Skip to main content

2019 | OriginalPaper | Buchkapitel

Multi-patch B-Spline Statistical Shape Models for CAD-Compatible Digital Human Modeling

verfasst von : Toon Huysmans, Femke Danckaers, Jochen Vleugels, Daniël Lacko, Guido De Bruyne, Stijn Verwulgen, Jan Sijbers

Erschienen in: Advances in Human Factors in Simulation and Modeling

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Parametric 3D human body models are valuable tools for ergonomic product design and statistical shape modelling (SSM) is a powerful technique to build realistic body models from a database of 3D scans. Like the underlying 3D scans, body models built from SSMs are typically represented with triangle meshes. Unfortunately, triangle meshes are not well supported by CAD software where spline geometry dominates. Therefore, we propose a methodology to convert databases of pre-corresponded triangle meshes into multi-patch B-spline SSMs. An evaluation on four 3D scan databases shows that our method is able to generate accurate and water-tight models while preserving inter-subject correspondences by construction. In addition, we demonstrate that such SSMs can be used to generate design manikins which can be readily used in SolidWorks for designing well conforming product parts.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Pheasant, S., Haslegrave, C.M.: Bodyspace: Anthropometry, Ergonomics and the Design of Work. CRC Press, Boca Raton (2016) Pheasant, S., Haslegrave, C.M.: Bodyspace: Anthropometry, Ergonomics and the Design of Work. CRC Press, Boca Raton (2016)
2.
Zurück zum Zitat Motti, V.G., Caine, K.: Human factors considerations in the design of wearable devices. In: Proceedings of the Human Factors and Ergonomics Society Annual Meeting, vol. 58, no. 1, pp. 1820–1824. SAGE Publications, Thousand Oaks (2014) Motti, V.G., Caine, K.: Human factors considerations in the design of wearable devices. In: Proceedings of the Human Factors and Ergonomics Society Annual Meeting, vol. 58, no. 1, pp. 1820–1824. SAGE Publications, Thousand Oaks (2014)
3.
Zurück zum Zitat Baek, S.Y., Lee, K.: Parametric human body shape modeling framework for human-centered product design. Comput.-Aided Des. 44(1), 56–67 (2012)CrossRef Baek, S.Y., Lee, K.: Parametric human body shape modeling framework for human-centered product design. Comput.-Aided Des. 44(1), 56–67 (2012)CrossRef
4.
Zurück zum Zitat Heimann, T., Meinzer, H.P.: Statistical shape models for 3D medical image segmentation: a review. Med. Image Anal. 13(4), 543–563 (2009)CrossRef Heimann, T., Meinzer, H.P.: Statistical shape models for 3D medical image segmentation: a review. Med. Image Anal. 13(4), 543–563 (2009)CrossRef
5.
Zurück zum Zitat Davies, R.H., Twining, C.J., Cootes, T.F., Taylor, C.J.: Building 3-D statistical shape models by direct optimization. IEEE Trans. Med. Imaging 29(4), 961–981 (2010)CrossRef Davies, R.H., Twining, C.J., Cootes, T.F., Taylor, C.J.: Building 3-D statistical shape models by direct optimization. IEEE Trans. Med. Imaging 29(4), 961–981 (2010)CrossRef
6.
Zurück zum Zitat Huysmans, T., Sijbers, J., Verdonk, B.: Automatic construction of correspondences for tubular surfaces. IEEE Trans. Pattern Anal. Mach. Intell. 32(4), 636–651 (2010)CrossRef Huysmans, T., Sijbers, J., Verdonk, B.: Automatic construction of correspondences for tubular surfaces. IEEE Trans. Pattern Anal. Mach. Intell. 32(4), 636–651 (2010)CrossRef
