...] Read more.
In recent decades, the condition of many bridge structures has deteriorated and the need for maintenance measures has increased. Until now, these maintenance measures have mainly been carried out manually and reactively. The use of digital 3D models based on Building Information Modelling (BIM) can remedy this situation and create the basis for predictive maintenance management. While the generation of 3D models of new bridge structures is simple, the digitization of existing structures can be a complex process. This article provides an overview of the state of the scientific practice with regard to the procedures, technologies and data used to generate 3D models of existing bridge structures using the BIM method. Using a systematic literature analysis, scientific databases are searched for suitable literature and analysed with predefined filtering parameters. The results provide a uniform understanding of the current status quo of the digitisation of existing bridge structures and show existing degrees of digitisation and automation. Full article
(This article belongs to the Section Infrastructures Materials and Constructions)
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24 pages, 2264 KB  
Review
Transforming Architectural Digitisation: Advancements in AI-Driven 3D Reality-Based Modelling
by Kai Zhang and Francesco Fassi
Heritage 2025, 8(2), 81; https://doi.org/10.3390/heritage8020081 - 18 Feb 2025
Cited by 10 | Viewed by 3852
Abstract
The capture of 3D reality has demonstrated increased efficiency and consistently accurate outcomes in architectural digitisation. Nevertheless, despite advancements in data collection, 3D reality-based modelling still lacks full automation, especially in the post-processing and modelling phase. Artificial intelligence (AI) has been a significant [...] Read more.
The capture of 3D reality has demonstrated increased efficiency and consistently accurate outcomes in architectural digitisation. Nevertheless, despite advancements in data collection, 3D reality-based modelling still lacks full automation, especially in the post-processing and modelling phase. Artificial intelligence (AI) has been a significant focus, especially in computer vision, and tasks such as image classification and object recognition might be beneficial for the digitisation process and its subsequent utilisation. This study aims to examine the potential outcomes of integrating AI technology into the field of 3D reality-based modelling, with a particular focus on its use in architecture and cultural-heritage scenarios. The main methods used for data collection are laser scanning (static or mobile) and photogrammetry. As a result, image data, including RGB-D data (files containing both RGB colours and depth information) and point clouds, have become the most common raw datasets available for object mapping. This study comprehensively analyses the current use of 2D and 3D deep learning techniques in documentation tasks, particularly downstream applications. It also highlights the ongoing research efforts in developing real-time applications with the ultimate objective of achieving generalisation and improved accuracy. Full article
(This article belongs to the Section Architectural Heritage)
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30 pages, 9935 KB  
Article
A Versatile Workflow for Building 3D Hydrogeological Models Combining Subsurface and Groundwater Flow Modelling: A Case Study from Southern Sardinia (Italy)
by Simone Zana, Gabriele Macchi Ceccarani, Fabio Canova, Vera Federica Rizzi, Simone Simone, Matteo Maino, Daniele D’Emilio, Antonello Micaglio and Guido Bonfedi
Water 2025, 17(1), 126; https://doi.org/10.3390/w17010126 - 5 Jan 2025
Viewed by 3198
Abstract
This research project aims to develop a basin-scaled 3D hydrogeological model by using Petrel E&P (Petrel 2021©) as the basis for a numerical groundwater flow model developed with “ModelMuse”. A relevant aspect of the project is the use of Petrel 2021© geologic modelling [...] Read more.
This research project aims to develop a basin-scaled 3D hydrogeological model by using Petrel E&P (Petrel 2021©) as the basis for a numerical groundwater flow model developed with “ModelMuse”. A relevant aspect of the project is the use of Petrel 2021© geologic modelling tools in the field of applied hydrogeology to improve the details of both hydrogeological and numerical groundwater flow models, and their predictive capabilities. The study area is located in South Sardinia (Campidano Plain), where previous hydrogeological and modelling studies were available. The hydrogeological model was developed by digitising and interpreting the facies in the available borehole logs; a grid was subsequently created, including the main hydrogeological surfaces and performing geostatistical modelling of the facies based on grain size percentages. Afterwards, an empiric formula, achieved from flow tests and laboratory analyses, was applied to the grain size distribution to obtain preliminary hydraulic conductivity values, calibrated during simulations. These simulations, under various groundwater head scenarios, established the boundary conditions and conductivity values needed to determine the hydrogeological balance of the study area. The probabilistic approach has produced a highly detailed model able to adequately represent the natural hydrogeological phenomena and the anthropic stresses in places underground. Full article
(This article belongs to the Section Hydrogeology)
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25 pages, 36221 KB  
Article
3D Representation of Rituals in HBIM: The Central Pillar and Fire Pit Space in the Tibetan-Yi Corridor
by Xiang Li, Lorenzo Teppati Losè and Fulvio Rinaudo
Heritage 2024, 7(12), 7273-7297; https://doi.org/10.3390/heritage7120336 - 19 Dec 2024
Cited by 4 | Viewed by 2840
Abstract
In architectural heritage research, rituals and human activities are often overlooked but are crucial for maintaining authenticity and reflecting various cultural values. In the Tibetan-Yi Corridor, one of China’s most renowned heritage routes, rituals and behaviours around the central pillar or fire pit [...] Read more.
