In Table 1, we observe that simply using all terms of a story as a query to retrieve a ranked list of images does not produce satisfactory results, as can be seen from the low MAP and P @k values.
even a very simple approach of weighting the terms in the text of the story by their tfidf weights can produce a significant improvement in the results.