Skip to main content

Characterization of Piecewise-Smooth Surfaces Using the 3D Continuous Shearlet Transform

We’re sorry, something doesn't seem to be working properly.

Please try refreshing the page. If that doesn't work, please contact support so we can address the problem.

Abstract

One of the most striking features of the Continuous Shearlet Transform is its ability to precisely characterize the set of singularities of multivariable functions through its decay at fine scales. In dimension n=2, it was previously shown that the continuous shearlet transform provides a precise geometrical characterization for the boundary curves of very general planar regions, and this property sets the groundwork for several successful image processing applications. The generalization of this result to dimension n=3 is highly nontrivial, and so far it was known only for the special case of 3D bounded regions where the boundary set is a smooth 2-dimensional manifold with everywhere positive Gaussian curvature. In this paper, we extend this result to the general case of 3D bounded regions with piecewise-smooth boundaries, and show that also in this general situation the continuous shearlet transform precisely characterizes the geometry of the boundary set.

This is a preview of subscription content, access via your institution.

Fig. 1
Fig. 2

Notes

  1. Notice that the continuous curvelet transform [2] also employs analyzing elements defined at various locations, scales and orientations, and it shares some of the properties of the continuous shearlet transform. However, the shearlet transform has the distinctive feature of being derived from the theory of affine systems, and this provides several advantages in terms of discretization and extensions to higher dimensions [3, 4, 9, 13].

References

  1. Candès, E.J., Donoho, D.L.: New tight frames of curvelets and optimal representations of objects with C 2 singularities. Commun. Pure Appl. Math. 56, 219–266 (2004)

    Article  Google Scholar 

  2. Candès, E.J., Donoho, D.L.: Continuous curvelet transform: I. Resolution of the wavefront set. Appl. Comput. Harmon. Anal. 19, 162–197 (2005)

    Article  MathSciNet  MATH  Google Scholar 

  3. Dahlke, S., Steidl, G., Teschke, G.: The continuous shearlet transform in arbitrary dimensions. J. Fourier Anal. Appl. 16(3), 340–364 (2010)

    Article  MathSciNet  MATH  Google Scholar 

  4. Easley, G., Labate, D., Lim, W.: Sparse directional image representations using the discrete shearlet transform. Appl. Comput. Harmon. Anal. 25, 25–46 (2008)

    Article  MathSciNet  MATH  Google Scholar 

  5. Grohs, P.: Continuous shearlet frames and resolution of the wavefront set. Monatshefte Math. 164(4), 393–426 (2011)

    Article  MathSciNet  MATH  Google Scholar 

  6. Guo, K., Kutyniok, G., Labate, D.: Sparse multidimensional representations using anisotropic dilation and shear operators. In: Chen, G., Lai, M. (eds.) Wavelets and Splines, pp. 189–201. Nashboro Press, Nashville (2006)

    Google Scholar 

  7. Guo, K., Labate, D.: Optimally sparse multidimensional representation using shearlets. SIAM J. Math. Anal. 39, 298–318 (2007)

    Article  MathSciNet  MATH  Google Scholar 

  8. Guo, K., Labate, D.: Characterization and analysis of edges using the continuous shearlet transform. SIAM J. Imaging Sci. 2, 959–986 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  9. Guo, K., Labate, D.: Optimally sparse 3D approximations using Shearlet representations. Electron. Res. Announc. Math. Sci. 17, 126–138 (2010)

    MathSciNet  Google Scholar 

  10. Guo, K., Labate, D.: Analysis and detection of surface discontinuities using the 3D continuous shearlet transform. Appl. Comput. Harmon. Anal. 30, 231–242 (2011)

    Article  MathSciNet  MATH  Google Scholar 

  11. Guo, K., Labate, D., Lim, W.: Edge analysis and identification using the continuous shearlet transform. Appl. Comput. Harmon. Anal. 27(1), 24–46, (2009)

    Article  MathSciNet  MATH  Google Scholar 

  12. Guo, K., Lim, W., Labate, D., Weiss, G., Wilson, E.: Wavelets with composite dilations. Electron. Res. Announc. Am. Math. Soc. 10, 78–87 (2004)

    Article  MathSciNet  MATH  Google Scholar 

  13. Guo, K., Lim, W., Labate, D., Weiss, G., Wilson, E.: Wavelets with composite dilations and their MRA properties. Appl. Comput. Harmon. Anal. 20, 220–236 (2006)

    Article  MathSciNet  Google Scholar 

  14. Herz, C.S.: Fourier transforms related to convex sets. Ann. Math. 75, 81–92 (1962)

    Article  MathSciNet  MATH  Google Scholar 

  15. Holschneider, M.: Wavelets. Analysis Tool. Oxford University Press, Oxford (1995)

    Google Scholar 

  16. Kutyniok, G., Labate, D.: Resolution of the wavefront set using continuous shearlets. Trans. Am. Math. Soc. 361, 2719–2754 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  17. Kutyniok, G., Sauer, T.: Adaptive directional subdivision schemes and shearlet multiresolution analysis. SIAM J. Math. Anal. 41, 1436–1471 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  18. Meyer, Y.: Wavelets and Operators. Cambridge Stud. Adv. Math., vol. 37. Cambridge Univ. Press, Cambridge (1992)

    MATH  Google Scholar 

  19. Schug, D.A., Easley, G.R.: Three dimensional Bayesian state estimation using shearlet edge analysis and detection. In: Communications, Control and Signal Processing (ISCCSP), 2010 4th International Symposium, pp. 1–4 (2010)

    Chapter  Google Scholar 

  20. Schug, D.A., Easley, G.R.: Three-dimensional shearlet edge analysis. In: Proc. of SPIE Defense, Security, and Sensing, Orlando (2011)

    Google Scholar 

  21. Stein, E.M.: Harmonic Analysis: Real-Variable Methods, Orthogonality, and Oscillatory Integrals. Princeton University Press, Princeton (1993)

    MATH  Google Scholar 

  22. Yi, S., Labate, D., Easley, G.R., Krim, H.: A Shearlet approach to edge analysis and detection, IEEE Trans. Image Process. 18(5), 929–941 (2009)

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Demetrio Labate.

Additional information

Communicated by Stephan Dahlke.

KG and DL are partially supported by NSF grant DMS 1008900/1008907. DL is partially supported by NSF grant DMS 1005799.

Rights and permissions

Reprints and Permissions

About this article

Cite this article

Guo, K., Labate, D. Characterization of Piecewise-Smooth Surfaces Using the 3D Continuous Shearlet Transform. J Fourier Anal Appl 18, 488–516 (2012). https://doi.org/10.1007/s00041-011-9209-y

Download citation

  • Received:

  • Revised:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00041-011-9209-y

Keywords

  • Analysis of singularities
  • Continuous wavelets
  • Curvelets
  • Directional wavelets
  • Edge detection
  • Shearlets
  • Wavelets

Mathematics Subject Classification (2000)

  • 42C15
  • 42C40