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A fast algorithm for nonequispaced Fourier transforms on the rotation group

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Abstract

In this paper we present algorithms to calculate the fast Fourier synthesis and its adjoint on the rotation group SO(3) for arbitrary sampling sets. They are based on the fast Fourier transform for nonequispaced nodes on the three-dimensional torus. Our algorithms evaluate the SO(3) Fourier synthesis and its adjoint, respectively, of B-bandlimited functions at M arbitrary input nodes in \(\mathcal O(M+B^4)\) or even \(\mathcal O(M + B^3 \log^2 B)\) flops instead of \(\mathcal O(MB^3)\). Numerical results will be presented establishing the algorithm’s numerical stability and time requirements.

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References

  1. Baszenski, G., Tasche, M.: Fast polynomial multiplication and convolution related to the discrete cosine transform. Linear Algebra Appl. 252, 1–25 (1997)

    Article  MathSciNet  MATH  Google Scholar 

  2. Beylkin, G.: On the fast Fourier transform of functions with singularities. Appl. Comput. Harmon. Anal. 2, 363–381 (1995)

    Article  MathSciNet  MATH  Google Scholar 

  3. Bunge, H.J.: Texture Analysis in Material Science. Butterworths, Toronto (1982)

    Google Scholar 

  4. Castrillon-Candas, J.E., Siddavanahalli, V., Bajaj, C.: Nonequispaced Fourier transforms for protein-protein docking. ICES Report 05-44, Univ. Texas (2005)

  5. Chirikjian, G.S., Kyatkin, A.: Engineering Applications of Noncommutative Harmonic Analysis: with Emphasis on Rotation and Motion Groups. CRC, Boca Raton (2001)

    MATH  Google Scholar 

  6. Davis, P.J., Rabinowitz, P.: Methods of Numerical Integration, 2nd edn. Academic, London (1984)

    MATH  Google Scholar 

  7. Driscoll, J.R., Healy, D.: Computing Fourier transforms and convolutions on the 2-sphere. Adv. Appl. Math. 15, 202–250 (1994)

    Article  MathSciNet  MATH  Google Scholar 

  8. Dutt, A., Rokhlin, V.: Fast Fourier transforms for nonequispaced data. SIAM J. Sci. Stat. Comput. 14, 1368–1393 (1993)

    Article  MathSciNet  MATH  Google Scholar 

  9. Frigo, M., Johnson, S.G.: FFTW, C subroutine library. http://www.fftw.org (2005)

  10. Gräf, M., Kunis, S.: Stability results for scattered data interpolation on the rotation group. Electron. Trans. Numer. Anal. 31, 30–39 (2008)

    MATH  Google Scholar 

  11. Healy, D., Kostelec, P., Moore, S., Rockmore, D.: FFTs for the 2-sphere—improvements and variations. J. Fourier Anal. Appl. 9, 341–385 (2003)

    Article  MathSciNet  MATH  Google Scholar 

  12. Hielscher, R., Potts, D., Prestin, J., Schaeben, H., Schmalz, M.: The Radon transform on SO(3): a Fourier slice theorem and numerical inversion. Inverse Probl. 24, 025011 (2008)

    Article  MathSciNet  Google Scholar 

  13. Hielscher, R., Prestin, J., Vollrath, A.: Fast summation of functions on SO(3). Preprint 09-02, Univ. of Luebeck (2009)

  14. Keiner, J., Kunis, S., Potts, D.: NFFT 3.0, C subroutine library. http://www.tu-chemnitz.de/~potts/nfft (2006)

  15. Keiner, J., Potts, D.: Fast evaluation of quadrature formulae on the sphere. Math. Comput. 77, 397–419 (2008)

    Article  MathSciNet  MATH  Google Scholar 

  16. Kostelec, P.J., Rockmore, D.N.: FFTs on the rotation group. J. Fourier Anal. Appl. 14, 145–179 (2008)

    Article  MathSciNet  MATH  Google Scholar 

  17. Kunis, S., Potts, D.: Fast spherical Fourier algorithms. J. Comput. Appl. Math. 161, 75–98 (2003)

    Article  MathSciNet  MATH  Google Scholar 

  18. Makadia, A., Geyer, C., Sastry, S., Daniilidis, K.: Radon-based structure from motion without correspondences. In: CVPR ’05: Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR’05), vol. 1, pp. 796–803. IEEE Computer Society, Washington, DC (2005)

  19. McEwen, J.D., Hobson, M.P., Lasenby, A.N.: A directional continuous wavelet transform on the sphere. ArXiv:astro-ph/0609159v1 (2006)

  20. Mohlenkamp, M.J.: A fast transform for spherical harmonics. J. Fourier Anal. Appl. 5, 159–184 (1999)

    Article  MathSciNet  MATH  Google Scholar 

  21. Potts, D., Steidl, G., Tasche, M.: Fast algorithms for discrete polynomial transforms. Math. Comput. 67, 1577–1590 (1998)

    Article  MathSciNet  MATH  Google Scholar 

  22. Potts, D., Steidl, G., Tasche, M.: Fast and stable algorithms for discrete spherical Fourier transforms. Linear Algebra Appl. 275/276, 433–450 (1998)

    Article  MathSciNet  Google Scholar 

  23. Potts, D., Steidl, G., Tasche, M.: Fast Fourier transforms for nonequispaced data: a tutorial. In: Benedetto, J.J., Ferreira, P.J.S.G. (eds.), Modern Sampling Theory: Mathematics and Applications, pp. 247–270. Birkhäuser, Boston (2001)

    Google Scholar 

  24. Potts, D., Steidl, G., Tasche, M.: Numerical stability of fast trigonometric transforms - a worst case study. J. Concrete Appl. Math. 1, 1–36 (2003)

    MathSciNet  MATH  Google Scholar 

  25. Press, W.H., Teukolsky, S.A., Vetterling, W.T., Flannery, B.P.: Numerical Recipes in C. Cambridge University Press, Cambridge (1992)

    MATH  Google Scholar 

  26. Risbo, T.: Fourier transform summation of Legendre series and D-Functions. J. Geod. 70, 383–396 (1996)

    MATH  Google Scholar 

  27. Rokhlin, V., Tygert, M.: Fast algorithms for spherical harmonic expansions. SIAM J. Sci. Comput. 27, 1903–1928 (2006)

    Article  MathSciNet  MATH  Google Scholar 

  28. Schaeben, H., Boogaart, K.G.v.d.: Spherical harmonics in texture analysis. Tectonophysics 370, 253–268 (2003)

    Article  Google Scholar 

  29. Schmid, D.: Marcinkiewicz-Zygmund inequalities and polynomial approximation from scattered data on SO(3). Numer. Funct. Anal. Optim. 29, 855–882 (2008)

    Article  MathSciNet  MATH  Google Scholar 

  30. Suda, R., Takami, M.: A fast spherical harmonics transform algorithm. Math. Comput. 71, 703–715 (2002)

    MathSciNet  MATH  Google Scholar 

  31. Varshalovich, D., Moskalev, A., Khersonski, V.: Quantum Theory of Angular Momentum. World Scientific, Singapore (1988)

    Google Scholar 

  32. Vilenkin, N.: Special Functions and the Theory of Group Representations. American Mathematical Society, Providence (1968)

    MATH  Google Scholar 

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Potts, D., Prestin, J. & Vollrath, A. A fast algorithm for nonequispaced Fourier transforms on the rotation group. Numer Algor 52, 355–384 (2009). https://doi.org/10.1007/s11075-009-9277-0

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