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Conformal self-organizing map for a genus-zero manifold

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Abstract

This paper presents the implementation of a surface mesh on a genus-zero manifold with 3D scattered data of sculpture surfaces using the conformal self-organizing map (CSM). It starts with a regular mesh on a sphere and gradually shapes the regular mesh to match its object’s surface by using the CSM. It can drape a uniform mesh on an object with a high degree of conformality. It accomplishes the surface reconstruction and also defines a conformal mapping from a sphere to the object’s manifold.

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References

  1. Amenta N, Bern M, Kamvysselis M (1999) A new Voronoi-based surface reconstruction algorithm. In: Proceedings of SIGGRAPH, pp 415–421

  2. Barhak J, Fischer A (2001) Parameterization and reconstruction from 3D scattered points based on neural network and PDE techniques. IEEE Trans Visual Comput Graph 7(1):1–16

    Article  Google Scholar 

  3. Barrett O (1996) Elementary differential geometry. Academic Press, New York

  4. Bauer HU, Pawelzik KR (1992) Quantifying the neighborhood preservation of self-organizing feature maps. IEEE Trans Neural Netw 3:570–578

    Article  Google Scholar 

  5. Chen SW, Stockman GC, Chang KE (1996) SO dynamic deformation for building of 3-D models. IEEE Trans Neural Netw 7(2):374–387

    Article  Google Scholar 

  6. Choi DI, Park SH (1994) Self-creating and organizing neural networks. IEEE Trans Neural Netw 5:561–575

    Article  Google Scholar 

  7. Churchill RV, Brown JW (1984) Complex variables and applications, 4th edn. McGraw-Hill, New York

  8. Curless B, Levoy M (1996) A volumetric method for building complex models from range images. In: Proceedings of SIGGRAPH, pp 303–312

  9. Driscoll TA (1996) A MATLAB toolbox for Schwarz–Christoffel mapping. ACM Trans Math Soft 22:168–186

    Article  Google Scholar 

  10. Edelsbrunner H, Műcke DP (1994) Three-dimensional alpha shapes. ACM Trans Graph 13:43–72

    Article  Google Scholar 

  11. Gotsman C, Gu X, Sheffer A (2003) Fundamentals of spherical parameterization for 3D meshes. ACM Trans Graphics 22:358–363

    Article  Google Scholar 

  12. Gu X, Yau ST (2002) Computing conformal structures of surfaces. Commun Inf Syst 2(2):121–146

    MathSciNet  Google Scholar 

  13. Gu X, Wang Y, Chan TF, Thompson PM, Yau ST (2004) Genus zero surface conformal mapping and its application to brain surface mapping. IEEE Trans Med Imag 23(7):1–8

    Article  Google Scholar 

  14. Hoppe H, DeRose T, Duchamp T, McDonald J, Stuetzle W (1992) Surface reconstruction from unorganized points. In: Proceedings of SIGGRAPH, pp 71–78

  15. Hoppe H (2002) Irregular to completely regular meshing in computer graphics. Invited Talk, 11th International Meshing Roundtable, Sandia National Laboratories, September 15–18, p 141

  16. Ivrissimtzis IP, Jeong WK, Seidel HP (2003) Using growing cell structures for surface reconstruction. In: Proceedings of the International Conference on Shape Modeling and Applications, Seoul, Korea, pp 78–88

  17. Kenner H (1976) Geodesic math and how to use it. University of California Press, Berkeley

  18. Kohonen T (1982) Self-organized formation of topologically correct feature maps. Biol Cybern 43:59–69

    Article  MathSciNet  Google Scholar 

  19. Levy B, Petitjean S, Ray N, Maillot J (2002) Least squares conformal maps for automatic texture atlas generation. In: Computer Graphics, Proceedings of SIGGRAPH 21(3):362–371

  20. Liou CY, Tai WP (1999) Conformal self-organization for continuity on a feature map. Neural Netw 12:893–905

    Article  Google Scholar 

  21. Liou CY, Tai WP (2000) Conformality in the self-organization network. Artif Intell 116:265–286

    Article  MathSciNet  Google Scholar 

  22. Ohmori K, Kunii TL (2001) Shape modeling using homotopy. In: Proceedings of the International Conference on Shape Modeling and Applications, (SMI), 7–11 May, Genoa, Italy, pp 126–133

  23. Ritter H (1999) Self-organizing maps in non-Euclidean spaces. In: Oja E, Kaski S (eds) Kohonen maps, Elsevier, Amsterdam, pp 97–110

  24. Surazhsky V, Gotsman C (2003) Explicit surface remeshing. In: Proceedings of the Eurographics Symposium on Geometry Processing, pp 17–2

  25. Tai WP (1997) Conformal self-organization. Dissertation, National Taiwan University

  26. Tai WP, Liou CY (2000) Image representation by self-organizing conformal network. Vis Comput 16(2):91–105

    Article  Google Scholar 

  27. Varady T, Martin RR, Cox J (1997) Reverse engineering of geometric models–an introduction. Comput Aided Des 29(4):255–268

    Article  Google Scholar 

  28. Yu Y (1999) Surface reconstruction from unorganized points using self-organizing neural networks. In: Proceedings of IEEE Visualization, San Francisco, California, pp 61–64

  29. Cyberware designs, manufactures, and sells standard and custom 3D scanning systems and software. “http://www.cyberware.com/samples/index.html”

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Correspondence to Cheng-Yuan Liou.

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Liou, CY., Kuo, YT. Conformal self-organizing map for a genus-zero manifold. Vis Comput 21, 340–353 (2005). https://doi.org/10.1007/s00371-005-0290-6

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  • DOI: https://doi.org/10.1007/s00371-005-0290-6

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