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|Title:||Multimodal fusion for multimedia analysis: A survey|
El Saddik, A.
Multimodal information fusion
|Citation:||Atrey, P.K., Hossain, M.A., El Saddik, A., Kankanhalli, M.S. (2010). Multimodal fusion for multimedia analysis: A survey. Multimedia Systems 16 (6) : 345-379. ScholarBank@NUS Repository. https://doi.org/10.1007/s00530-010-0182-0|
|Abstract:||This survey aims at providing multimedia researchers with a state-of-the-art overview of fusion strategies, which are used for combining multiple modalities in order to accomplish various multimedia analysis tasks. The existing literature on multimodal fusion research is presented through several classifications based on the fusion methodology and the level of fusion (feature, decision, and hybrid). The fusion methods are described from the perspective of the basic concept, advantages, weaknesses, and their usage in various analysis tasks as reported in the literature. Moreover, several distinctive issues that influence a multimodal fusion process such as, the use of correlation and independence, confidence level, contextual information, synchronization between different modalities, and the optimal modality selection are also highlighted. Finally, we present the open issues for further research in the area of multimodal fusion. © 2010 Springer-Verlag.|
|Source Title:||Multimedia Systems|
|Appears in Collections:||Staff Publications|
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