7.
Zurück zum Zitat Allen, B., Curless, B., Popović, Z.: The space of human body shapes: reconstruction and parameterization from range scans. ACM Trans. Graph. 22(3), 587–594 (2003)CrossRef Allen, B., Curless, B., Popović, Z.: The space of human body shapes: reconstruction and parameterization from range scans. ACM Trans. Graph. 22(3), 587–594 (2003)CrossRef
8.
Zurück zum Zitat Anguelov, D., Srinivasan, P., Koller, D., Thrun, S., Rodgers, J., Davis, J.: SCAPE: shape completion and animation of people. ACM Trans. Graph. 24(3), 408–416 (2005)CrossRef Anguelov, D., Srinivasan, P., Koller, D., Thrun, S., Rodgers, J., Davis, J.: SCAPE: shape completion and animation of people. ACM Trans. Graph. 24(3), 408–416 (2005)CrossRef
9.
Zurück zum Zitat Hasler, N., Stoll, C., Sunkel, M., Rosenhahn, B., Seidel, H.P.: A statistical model of human pose and body shape. Comput. Graph. Forum 28(2), 337–346 (2009)CrossRef Hasler, N., Stoll, C., Sunkel, M., Rosenhahn, B., Seidel, H.P.: A statistical model of human pose and body shape. Comput. Graph. Forum 28(2), 337–346 (2009)CrossRef
10.
Zurück zum Zitat Chen, Y., Liu, Z., Zhang, Z.: Tensor-based human body modeling. In: IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 105–112. IEEE (2013) Chen, Y., Liu, Z., Zhang, Z.: Tensor-based human body modeling. In: IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 105–112. IEEE (2013)
11.
Zurück zum Zitat Park, B.K., Reed, M.P.: Parametric body shape model of standing children aged 3–11 years. Ergonomics 58(10), 1714–1725 (2015)CrossRef Park, B.K., Reed, M.P.: Parametric body shape model of standing children aged 3–11 years. Ergonomics 58(10), 1714–1725 (2015)CrossRef
12.
Zurück zum Zitat Pishchulin, L., Wuhrer, S., Helten, T., Theobalt, C., Schiele, B.: Building statistical shape spaces for 3D human modeling. Pattern Recogn. 67, 276–286 (2017)CrossRef Pishchulin, L., Wuhrer, S., Helten, T., Theobalt, C., Schiele, B.: Building statistical shape spaces for 3D human modeling. Pattern Recogn. 67, 276–286 (2017)CrossRef
13.
Zurück zum Zitat Quan, W., Matuszewski, B., Shark, L., Ait-Boudaoud, D.: 3-D facial expression representation using B-spline statistical shape model. In: British Machine Vision Conference, Vision, Video and Graphics Workshop, 10–13 September 2007, Warwick (2007) Quan, W., Matuszewski, B., Shark, L., Ait-Boudaoud, D.: 3-D facial expression representation using B-spline statistical shape model. In: British Machine Vision Conference, Vision, Video and Graphics Workshop, 10–13 September 2007, Warwick (2007)
14.
Zurück zum Zitat Hu, N., Cerviño, L., Segars, P., Lewis, J., Shan, J., Jiang, S., Wang, G.: A method for generating large datasets of organ geometries for radiotherapy treatment planning studies. Radiol. Oncol. 48(4), 408–415 (2014)CrossRef Hu, N., Cerviño, L., Segars, P., Lewis, J., Shan, J., Jiang, S., Wang, G.: A method for generating large datasets of organ geometries for radiotherapy treatment planning studies. Radiol. Oncol. 48(4), 408–415 (2014)CrossRef
15.
Zurück zum Zitat Peng, W., Feng, Z., Xu, C., Su, Y.: Parametric T-spline face morphable model for detailed fitting in shape subspace. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 6139–6147 (2017) Peng, W., Feng, Z., Xu, C., Su, Y.: Parametric T-spline face morphable model for detailed fitting in shape subspace. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 6139–6147 (2017)
