The Flood Fill Algorithm is a computer graphics algorithm used to determine the area connected to a given node in a multi-dimensional array, often used in paint programs to fill bounded areas with color. It operates similarly to the way a bucket tool fills an area in image editing software, using either a recursive or iterative approach to check and fill neighboring pixels until the boundary color is reached.