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Fuzzy Logic based Switching Median Filter for Mixed Noise in Digital Image

Author(s):

Rita Gupta , Neelam College of Engg. & Technology Agra; Akansha Yadav, Neelam College of Engg. & Technology Agra

Keywords:

SMF (Switching Median Filter), PSNR (Peak Signal to Noise Ratio), Gaussian Noise, Salt-And-Pepper Noise, Mixed Noise, FSMF (Fuzzy Based Switching Median Filter), Membership Functions

Abstract

While transmitting digital images from one location to another, noise is often induced while image is in the channel. Some factors introduced impulse noise (salt & pepper noise) while some other introduces Gaussian noise. Combination of impulse and Gaussian noise is called as mixed noise. Presently median filters have been introduced to filter out noise in digital images but they work better on impulse noise, there performance is not that much good on mixed noise. In the proposed work, fuzzy logic based switching median filter is applied to remove mixed noise. Noise detection is performed by using fuzzy logic and filtering by using median filter. It is seen that fuzzy based noise detection works better than non-fuzzy based noise detection and it is successfully justified by using accuracy parameters like PSNR (peak signal to noise ratio).

Other Details

Paper ID: IJSRDV5I70005
Published in: Volume : 5, Issue : 7
Publication Date: 01/10/2017
Page(s): 184-188

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