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TECHNOLOGY           35
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            Three-dimensional scanning of furniture in scientific
          documents involves the use of technologies such as Terrestrial                                      cottonbro studio
          Laser Scanning (TLS), custom trolley-based systems with laser
          scanners, and advanced methods such as reversible jump

          MCMC for structural element identification.
            Additionally,  repositories  such as 3D-FUTURE  provide
          richly annotated 3D furniture shapes for research purposes.
            Recent advances include Mesh CA, a method that combines
          neural networks and differentiable rendering for 3D object
          reconstruction without 3D supervision data. These approaches
          enable the generation of accurate 3D furniture models, aiding
          in tasks such as furniture classification, structural element   However, because of the growing need to digitise real-world
          identification, and texture recovery for comprehensive research   objects for manufacturing in the shortest time and at a price

          in areas like 3D modelling and object pose estimation.  as low as possible, such as ornamental objects or various
            Tsipotas and Spathopoulou, Elgewely, and Wang described   components of furniture where the precision of the resulting
          3D scanning technology for restoring and protecting ancient   3D model is less demanding, it can be used for this purpose
          furniture. These studies concluded that digitalisation significantly   and only for large objects. Photogrammetric methods cannot
          enhances restoration  quality  when combined  with modern   be used to scan small and precise objects.
          manufacturing methods.                                Valero et al. conducted one of the first studies focusing
            Three-dimensional scanning also has technological applications   on 3D scanning challenges for various complex surfaces of

          in the furniture industry. Sydor et al. used 3D scanning to   furniture using hand-held and stationary scanners. This is
          measure the instability of pinewood.               one of the first papers to research problems for 3D scanning
            In this study, 3D scanning was used as a metrology tool   different complex furniture surfaces using hand-held and
          to evaluate the sustainability of wooden furniture elements for   stationary 3D scanners.
          robotic montage. Bodi et al. explore the relationship between   Different materials were selected as experimental objects
          cutting parameters, material properties, and part geometry in   through the hand-held laser three-dimensional scanner mapping
          CNC machining and its impact on the quality of furniture parts.   experiment, and three-dimensional scanner measurement
            Two methods are presented to evaluate surface flatness   technology was used to quickly transform the scanned image
          and roughness, including manual and automated measurement   into one data point after another.

          techniques. The authors confirmed that 3D scanning helps   Three-dimensional data were obtained by scanning the
          automate manufacturing processes to improve the quality of   surface of complex furniture, and then the scan data were
          components.                                        converted into a standard data format to simulate the model
            Curta et al. present a digital close-range photogrammetry   of the scanned object.
          method as an inexpensive digitisation technique used for   The research studies mentioned above are the only ones
          abstract-shaped real objects, with the ultimate goal of being   found on the furniture industry’s application and methodology
          unique or mass production of the object using CNC machining.   of 3D scanning. As mentioned above, much of the research

          Although photogrammetry is a type of 3D scanning, it is   refers to general 3D scanning technology, its application, and
          generally not used in industrial applications.     its methods in other industries.
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