The Watershed Algorithm is a powerful image segmentation technique that treats the image as a topographic surface, where pixels with high intensity represent peaks and low intensity represent valleys. It is particularly effective for separating touching or overlapping objects in an image by identifying the 'watershed lines' that divide different regions based on gradient descent from local maxima.