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Question 1 Why does the harmonic mean filter fail for images with pepper noise?
Question 2 Filter the salt and pepper noise images with the geometric mean filter.
How does the filter perform?
Solution
1. The salt and pepper noise is a type of noise seen on images.It consists of white and black
pixels and the best method for noise reduction in this is a median filter.
While in the harmonic mean filter, each colour value of the pixel is replaced with the harmonic
mean of colour values of the pixels in the surrounding area.
This harmonic mean filter is best suitable for removing gaussian type noise as the edge features
are preserved .And it can work well for salt noise but not pepper noise.As it is good at removing
positive outliers.
2.Here the filtering is done by applying the geometric mean filter to an image.In this process,the
colour of each pixel is replaced by the geometric mean filter if the surrounding regions.The
larger the region,the stronger the effect with small amount of blurring. It is susceptible to
negative outliers.

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Why the harmonic mean filter fails for pepper noise images

  • 1. Question 1 Why does the harmonic mean filter fail for images with pepper noise? Question 2 Filter the salt and pepper noise images with the geometric mean filter. How does the filter perform? Solution 1. The salt and pepper noise is a type of noise seen on images.It consists of white and black pixels and the best method for noise reduction in this is a median filter. While in the harmonic mean filter, each colour value of the pixel is replaced with the harmonic mean of colour values of the pixels in the surrounding area. This harmonic mean filter is best suitable for removing gaussian type noise as the edge features are preserved .And it can work well for salt noise but not pepper noise.As it is good at removing positive outliers. 2.Here the filtering is done by applying the geometric mean filter to an image.In this process,the colour of each pixel is replaced by the geometric mean filter if the surrounding regions.The larger the region,the stronger the effect with small amount of blurring. It is susceptible to negative outliers.