Bicubic interpolation is a method used in image processing to smoothly scale images by considering the closest 16 pixels to estimate the new pixel value, resulting in higher quality than bilinear interpolation. It works by applying cubic convolution along both the horizontal and vertical axes, providing a more visually appealing result by reducing artifacts and preserving edges better.