Skip to main content

Colour Extension of Monogenic Wavelets with Geometric Algebra: Application to Color Image Denoising

  • Chapter
  • First Online:
Quaternion and Clifford Fourier Transforms and Wavelets

Part of the book series: Trends in Mathematics ((TM))

Abstract

We define a colour monogenic wavelet transform. This is based on recent greyscale monogenic wavelet transforms and an extension to colour signals aimed at defining non-marginal tools. Wavelet based colour image processing schemes have mostly been made by separately using a greyscale tool on every colour channel. This may have some unexpected effects on colours because those marginal schemes are not necessarily justified. Here we propose a definition that considers a colour (vector) image right at the beginning of the mathematical definition so that we can expect to create an actual colour wavelet transform – which has not been done so far to our knowledge. This provides a promising multiresolution colour geometric analysis of images. We show an application of this transform through the definition of a full denoising scheme based on statistical modelling of coefficients.

Mathematics Subject Classification (2010). Primary 68U10; secondary 15A66, 42C40.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 139.00
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 179.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD 179.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. W.L. Chan, H.H. Choi, and R.G. Baraniuk. Coherent multiscale image processing using dual-tree quaternion wavelets. IEEE Transactions on Image Processing, 17(7):1069–1082, July 2008.

    Article  MathSciNet  Google Scholar 

  2. I. Daubechies. Ten Lectures on Wavelets. Society for Industrial and Applied Mathematics, 1992.

    Google Scholar 

  3. G. Demarcq, L. Mascarilla, and P. Courtellemont. The color monogenic signal: A new framework for color image processing. application to color optical flow. In 16th IEEE International Conference on Image Processing (ICIP), pages 481–484, 2009.

    Google Scholar 

  4. D.L. Donoho. De-noising by soft-thresholding. IEEE Transactions on Information Theory, 41(3):613–627, 1995.

    Article  MathSciNet  MATH  Google Scholar 

  5. M. Felsberg. Low-Level Image Processing with the Structure Multivector. PhD thesis, Christian-Albrechts-Universität, Institut für Informatik und Praktische Mathematik, Kiel, 2002.

    Google Scholar 

  6. P. Kovesi. Image features from phase congruency. VIDERE: Journal of Computer Vision Research, 1(3):2–26, 1999.

    Google Scholar 

  7. S. Mallat. A Wavelet Tour of Signal Processing. Academic Press, third edition, 2008. First edition published 1998.

    Google Scholar 

  8. I.W. Selesnick, R.G. Baraniuk, and N.G. Kingsbury. The dual-tree complex wavelet transform. IEEE Signal Processing Magazine, 22(6):123–151, Nov. 2005.

    Article  Google Scholar 

  9. M. Unser, D. Sage, and D. Van De Ville. Multiresolution monogenic signal analysis using the Riesz-Laplace wavelet transform. IEEE Transactions on Image Processing, 18(11):2402–2418, Nov. 2009.

    Article  MathSciNet  Google Scholar 

  10. M. Unser and D. Van De Ville. The pairing of a wavelet basis with a mildly redundant analysis via subband regression. IEEE Transactions on Image Processing, 17(11):2040–2052, Nov. 2008.

    Article  MathSciNet  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Raphaël Soulard .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2013 Springer Basel

About this chapter

Cite this chapter

Soulard, R., Carré, P. (2013). Colour Extension of Monogenic Wavelets with Geometric Algebra: Application to Color Image Denoising. In: Hitzer, E., Sangwine, S. (eds) Quaternion and Clifford Fourier Transforms and Wavelets. Trends in Mathematics. Birkhäuser, Basel. https://doi.org/10.1007/978-3-0348-0603-9_12

Download citation

Publish with us

Policies and ethics