Construction of a Parametric Family of Wavelets and Its Use in Image Processing

24

Abstract

This article is devoted to the construction of a parametric family of biorthogonal wavelets according to the lifting scheme and subdivision schemes, and the use of such a family in the problem of image rendering when part of the pixel data in the image is missing or overwritten in some way. The parametric family of wavelets provides a parametric family of filters for restoring damaged images. With such a recovery, the desired wavelet is selected not from any general considerations, but from a parametric family in the process of solving an optimization problem.

General Information

Keywords: wavelet, lifting scheme, subdivision scheme, image processing

Journal rubric: Data Analysis

Article type: scientific article

DOI: https://doi.org/10.17759/mda.2023130401

Received: 28.09.2023

Accepted:

For citation: Bityukov Y.I., Bityukov P.Y. Construction of a Parametric Family of Wavelets and Its Use in Image Processing. Modelirovanie i analiz dannikh = Modelling and Data Analysis, 2023. Vol. 13, no. 4, pp. 7–22. DOI: 10.17759/mda.2023130401. (In Russ., аbstr. in Engl.)

References

  1. Frazier Michael W. An introduction to wavelets through linear algebra. 1999. Springer. 503 p.
  2. Bertalmio M., Bertozzi A., and Sapiro G., Navier Stokes, fluid-dynamics and image and video inpainting, Proceedings of the 2001 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 1 (2001), pp. 355-362.
  3. Chan T.F., Shen J., and Zhou H.M., Total variation wavelet inpainting, J. Math. Imaging Vision, 25 (2006), pp. 107-125.
  4. Cai J.F., Chan R.H., and Shen Z., A framelet-based image inpainting algorithm, Applied and Computational Harmonic Analysis 24 (2008), no. 2, 131–149.
  5. Cavaretta A.S., Dahmen W., and Micchelli C. A., Stationary Subdivision Schemes, Mem. Amer. Math. Soc. 93, 1-186.
  6. Nira Dyn, Analysis of Convergence and Smoothness by the Formalism of Laurent Polynomials. Tutorials on Multiresolution in Geometric Modelling, 2002, 51–68
  7. Blatter K. Vejvlet-analiz. Osnovy teorii. Moskva, 2004. – 280 p. (In Russ)
  8. Novikov I.YA., Protasov V.YU., Skopina M.A.. Teoriya vspleskov. M.: FIZMATLIT. 2005. 612 p. (In Russ)
  9. Sweldens Wim, The lifting scheme: A custom-design construction of biorthogonal wavelets. Applied and Computational Harmonic Analysis, volume3, issue 2, 1996, pp. 186-200.
  10. Sweldens Wim, The lifting scheme: A new philosophy in biorthogonal wavelets construction. In Wavelets Application in Signal and Image Processing III, volume 2569 of Processing of the SPIE, pp. 68-79. SPIE, Bellingham, WA, 1995.

Information About the Authors

Yuri I. Bityukov, Doctor of Engineering, Professor of the Department of Probability Theory and Computer Modeling, Moscow Aviation Institute (National Research University), Moscow, Russia, ORCID: https://orcid.org/0009-0008-6384-0564, e-mail: yib72@mail.ru

Pavel Y. Bityukov, Bachelor student, Moscow Power Engineering Institute (National Research University), Moscow, Russia, ORCID: https://orcid.org/0009-0000-8697-7047, e-mail: p.bityukoff@yandex.ru

Metrics

Views

Total: 63
Previous month: 15
Current month: 1

Downloads

Total: 24
Previous month: 4
Current month: 1