Image sensors and transmission channels may produce certain type of noise characterized by random and isolated pixels with out-of-range gray levels, which are either much lower or higher than the gray levels of the neighboring pixels. The challenge is to distinguish between the details (small features, edges, lines, etc.) in the image and this type of isolated and out-of-range noise, with the goal to keep the former while suppressing the latter.