A Novel Impulse Detector for Filtering of Highly Corrupted Images
Commenced in January 2007
Frequency: Monthly
Edition: International
Paper Count: 33122
A Novel Impulse Detector for Filtering of Highly Corrupted Images

Authors: Umesh Ghanekar

Abstract:

As the performance of the filtering system depends upon the accuracy of the noise detection scheme, in this paper, we present a new scheme for impulse noise detection based on two levels of decision. In this scheme in the first stage we coarsely identify the corrupted pixels and in the second stage we finally decide whether the pixel under consideration is really corrupt or not. The efficacy of the proposed filter has been confirmed by extensive simulations.

Keywords: Impulse detection, noise removal, image filtering.

Digital Object Identifier (DOI): doi.org/10.5281/zenodo.1072950

Procedia APA BibTeX Chicago EndNote Harvard JSON MLA RIS XML ISO 690 PDF Downloads 1412

References:


[1] R C Gonzales and R E Woods, Digital Image Processing, 2nd ed. Reading, MA: Addison -Wesley, 2002.
[2] G. R. Arce and M. P. McLoughlin, "Theoretical analysis of the MAX/Median filter," IEEE Trans. Acoust. Speech,Signal Processing, vol. ASSP-35, pp.60-69, 1987.
[3] Z. Wang, D. Zhang, "Progressive switching median filter for the removal of impulse noise from highly corrupted images," IEEE Trans. Circuits Syst., vol. 46, pp. 78-80, 1999.
[4] S. Zhang, M.A. Karim, "A new impulse detector for switching median filters" IEEE Signal Processing Letters, vol. 9, No.11, pp. 360-363, 2002.
[5] S.-J.Ko and Y.-H Lee, "Center weighted median filters and their applications to image enhancement," IEEE Trans. Circuits Syst., vol. 38, pp. 984-993, 1991.
[6] Tao Chen and Hong Ren Wu, "Space Varient Median Filters for the Restoration of Impulse Noise Corrupted Images," IEEE Trans. Circuits Syst.-II: Analog And Digital Signal Processing, vol. 48, No. 8, pp.784- 789, 2001.
[7] T. Chen, K.-K. Ma, and Li-Hui Chen "Tri-state median filter for image denoising," IEEE Trans. Image Processing, vol. 8, pp. 1834 - 1838, 1999.
[8] S.-Q. Yuan and Y.-H. Tan, "Difference - type noise detector for adaptive median filter," IEE Electronics Letters, vol. 42, pp. 454-455, 2006.