The data set is a list of ("descriptive text", URL) tuples.
As with almost any URL, it is not in and of itself an image.
As an aside, this presents a problem for researchers because the links can resolve to different resources, or no resource at all, depending on when they are accessed.
Therefore this is not a static dataset on which a machine learning model can be trained in a guaranteed reproducible fashion.