Skip to main content

An Efficient Directional Weighted Median Switching Filter for Impulse Noise Removal in Medical Images

  • Conference paper
Advances in Computing and Communications (ACC 2011)

Part of the book series: Communications in Computer and Information Science ((CCIS,volume 192))

Included in the following conference series:

Abstract

This paper proposes a new efficient directional weighted median filter for impulse noise removal in medical images. The proposed method consists of two phases: noise detection and noise filtering. In this method, detection is done by Directional Weighted Median (DWM) detection [1], and filtering is applied to only corrupted pixels in the noisy image. The noise detection stage is based on the differences between the current pixel and its neighbours aligned in the main four directions in the considered window. The weighted median filter is then applied on directional pixel values as well as on uncorrupted pixels in the selected window by giving appropriate weights for the better restoration of corrupted medical images. Extensive experimental analysis shows that the proposed technique can be used for medical images with different impulse type noises. Both quantitative and qualitative analysis shows the superiority of the proposed method over other filters.

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 84.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 109.99
Price excludes VAT (USA)
  • Compact, lightweight 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. Dong, Y., Xu, S.: A New Directional Weighted Median Filter for Removal of Random-Valued Impulse Noise. IEEE Signal Process Lett. 14(3), 193–196

    Google Scholar 

  2. Toprak, A., Güler, I.: Impulse noise reduction in medical images with the use of switch mode fuzzy adaptive median filter. Digital Signal Processing 17, 711–723 (2007)

    Article  Google Scholar 

  3. Pratt, W.K.: Digital Image Processing. John Wiley & Sons, Chichester (1978)

    MATH  Google Scholar 

  4. Abreu, E., Lightstone, M., Mitra, S.K., Arakawa, K.: A new efficient approach for the removal of impulse noise from highly corrupted images. IEEE Trans. Image Process. 5, 1012–1025 (1992)

    Article  Google Scholar 

  5. Eng, H.-L., Ma, K.-K.: Noise adaptive soft-switching median filter. IEEE Trans. Image Process. 10(2), 242–251 (2001)

    Article  MATH  Google Scholar 

  6. Zhang, S., Karim, M.A.: A new impulse detector for switching median filters. IEEE Signal Processing Letters 9(4), 360–363 (2002)

    Article  Google Scholar 

  7. Wang, Z., Zhang, D.: Progressive switching median filter for the removal of impulse noise from highly corrupted images. IEEE Transactions on Circuits System II 46(1), 78–80 (1999)

    Article  Google Scholar 

  8. Nair, M.S., Raju, G.: A new fuzzy-based decision algorithm for high-density impulse noise removal. Signal Image and Video Processing, doi:10.1007/s11760-010-0186-4

    Google Scholar 

  9. Hussain, A., Arfan Jaffar, M., Mirza, A.M.: A hybrid image restoration approach: fuzzy logic and directional weighted median based uniform impulse noise removal. Springer-Verlag London Limited, Heidelberg (2009)

    Google Scholar 

  10. Wang, Z., Bovik, A.C.: A universal image quality index. IEEE Signal Process. Lett. 9(3), 81–84 (2002)

    Article  Google Scholar 

  11. Nair, M.S., Revathy, K., Tatavarti, R.: An Improved Decision-Based Algorithm for Impulse Noise Removal. In: International Congress on Image and Signal Processing - CISP 2008, vol. 1, pp. 426–431. IEEE Computer Society Press, Los Alamitos (2008), doi:10.1109/CISP.2008.21

    Chapter  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2011 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Nair, M.S., Reji, J. (2011). An Efficient Directional Weighted Median Switching Filter for Impulse Noise Removal in Medical Images. In: Abraham, A., Mauri, J.L., Buford, J.F., Suzuki, J., Thampi, S.M. (eds) Advances in Computing and Communications. ACC 2011. Communications in Computer and Information Science, vol 192. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-22720-2_28

Download citation

  • DOI: https://doi.org/10.1007/978-3-642-22720-2_28

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-22719-6

  • Online ISBN: 978-3-642-22720-2

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics