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Main challenge with denoising applications using conventional image filtering with fixed size windows is the smearing or blurring of various region boundaries. This blurring is the visual representation of deviation in estimated denoised value (region mean) due to the presence of heterogeneous (or dissimilar pixels) regions in region-averaging along with the homogenous (or similar pixels) regions...