16.
Zurück zum Zitat Campen, M.: Partitioning surfaces into quadrilateral patches: a survey. Comput. Graph. Forum 36(8), 567–588 (2017)CrossRef Campen, M.: Partitioning surfaces into quadrilateral patches: a survey. Comput. Graph. Forum 36(8), 567–588 (2017)CrossRef
17.
Zurück zum Zitat Bommes, D., Zimmer, H., Kobbelt, L.: Mixed-integer quadrangulation. ACM Trans. Graph. 28(3), 77:1–77:10 (2009) Bommes, D., Zimmer, H., Kobbelt, L.: Mixed-integer quadrangulation. ACM Trans. Graph. 28(3), 77:1–77:10 (2009)
18.
Zurück zum Zitat Kimmel, R., Sethian, J.A.: Computing geodesic paths on manifolds. Proc. Natl. Acad. Sci. 95(15), 8431–8435 (1998)MathSciNetCrossRef Kimmel, R., Sethian, J.A.: Computing geodesic paths on manifolds. Proc. Natl. Acad. Sci. 95(15), 8431–8435 (1998)MathSciNetCrossRef
19.
Zurück zum Zitat Floater, M.S.: Parametrization and smooth approximation of surface triangulations. Comput. Aided Geom. Des. 14(3), 231–250 (1997)MathSciNetCrossRef Floater, M.S.: Parametrization and smooth approximation of surface triangulations. Comput. Aided Geom. Des. 14(3), 231–250 (1997)MathSciNetCrossRef
21.
Zurück zum Zitat Bartels, R.H., Beatty, J.C., Barsky, B.A.: An Introduction to Splines for Use in Computer Graphics and Geometric Modeling. Morgan Kaufmann, Burlington (1987) Bartels, R.H., Beatty, J.C., Barsky, B.A.: An Introduction to Splines for Use in Computer Graphics and Geometric Modeling. Morgan Kaufmann, Burlington (1987)
22.
Zurück zum Zitat Li, X.S.: An overview of SuperLU: algorithms, implementation, and user interface. ACM Trans. Math. Softw. 31(3), 302–325 (2005)MathSciNetCrossRef Li, X.S.: An overview of SuperLU: algorithms, implementation, and user interface. ACM Trans. Math. Softw. 31(3), 302–325 (2005)MathSciNetCrossRef
23.
Zurück zum Zitat Capetillo-Cunliffe, L.: Loni: Laboratory of Neuro Imaging (2007) Capetillo-Cunliffe, L.: Loni: Laboratory of Neuro Imaging (2007)
24.
Zurück zum Zitat Robinette, K.M., Daanen, H., Paquet, E.: The CAESAR project: a 3-D surface anthropometry survey. In: Second IEEE International Conference on 3-D Digital Imaging and Modeling, pp. 380–386 (1999) Robinette, K.M., Daanen, H., Paquet, E.: The CAESAR project: a 3-D surface anthropometry survey. In: Second IEEE International Conference on 3-D Digital Imaging and Modeling, pp. 380–386 (1999)
25.
Zurück zum Zitat Danckaers, F., Huysmans, T., Lacko, D., Ledda, A., Verwulgen, S., Van Dongen, S., Sijbers, J.: Correspondence preserving elastic surface registration with shape model prior. In: 22nd International Conference on Pattern Recognition (ICPR), pp. 2143–2148. IEEE (2014) Danckaers, F., Huysmans, T., Lacko, D., Ledda, A., Verwulgen, S., Van Dongen, S., Sijbers, J.: Correspondence preserving elastic surface registration with shape model prior. In: 22nd International Conference on Pattern Recognition (ICPR), pp. 2143–2148. IEEE (2014)
Metadaten
Titel
Multi-patch B-Spline Statistical Shape Models for CAD-Compatible Digital Human Modeling
verfasst von
Toon Huysmans
Femke Danckaers
Jochen Vleugels
Daniël Lacko
Guido De Bruyne
Stijn Verwulgen
Jan Sijbers
Copyright-Jahr
2019
DOI
https://doi.org/10.1007/978-3-319-94223-0_17

Premium Partner