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• W2035821475 abstract "Web image search using text queries has received considerable attention. However, current state-of-the-art approaches require training models for every new query, and are therefore unsuitable for real-world web search applications. The key contribution of this paper is to introduce generic classifiers that are based on query-relative features which can be used for new queries without additional training. They combine textual features, based on the occurence of query terms in web pages and image meta-data, and visual histogram representations of images. The second contribution of the paper is a new database for the evaluation of web image search algorithms. It includes 71478 images returned by a web search engine for 353 different search queries, along with their meta-data and ground-truth annotations. Using this data set, we compared the image ranking performance of our model with that of the search engine, and with an approach that learns a separate classifier for each query. Our generic models that use query-relative features improve significantly over the raw search engine ranking, and also outperform the query-specific models." @default.
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• W2035821475 date "2010-06-01" @default.
• W2035821475 modified "2023-09-25" @default.
• W2035821475 title "Improving web image search results using query-relative classifiers" @default.
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• W2035821475 doi "https://doi.org/10.1109/cvpr.2010.5540092" @default.
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