The Midpoint Line Algorithm is an efficient rasterization technique used in computer graphics to determine the pixels needed to represent a straight line on a grid. It optimizes the process by utilizing integer arithmetic to incrementally determine the closest pixel to the theoretical line, reducing computational overhead compared to floating-point operations.