Multimedia summarization using social media content |
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Authors: | Flora Amato Aniello Castiglione Vincenzo Moscato Antonio Picariello Giancarlo Sperlì |
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Affiliation: | 1.University of Naples “Federico II”,Naples,Italy;2.University of Salerno,Fisciano (Salerno),Italy |
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Abstract: | In this work, we propose a novel multimedia summarization technique from Online Social Networks (OSNs). In particular, we model each Multimedia Social Network (MSN)—i.e. an OSN focusing on the management and sharing of multimedia information—using an hypergraph based approach and exploit influence analysis methodologies to determine the most important multimedia objects with respect to one or more topics of interest. Successively, we obtain from the list of candidate objects a multimedia summary using a summarization model together with an heuristics that aims to generate summaries with priority (with respect to some user keywords), continuity, variety and not receptiveness features. The performed experiments on Flickr shows the effectiveness of proposed approach. |
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