Abstract
In this work we present a new approach to study shape descriptors of archaeological objects using an implementation of the smoothed-points shape descriptor (SPSD) method that is based on the numerical mesh-free simulation method smoothed-particles hydrodynamics. SPSD can describe the textural or morphological properties of a surface by obtaining a property field descriptor based on the points shape descriptors and a smoothing function over a neighborhood of each point. The neighborhood size depends on a smoothing distance function which drives the field descriptor to either focus on small local details or larger details over big surfaces. SPSD is designed to provide a real-time scientific visualization of cloud points shape descriptors to assist in the field study of archaeological artifacts. It also has the potential to provide quantitative values (e.g. morphological properties) for artifacts analysis and classification (computational and archaeological). Due to the visualisation requirement for a real-time solution, SPSD is implemented in CUDA using an Octree method as the mechanism to solve the neighborhood particles interaction for each point cloud.
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References
Addison, A.C., Gaiani, M.: Virtualized architectural heritage: new tools and techniques. IEEE MultiMedia 7(2), 26–31 (2000). https://doi.org/10.1109/93.848422
Barreau, J.B., et al.: Ceramics fragments digitization by photogrammetry, reconstructions and applications. In: International Conference on Culturage Heritage, EuroMed 2014, Lemessos, Cyprus, November 2014. https://hal.archives-ouvertes.fr/hal-01090145
Brutto, M.L., Meli, P.: Computer vision tools for 3D modelling in archaeology. Int. J. Heritage Dig. Era 1(1\_suppl), 1–6 (2012). https://doi.org/10.1260/2047-4970.1.0.1
Gingold, R.A., Monaghan, J.J.: Smoothed particle hydrodynamics - theory and application to non-spherical stars. MNRAS 181, 375–389 (1977). https://doi.org/10.1093/mnras/181.3.375
Gu, Z., Pan, W., Song, G., Qiu, Z., Yang, Y., Wang, C.: Investigating the tool marks of stone reliefs from the Mausoleum of Cao Cao (AD155-AD220) in China. J. Archaeol. Sci. 43, 31–37 (2014). https://doi.org/10.1016/j.jas.2013.12.005, http://www.sciencedirect.com/science/article/pii/S0305440313004354
Hou, M., Li, S., Jiang, L., Wu, Y., Hu, Y., Yang, S., Zhang, X.: A new method of gold foil damage detection in stone carving relics based on multi-temporal 3D LiDAR point clouds. ISPRS Int. J. Geo-Inf. 5(5) (2016). https://doi.org/10.3390/ijgi5050060, https://www.mdpi.com/2220-9964/5/5/60
Joyce, R.A.: Performing the body in pre-hispanic central America. Res.: Anthropol. Aesthetics 33, 147–165 (1998). https://doi.org/10.1086/RESv33n1ms20167006
Lothrop, S.K.: Essays in Pre-Columbian Art and Archaeology. Harvard University Press, Cambridge (1961)
Lucy, L.B.: A numerical approach to the testing of the fission hypothesis. Astron. J. 82, 1013–1024 (1977). https://doi.org/10.1086/112164
Monaghan, J.J.: Smoothed particle hydrodynamics. Ann. Rev. Astron. Astrophys. 30, 543–574 (1992). https://doi.org/10.1146/annurev.aa.30.090192.002551
Morton, G.M.: A Computer Oriented Geodetic Data Base and a New Technique in File Sequencing. International Business Machines Co., Ottawa (1966)
PARTHENOS (ed.): Digital 3D objects in art and humanities: challenges of creation, interoperability and preservation. White paper. PARTHENOS, Bordeaux, France, May 2017. https://hal.inria.fr/hal-01526713
Reu, J.D., et al.: Towards a three-dimensional cost-effective registration of the archaeological heritage. J. Archaeol. Sci. 40(2), 1108–1121 (2013). https://doi.org/10.1016/j.jas.2012.08.040, http://www.sciencedirect.com/science/article/pii/S0305440312003949
Sackett, J.A.: The meaning of style in archaeology: a general model. Am. Antiq. 42(3), 369–380 (1977). https://doi.org/10.2307/279062
Saleri, R., et al.: UAV photogrammetry for archaeological survey: the theaters area of Pompeii. In: 2013 Digital Heritage International Congress (DigitalHeritage), vol. 2, pp. 497–502, October 2013. https://doi.org/10.1109/DigitalHeritage.2013.6744818
Setty, S., Mudenagudi, U.: Example-based 3D inpainting of point clouds using metric tensor and Christoffel symbols. Mach. Vis. Appl. 29(2), 329–343 (2018). https://doi.org/10.1007/s00138-017-0886-7
Shapiro, V., Tsukanov, I.G.: Mesh-free method and system for modeling and analysis (2004)
Shea, J.J.: Lithic microwear analysis in archeology. Evol. Anthropol.: Issues News Rev. 1(4), 143–150 (1992). https://doi.org/10.1002/evan.1360010407
Tan, J., Yang, X.: Physically-based fluid animation: a survey. Sci. Chin. Ser. F: Inf. Sci. 52(5), 723–740 (2009). https://doi.org/10.1007/s11432-009-0091-z
Wauchope, R., JIKRCL of Congress: Handbook of Middle American Indians. University of Texas Press, Austin (1964)
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Valdez, D.A.S. et al. (2020). CUDA Implementation of a Point Cloud Shape Descriptor Method for Archaeological Studies. In: Blanc-Talon, J., Delmas, P., Philips, W., Popescu, D., Scheunders, P. (eds) Advanced Concepts for Intelligent Vision Systems. ACIVS 2020. Lecture Notes in Computer Science(), vol 12002. Springer, Cham. https://doi.org/10.1007/978-3-030-40605-9_39
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