Linear filters like averaging and Gaussian filters can remove certain types of noise from images. An averaging filter is useful for removing grain noise by setting each pixel to the average of its neighbors, reducing local variations caused by grain. The program loads an image, converts it to grayscale, adds Gaussian noise, displays the noisy image, uses the wiener2 function to remove the noise, and displays the processed image showing the noise removal.