Skip to main content
Log in

Adaptive histogram-based filter for image restoration

  • Papers
  • Published:
Journal of Electronics (China)

Abstract

A novel filter for image restoration is proposed in this paper. The filter estimates histogram of original image via input image. It gets a membership function through the histogram, and the membership function contains a lot of information of original image. Then a weighted fuzzy mean filter is established based on this membership function; meanwhile, the filter adaptively adopts different filter scale according to the character divergence of image region and intensity of impulsive noise. Experimental result shows that new filter gives superior performance to conventional filters and currently used fuzzy filter.

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

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  1. J. H. Wang, L. D. Lin, An improved median filter using minmax algorithm for image processing, Electron. Lett., 33(1997)16, 1362–1363.

    Article  Google Scholar 

  2. W. Y. Han, J. C. Lin, Minimum-maxmum exclusive mean (MMEM) filter to remove impulse noise from highly corrupted image, Electron. Lett., 33(1997)2, 124–125.

    Article  Google Scholar 

  3. K. C. Lee, H. J. Song, K. H. Sohn, Detection-estimation based approach for impulsive noise removal, Electron. Lett., 34(1998)5, 449–450.

    Article  Google Scholar 

  4. P. Yu, C. S. Lee, Adaptive fuzzy median filter, in Proc. Int. Symp. Artificial Neural Networks, Hsinchu, Taiwan, R.O.C, 1993, F25–F34.

  5. J. H. Wang, M. D. Yu, Image smoothing by adaptive fuzzy optimal filter, in Proc. IEEE Int. Conf. Syst., Man, and Cybern., Vancouver, BC, Canada, 1995, 845–848.

  6. L. Yin, Y. Neuvo, Adaptive FIR-WOS hybrid filtering, in Proc. Int. Symp. Circuits and Syst., San Diego, CA, 1992, Vol.6, 2637–2640.

  7. C. S. Lee, Y. H. Kuo, P. T. Yu, Weighted fuzzy mean filters for image processing, Fuzzy Sets And Syst., 89(1997)1, 157–180.

    Article  Google Scholar 

  8. J. H. Wang, W. J. Liu, Histogram-based fuzzy filter for image restoration, IEEE Trans. on Syst., Man, Cybern-part B, SMC-32(2002)2, 230–238.

    Article  Google Scholar 

  9. I. Pitas, A. N. Venetsanopoulos, Nonlinear mean filters in image processing, IEEE Trans. on Acoust., Speech, Signal Processing, 34(1986)3, 573–584.

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Additional information

Supported by the National Natural Science Foundation of China(No.69972041)

About this article

Cite this article

Wang, B., Fan, J., Xie, W. et al. Adaptive histogram-based filter for image restoration. J. of Electron.(China) 21, 306–313 (2004). https://doi.org/10.1007/BF02687886

Download citation

  • Received:

  • Revised:

  • Issue Date:

  • DOI: https://doi.org/10.1007/BF02687886

Key words

Navigation