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- 312 creator jose-san-pedro.
- 312 creator nuria-oliver.
- 312 creator tom-yeh.
- 312 type InProceedings.
- 312 label "Leveraging User Comments for Aesthetic-aware Image Search Reranking".
- 312 sameAs 312.
- 312 abstract "The increasing number of images available online has created a growing need for efficient ways to search for relevant content. Text-based query search is the most common approach to retrieve relevant images from the Web. In this approach, the similarity between the input textual query and the metadata of images is used to find relevant content. However, as the amount of available images grows, the number of relevant images also increases, all of them sharing very similar metadata but differing in other visual characteristics. In this paper, we study the influence of visual aesthetic quality in search results as a complementary attribute to relevance. By considering aesthetics, we introduce a new ranking parameter aimed at improving quality at the top ranks when large amounts of relevant results exist. We propose a novel method to model aesthetic value that leverages user comments to detect opinions about images. The results of a user study with 58 participants show that our comments-based aesthetic predictor outperforms visual content-based strategies, and reveals that aesthetic-aware rankings are preferred by users searching for photographs on the Web.".
- 312 hasAuthorList authorList.
- 312 isPartOf proceedings.
- 312 keyword "image search reranking".
- 312 keyword "opinion mining".
- 312 keyword "user comments".
- 312 keyword "visual aesthetics modeling".
- 312 title "Leveraging User Comments for Aesthetic-aware Image Search Reranking".