 For convenience, pixels are normally arranged in a regular two-dimensional grid.By using this arrangement, many common operations can be implemented by uniformly applying the same operation to each pixel independently.Other arrangements of pixels are possible, with some sampling patterns even changing the shape (or kernel) of each pixel across the image.