The Hausdorff Distance measures the greatest of all the distances from a point in one set to the closest point in another set, effectively quantifying how far two subsets of a metric space are from each other. It's particularly useful in comparing shapes, images, or any spatial data where the similarity or dissimilarity between two sets needs to be assessed.