IEEE Transactions on Multimedia · 2013 · 41 citations · 18 references
ComputingComputer ScienceComputer VisionInformation RetrievalNatural Language ProcessingImage RetrievalMultimedia RetrievalRetrieval ModelsFeature FusionFilteringImage-text RetrievalMultimodal RetrievalRanking ModelsRe-rankingSemantic Data FusionText-based Image Retrieval
Main goal of this work is to show the improvement of using a textual pre-filtering combined with an image re-ranking in a Multimedia Information Retrieval task. The defined three step-based retrieval processes and a well-selected combination of visual and textual techniques help the developed Multimedia Information Retrieval System to overcome the semantic gap in a given query. In the paper, five different late semantic fusion approaches are discussed and experimented in a realistic scenario for multimedia retrieval like the one provided by the publicly available ImageCLEF Wikipedia Collection.
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Multimodal fusion for multimedia analysis: a survey
Pradeep K. Atrey, M. Anwar Hossain, Abdulmotaleb El Saddik et al. · Multimedia Systems · 2010 · 1.2K citations