A Gaussian Filter is a linear filter used in image processing and signal processing to blur images and remove noise by averaging the pixels within a neighborhood defined by a Gaussian kernel. It is characterized by its bell-shaped curve, which ensures that the influence of neighboring pixels decreases with distance, preserving edge details more effectively than a simple averaging filter.