In architectural heritage research, rituals and human activities are often overlooked but are crucial for maintaining authenticity and reflecting various cultural values. In the Tibetan-Yi Corridor, one of China’s most renowned heritage routes, rituals and behaviours around the central pillar or fire pit reflect the shared culture and history of Di-Qiang ethnic groups, serving as critical indicators in studying their origins. A scientific method linking physical spaces with intangible cultural information is essential to preserve these rituals or activities and understand their interactions with architectural spaces. This study introduces a method utilising HBIM technology to document and analyse the 3D structures of Di-Qiang ethnic architecture and the rituals. It deconstructs rituals into bodily movements represented within the BIM space to simulate the behaviours of various roles. This method visualises ritual types and critical information by encoding different rituals and movements through geometric shapes, sizes, and colours, effectively linking architectural spaces with intangible cultural elements. The study’s two main contributions are (i) the HBIM archival method for Di-Qiang ethnic architecture, standardising geometric modelling and semantic information recording to digitise Di-Qiang architectural heritage, and forming a foundational 3D model library and semantic database; and (ii) the 3D representation method for ritual movements, which offers a way to manage intangible cultural information and spatially assess cultural behaviours, and evaluates the authenticity and quality of architectural heritage by analysing bodily rituals in space. This approach introduces a novel method for documenting and researching intangible heritage in cultural studies. Additionally, the digital technology-based research method offers a convenient platform for integrating and connecting digital heritage with digital humanities in the future. Full article
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29 pages, 6302 KB  
Review
Impact of 3D Digitising Technologies and Their Implementation
by Paula Triviño-Tarradas, Diego Francisco García-Molina and José Ignacio Rojas-Sola
Technologies 2024, 12(12), 260; https://doi.org/10.3390/technologies12120260 - 14 Dec 2024
Cited by 9 | Viewed by 4905
Abstract
In recent years, 3D digitalisation has experienced significant growth, revolutionising the way we capture, process and use geometric data. Initially conceived for industrial applications, these technologies have expanded to multiple fields, offering unprecedented accuracy and versatility. Depending on the accuracy and efficiency to [...] Read more.
In recent years, 3D digitalisation has experienced significant growth, revolutionising the way we capture, process and use geometric data. Initially conceived for industrial applications, these technologies have expanded to multiple fields, offering unprecedented accuracy and versatility. Depending on the accuracy and efficiency to be achieved in a specific field of application, and on the analytical capacity, a specific 3D digitalisation technique or another will be used. This review aims to delve into the application of 3D scanning techniques, according to the implementation sector. The optimal geometry capturing and processing 3D data techniques for a specific case are studied as well as their limitations. Full article
(This article belongs to the Section Assistive Technologies)
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34 pages, 14681 KB  
Article
Performance Evaluation and Optimization of 3D Models from Low-Cost 3D Scanning Technologies for Virtual Reality and Metaverse E-Commerce
by Rubén Grande, Javier Albusac, David Vallejo, Carlos Glez-Morcillo and José Jesús Castro-Schez
Appl. Sci. 2024, 14(14), 6037; https://doi.org/10.3390/app14146037 - 10 Jul 2024
Cited by 23 | Viewed by 8618
Abstract
Virtual Reality (VR) is and will be a key driver in the evolution of e-commerce, providing an immersive and gamified shopping experience. However, for VR shopping spaces to become a reality, retailers’ product catalogues must first be digitised into 3D models. While this [...] Read more.
Virtual Reality (VR) is and will be a key driver in the evolution of e-commerce, providing an immersive and gamified shopping experience. However, for VR shopping spaces to become a reality, retailers’ product catalogues must first be digitised into 3D models. While this may be a simple task for retail giants, it can be a major obstacle for small retailers, whose human and financial resources are often more limited, making them less competitive. Therefore, this paper presents an analysis of low-cost scanning technologies for small business owners to digitise their products and make them available on VR shopping platforms, with the aim of helping improve the competitiveness of small businesses through VR and Artificial Intelligence (AI). The technologies to be considered are photogrammetry, LiDAR sensors and NeRF.In addition to investigating which technology provides the best visual quality of 3D models based on metrics and quantitative results, these models must also offer good performance in commercial VR headsets. In this way, we also analyse the performance of such models when running on Meta Quest 2, Quest Pro and Quest 3 headsets (Reality Labs, Reality Labs, CA, USA) to determine their feasibility and provide use cases for each type of model from a scalability point of view. Finally, our work describes a model optimisation process that reduce the polygon count and texture size of high-poly models, converting them into more performance-friendly versions without significantly compromising visual quality. Full article
(This article belongs to the Section Computing and Artificial Intelligence)
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