Abstract – In this paper we propose a new method for estimating a noiseless histogram from a Gaussian noise image
and preset a novel adaptive fuzzy filter eliminating Gaussian noise. The proposed adaptive fuzzy filter utilizes estimated
image histogram as an evaluation function to find the best fuzzy parameters for noise reduction. Implementation of the
proposed method and comparison of its performance with other fuzzy filters proves its high efficiency.