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We're interested in using keywords and visual content together in image retrieval. We used a seamless joint querying and relevance feedback scheme based on keywords and lowlevel visual content, incorporating keyword similarities. We developed an algorithm for a learned word similarity matrix and conducted experiments that validated our approach.
Zhou et al. (Tue,) studied this question.