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Research Article | Open Access |

A Repeated Median Filtering Method for Denoising Mammogram Images

Author 1: Hussain AlSalman
International Journal of Advanced Computer Science and Applications (IJACSA) · Vol. 11, No. 11 · Published 2020 · Cited by 6

DOI: https://doi.org/10.14569/IJACSA.2020.0111178

Abstract

In the medical field, mammogram analysis is one of the most important breast cancer detection procedures and early diagnosis. During the image acquisition process of mammograms, the acquired images may be contained some noises due to the change of illumination and sensor error. Hence, it is necessary to remove these noises without affecting the edges and fine details, achieving an effective diagnosis of beast images. In this work, a repeated median filtering method is proposed for denoising digital mammogram images. A number of experiments are conducted on a dataset of different mammogram images to evaluate the proposed method using a set of image quality metrics. Experimental results are reported by computing the image quality metrics between the original clean images and denoised images that are corrupted by different levels of simulated speckle noise as well as salt and paper noise. Evaluation quality metrics showed that the repeated median filter method achieves a higher result than the related traditional median filter method.

Keywords

How to Cite this Article

AlSalman, H. (2020). A Repeated Median Filtering Method for Denoising Mammogram Images. International Journal of Advanced Computer Science and Applications, 11(11). https://doi.org/10.14569/IJACSA.2020.0111178

AlSalman, Hussain. "A Repeated Median Filtering Method for Denoising Mammogram Images." International Journal of Advanced Computer Science and Applications, vol. 11, no. 11, 2020, https://doi.org/10.14569/IJACSA.2020.0111178.

@article{AlSalman2020,
  title     = {A Repeated Median Filtering Method for Denoising Mammogram Images},
  journal   = {International Journal of Advanced Computer Science and Applications},
  volume    = {11},
  number    = {11},
  year      = {2020},
  publisher = {The Science and Information Organization},
  author    = {Hussain AlSalman},
  doi       = {10.14569/IJACSA.2020.0111178},
  url       = {https://doi.org/10.14569/IJACSA.2020.0111178}
}

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